Sessions and Events

Day Thursday, January 21 (Sessions 1001 - 1025, 1467) Friday, January 22 (Sessions 1026 - 1049) Monday, January 25 (Sessions 1050 - 1061, 1063 - 1141) Wednesday, January 27 (Sessions 1062, 1171, 1255 - 1339) Tuesday, January 26 (Sessions 1142 - 1170, 1172 - 1254) Thursday, January 28 (Sessions 1340 - 1419) Friday, January 29 (Sessions 1420 - 1466)

Spotlight and Hot Topic Sessions More than 50 sessions and workshops will focus on the spotlight theme for the 2019 Annual Meeting: Transportation for a Smart, Sustainable, and Equitable Future . In addition, more than 170 sessions and workshops will look at one or more of the following hot topics identified by the TRB Executive Committee:

 Transformational Technologies: New technologies that have the potential to transform transportation as we know it.  Resilience and Sustainability: How transportation agencies operate and manage systems that are economically stable, equitable to all users, and operated safely and securely during daily and disruptive events.  Transportation and Public Health: Effects that transportation can have on public health by reducing transportation related casualties, providing easy access to healthcare services, mitigating environmental impacts, and reducing the transmission of communicable diseases. To find sessions on these topics, look for the Spotlight icon and the Hot Topic icon i n the “Sessions, Events, and Meetings” section beginning on page 37.

Poster Sessions Convention Center, Lower Level, Hall A (new location this year) Poster Sessions provide an opportunity to interact with authors in a more personal setting than the conventional lecture. The papers presented in these sessions meet the same review criteria as lectern session presentations. For a complete list of poster sessions, see the “Sessions, Events, and Meetings” section, beginning on page 37. The full description for each poster session—including the titles and locations of individual posters—is available via the mobile app (see page 11). A floor plan of the posters appears on page 20. Continuing Education Credits Professional Development Hours (PDHs) may be claimed for attending the TRB Annual Meeting. Each hour of participation earns one PDH. Attendees must maintain their own record of attendance and can do so using the form on page 34. At the request of a licensing or certifying agency, TRB will confirm an individual’s meeting registration; however, TRB is not able to confirm attendance at specific sessions. Please note that, at this time, neither TRB nor the 2019 Annual Meeting is certified with the state licensing boards of Florida and New York.

Certification Maintenance (CM) credits—approved by the American Planning Association (APA) for retaining American Institute of Certified Planners (AICP) certification —are offered for some sessions at the 2019 TRB Annual Meeting. Persons seeking AICP CM credits must rec ord their credits directly with APA. In the Annual Meeting mobile app, tap the “Program” icon on the home screen and then tap “CM Sessions” for a list of sessions approved for CM credits. Also, on the Annual Meeting Interactive Program, you can click the “ Features” drop-down menu in the left column, then check only the box for “AICP Certification” to filter just for sessions with approved CM credits. Monday, January 25 (Sessions 1050 - 1061, 1063 - 1141)

1050 CM (1.50)

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 1 1050 - Impacts of COVID-19 on Decarbonization of Transportation Christos Xenophontos, Rhode Island Department of Transportation, presiding Karl Simon, U.S. Environmental Protection Agency (EPA), presiding Rebecca Dodder, U.S. Environmental Protection Agency (EPA), presiding Sponsored By International Coordinating Council, Standing Committee on Extreme Weather and Climate Change Adaptation, Standing Committee on Air Quality and Greenhouse Gas Mitigation, Standing Committee on Economic Development and Land Use

As various countries imposed unprecedent lockdowns in their efforts to combat COVID -19, and travel plummeted worldwide, an unintended consequence emerged in the form of significant declines in transport related emissions. This session will explore the dynamic changes to people’s travel behavior , the impact of these changes to transport decarbonization, and whether these changes are here to stay post COVID-19 as countries and economies are re-openi ng.Will public transit and shared mobility rebound, or will we see an increase in single occupancy vehicle trips generated and an increase in carbon emissions? How do we apply the lessons learned from this unintended consequence into the future decarbonization of transport?

Moderated Q&A Panel (P21-20797) Rebecca Dodder/U.S. Environmental Protection Agency (EPA), Karl Simon/U.S. Environmental Protection Agency (EPA ) The Impact of Automated & Shared Mobility to Decarbonization and Environmental Sustainability (P21-21038) Evangelos Bekiaris/CERTH-HIT COVID-19 Impacts on LA Metro Decrabonization Efforts (P21-21184) E. Cris Liban/Los Angeles County (CA) Metropolitan Transportation Authority Shopping Trips and Home Deliveries: Potential of Decarbonizing Freight Transportation (P21-21294) Xiaokun Wang/Rensselaer Polytechnic Institute (RPI) Reshaping Urban Mobility in the Wake of Covid-19: An ITF Perspective (P21-21295) Jagoda Egeland/International Transport Forum The Post Pandemic Future for Electric Vehicles (P21-21296) Matthew Daus/Windels Marx

1051

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 8 1051 - Licensing Higher-Risk Drivers: Implications for Testing and Policy Melissa Miles, State Farm Insurance Companies, presiding Rebecca Weast, Insurance Institute for Highway Safety, presiding Sponsored By Standing Committee on Vehicle User Education, Training, and Licensing

Do we still need the driving test? (P21-20715) Neale Kinnear/TRL, Wokingham UK Potential benefits of case management for recidivist traffic offenders in Australia (P21-20716) Teresa Senserrick/Queensland University of Technology Licensing and testing the older and experienced driver (P21-20717) Caitlin Pope/University of Kentucky Unintended consequences of driver licensing policies on health and well being (P21-20718) nina joyce/Brown University Driver licensing in Great Britain: Current challenges and future opportunities (P21-21466) Elizabeth Box/RAC Foundation

2 1052

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 6 1052 - Regional Integration of Emergency Response into Connected Infrastructure Systems and Automation Virginia Lingham, WSP, presiding Eileen Singleton, Baltimore Metropolitan Council (BMC), presiding Sponsored By Standing Committee on Regional Transportation Systems Management and Operations , Joint Subcommittee on Emergency Response (with AMR20, ACS10, and ACP10)

This session will create a unique opportunity to share research and best practices that support regional integration between automated vehicle (AV) technologies, infrastructure owner/operators, and the emergency response community . The session will also highlight research needs that support the vision of inter-jurisdictional coordination that advances transportation systems management and operations (TSMO) strategies while leveraging AV technologies.

Current Best Practices and Policy (P21-21144)

Overview / State of the Practice / Ongoing USDOT Research Policy Focused (P21-21145) Anita Kim/OST-R/Volpe Center Industry Trends and Activities (P21-21146) Amy Chu/SAE Industry Technologies Consortia First Responder Activities and Needs (P21-21147) Dia Gainor/National Association of State EMS Officials Research Perspectives - Industry, DOT, Academic (P21-21148)

Pilot Deployments and Other Engagement with First Responders (P21-21149) Mike Mollenhauer/Virginia Polytechnic Institute and State University (Virginia Tech) Advancing TSM&O to Connected Vehicles for First Responder Safety (P21-21150) Raj Ponnaluri/Florida Department of Transportation Scaling Up Application Development and Testing (P21-21151) Taylor Lochrane/Federal Highway Administration (FHWA) Moderated Discussion Tying Topic to Regional TSMO Research Needs (P21-21152)

Wrap Up and Transition to Live Q&A (P21-21153)

1053

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 4 1053 - Traffic Counting and Volume Estimation During Extraordinary Conditions Jonathan Regehr, University of Manitoba, presiding Sponsored By Standing Committee on Highway Traffic Monitoring

COVID-19 has changed much about the way we travel; it has impacted how much we travel, when we travel, the mode with which we travel and even the purpose of our travel. Engineers and planners still need traffic volumes to conduct studies, complete traffic analyses and project future needs. This session will focus on methods, processes and alternative data sources that facilitate quality count data during COVID impacted times and beyond. We will hear from public agencies who have developed new processes to best use available data, learn about best practice recommendations from the industry and will gain insights regarding the added challenges COVID travel patterns bring to alternative volume data sources and how they strive to resolve them.

Challenges at the State Level – Results from a Recent Survey of State DOT and MPO Traffic Managers (P21-200 32) Anita Vandervalk-Ostrander/Iteris Problems and Possibilities Facing Count Programs During a Pandemic: One DOT’s Perspective (P21-20033) Mena Lockwood/Virginia Department of Transportation Impacts and Adaptations to DOT Count Programs of COVID-19 (P21-20034) Michael Pack/University of Maryland, College Park The Promise and Pitfalls of Alternative Data Sources (P21-20035) Ioannis Tsapakis/Texas A&M Transportation Institute, Shawn Turner/Texas A&M Transportation Institute

(continued) 3 A Summary of the Issues and Opportunities for Traffic Count Programs during COVID-19 (P21-20036) Mark Hallenbeck/University of Washington

1054

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 10 1054 - Invited Discussions of Transportation Network Modeling Michael Hyland, University of California, Irvine, presiding Sponsored By Standing Committee on Transportation Network Modeling

Optimality Conditions of the Single Bottleneck Model in the Morning Commute with Homogeneous Ridesharing Travelers and Time-varying Ridesharing Occupancy Ratio (P21-20885) Rui Ma/University of Alabama, Huntsville Mean Field Games Framework to Departure Time Choice Equilibrium in Urban Traffic Networks (P21-20886) Mostafa Ameli/University Gustave Eiffel Exploration of max-to-min shifts in generic methods for departure time choice models (P21-20887) Hillel Bar-Gera/Ben Gurion University of the Negev Capacitated Location-Allocation-Routing Problem with Time Window for On-demand Urban Air Mobility (P21-20 888) Hani Mahmassani/Northwestern University Incentive-based Decentralized Routing for Connected and Autonomous Vehicles (P21-20889) Srinivas Peeta/Georgia Institute of Technology (Georgia Tech) Assessing the Effects of Limited Curbside Pickup Capacity in Meal Delivery Operations for Increased Safety during a Pandemic (P21-20891) Elise Miller-Hooks/George Mason University Modeling and Managing Ride-hailing Curbside Pick-ups and Drop-offs with a Novel Bi-Modal User Equilibrium Model (P21-20893) Sean Qian/Carnegie Mellon University Post-Disaster Recovering Sequencing Strategy for Road Networks (P21-20890) Can Gokalp/University of Texas, Austin

1055

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 13 1055 - What Owners Really Want - 3R’s (Reliable, Resilient & Responsible Infrastructure) for the Next 100 Years Wael Zatar, Marshall University, presiding Richard Dunne, GPI, presiding Sponsored By Standing Committee on Innovative Highway Structures and Appurtenances

Fiber reinforced polymers (FRP) were first deployed in structural retrofitting. Initially, it was viewed as a material that could substitute for steel in special applications and in aggressive environments. Subsequent research and development led to design guides making new applications possible. FRPcomposites in new and existing transportation infrastructure has been successfully installed andproven to be a cost effective material option , but also remains an important topic of research. This session covers the following:The FRP Education Challenge is HerePerspective and Discussion on FRP Solutions for the Next 100 YearsPerspective and Discussion on FRP Lessons Learned and Future Needs Owners, Practitioner and Contractor’s Perspective

Forecasting the FRP Future for FDOT Highway Bridges & Structures (P21-20615) Steven Nolan/Florida Department of Transportation CFRP Prestress Concrete Beams: MDOT's Pursuit of the 100-Year Service Life Bridge (P21-20616) Matthew Chynoweth/Michigan Department of Transportation, Nabil Grace/Lawrence Technological University FRP Composites in Maine (P21-20617) Wayne Frankhauser/Maine Department of Transportation Towards Zero Maintenance Solutions: FRP in the Spectrum of Corrosion Resistant Materials for 100 year Bridge Service Life (P21-20618) Andrew Zickler/Virginia Department of Transportation

4 1056

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 12 1056 - Where Concrete Performance-Engineered Mixtures (PEM) Meet the Road - States' Experience Jagan Gudimettla, ATI Inc., presiding Sponsored By Standing Committee on Concrete Pavement Construction and Rehabilitation, Standing Committee on Design and Rehabilitation of Concrete Pavements

PEM in Michigan (P21-21061) Ethan Bahmer/Michigan Department of Transportation PEM in Minnesota (P21-21062) Maria Masten/Minnesota Department of Transportation PEM in Wisconsin (P21-21063) Kevin McMullen/Wisconsin Concrete Pavement Association

1057

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 2 1057 - Drone Delivery May be Useful, But Annoying: What Can be Done to Mitigate Noise Impacts to Ensure the Success of Drone Use? Erica Wygonik, RSG, presiding Sponsored By Standing Committee on Urban Freight Transportation

Drones have shown significant potential to facilitate delivery of critical and discretionary items, especially during the pandemic. Three concerns have been identified with their use: safety, privacy, and noise. While quite a bit of attention and planning has focused on the potential safety and privacy impacts of drones, their noise impacts have not been well discussed or planned for. This session will outline the potential usefulness of unmanned aerial vehicles (drones) for delivery of goods, and highlight their potential noise impacts. Panelists will describe methods for understanding their noise impacts as well as the potential policies that could be leveraged to mitigate any noise impacts to ensure successful implementation.

The Acoustic Charactristics of UAVs (P21-21074) Andrew Christian/NASA Langley Research Center Using Noise Mapping to Plan for and Mitigate the Acoustic Impacts from Drones (P21-21075) Kenneth Kaliski/RSG, Eddie Duncan/RSG, Isaac Old/RSG, Erica Wygonik/RSG The Noise about Small UAS Delivery Operations: Legal and Policy Implications Pertaining to an Emerging Industry (P21-21077) Daniel Friedenzohn/Embry Riddle Aeronautical University Drone Delivery Impacts and Constraints (P21-21445) Daniel Smith/Tioga Group

1058

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 3 1058 - Decarbonization Challenges and Opportunities in Marine Transportation Eleftherios Sdoukopoulos, University of Piraeus, presiding Sponsored By Standing Committee on Marine Environment, Standing Committee on Air Quality and Greenhouse Gas Mitigation, Standing Committee on Transportation Energy, Standing Committee on Alternative Fuels and Technologies

Decarbonizing in marine transportation will produce economic, behavior, and technology signals with broader impacts to our shared environment and communities, both direct and indirect. More broadly, transportation decarbonization will involve cross-sectoral change that may mitigate environmental impacts and social consequences related to climate change. This session recognizes the necessity of research efforts to decarbonize shipping , and will consider ship GHG reduction within a holistic portfolio of necessary choices for environmental conservation and stewardship.

The Fourth IMO Greenhouse Gas Study 2020: Overview and Implications for Decarbonizing Maritime (P21-2018 7) Bryan Comer/The International Council on Clean Transportation

(continued) 5 Marine Application of Fuel Cells: Innovation for Decarbonization (P21-20188) Pete Devlin/U.S. Department of Energy (DOE) Realities Affecting Decarbonization in the Maritime Industry and Need for Progressive R&D (P21-20189) Michael Carter/Maritime Administration (MARAD) Decarbonization within Broader Goals for Marine Transportation Stewardship (P21-20190) James Corbett/University of Delaware

1059

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1059 - Regional Transportation Systems Management and Operations 2021 Sponsored By Standing Committee on Regional Transportation Systems Management and Operations

Analyzing Impacts of Major Events: A Case Study of the Los Angeles Memorial Coliseum (TRBAM-21-00313) Genevieve Giuliano/University of Southern California, Yougeng Lu/University of Southern California A Regional Perspective on Safety Performance Function Development and Implementation: National Survey of Current Regional Practices and Evaluation of Crash Predictions for Rural Florida Intersections (TRBAM-21-000 78) John McCombs/University of Central Florida, Haitham Al-Deek/University of Central Florida, Adrian Sandt/University of Central Florida, Ghalia Gamaleldin/University of Central Florida, Alan El-Urfali/University of Central Florida A Regional Perspective of Safety Performance Functions and Their Application to Florida Intersections in Suburban Residential and Urban General Context Classification Categories (TRBAM-21-00113) Ghalia Gamaleldin/University of Central Florida, Haitham Al-Deek/University of Central Florida, Adrian Sandt/University of Central Florida, John McCombs/University of Central Florida, Alan El-Urfali/University of Central Florida Integrated Approach for Optimizing Traffic Management Plans during Freeway Incidents (TRBAM-21-01575) Rajib Saha/Florida International University, Mohammed Hadi/Florida International University, Thodsapon Hunsanon/Flor ida International University, Mosammat Tahnin Tariq/Florida International University Transportation System Management and Operations- Effective Practices to Advance Program Planning in the U .S. (TRBAM-21-01726) Prerna Singh/Georgia Institute of Technology (Georgia Tech), Adjo Amekudzi-Kennedy/Georgia Institute of Technology ( Georgia Tech), Russell Clark/Georgia Institute of Technology (Georgia Tech) Effects of COVID-19 Related Economic Shutdown on Driving in Metro Vancouver, British Columbia, Canada (T RBAM-21-01963) Martin Brosnan/TransLink, Teresa O'Reilly/TransLink

1060

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1060 - Managed Lanes 2021 Sponsored By Standing Committee on Managed Lanes

Travel Patterns of Frequent and Non-Frequent Users on I-66 High-Occupancy Toll Lanes and Implications for the Value of Time Estimation (TRBAM-21-02517) Mecit Cetin/George Mason University, Shanjiang Zhu/George Mason University, Hong Yang/George Mason University, Olcay Sahin/George Mason University Permitting Trucks in Transit-Only Lanes: Evaluation of a Pilot Test in Seattle (TRBAM-21-00082) Seyma Gunes/University of Washington, Anne Goodchild/University of Washington, Chelsea Greene/University of Washington, Venu Nemani/University of Washington Bi-level Optimization Algorithm for Dynamic Reversible Lane Control based on Short-term Traffic Flow Prediction (TRBAM-21-03352) Chenxi Liu/University of Washington, Hao Yang/University of Washington, Hsiu-Yuan Chen/University of Washington, Yinhai Wang/University of Washington A Framework Considering Deep Uncertainty of CAV Impacts on Managed Lanes Using a New Dynamic Traffic Assignment Model (TRBAM-21-01438) Jack Klodzinski/AECOM, Barbara Davis/AECOM, Lihe Wang/AECOM, Genoveva Fruet/AECOM, Cesar Segovia/AECO M Dynamic Pricing for High Occupancy Toll Lanes along a Freeway Corridor based on Bathtub Model (TRBAM-21 -02776) Irene Martinez Josemaria/University of California, Irvine, Wenlong Jin/University of California, Irvine

(continued) 6 Departure time choice and tolls for a high-occupancy toll lane system with heterogeneity in arrival time (TRBA M-21-00108) Xuting Wang/Pennsylvania State University, Vikash Gayah/Pennsylvania State University Dedicated Lane Design for Connected and Automated Vehicles on Freeways (TRBAM-21-03307) Xiangdong Chen/Tsinghua University, Chen Yang/Tsinghua University, Meng Li/Tsinghua University, Azusa Toriumi/Tsin ghua University, Xi Lin/Tsinghua University Influence of Lane Policies on Four-lane Freeway with Mixed Traffic of Manual and Connected and Autonomous Vehicles (TRBAM-21-03956) Yitong Chen/Southeast University, Xuedong Hua/Southeast University, Huasong Zhang/Southeast University, Dan Yang /Southeast University, Wenqiang Zhang/Southeast University Investigating the Impact of Tolling System on I-66 Inside the Capital Beltway (TRBAM-21-02583) Sara Zahedian/University of Maryland, College Park, Amir Nohekhan/University of Maryland, College Park, Kaveh Sadabadi/University of Maryland, College Park Calculation method on the capacity of left-turn traffic at intersections in setting reverse variable lane (TRBAM-2 1-02086) Fei Lin/Shandong University of Technology, Feng Sun/Shandong University of Technology, Rongji Zhang/Shandong University of Technology, Xiaolong Ma/Shandong University of Technology, Fulu Wei/Shandong University of Technology, Chenchen Li/Shandong University of Technology Surrogate-based Optimization for Two-region Coordinated Congestion Toll Design (TRBAM-21-03436) yifan chen/Monash University, Hai Vu/Monash University, NAN ZHENG/Monash University, Ziyuan Gu/Monash University, Nam Hoang/Monash University Analysis of Complex Weaves in Managed Lanes (TRBAM-21-01950) Bikram Wadhawan/Hanson Professional Services, Amy Causseaux/Hanson Professional Services, Maria Overton/Han son Professional Services, Kavita Parikh/Hanson Professional Services

1061

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1061 - Traffic Flow Theory and Characteristics, Part 1: Emerging Trends in Traffic Flow Theory: Connected and Automated Vehicles and Data-driven Methods (Part 2, Session 1101; Part 3, Session 1352) Sponsored By Standing Committee on Traffic Flow Theory and Characteristics

OpenACC. An Open Database of Car-Following Experiments to Study the Properties of Commercial ACC Systems. (TRBAM-21-00360) Michail Makridis/European Commission Joint Research Centre, Kostantinos Mattas/European Commission Joint Research Centre, Aikaterini Anesiadou/European Commission Joint Research Centre, Biagio Ciuffo/European Commission Joint Research Centre A Compartmental Model for Traffic Smoothing via Optimal Control of Autonomous Vehicles (TRBAM-21-00495) Shi'an Wang/University of Minnesota, Raphael Stern/University of Minnesota, Michael Levin/University of Minnesota Stability analysis of heterogeneous traffic flow considering degradations of connected automated vehicles and reaction time (TRBAM-21-00682) Zhihong Yao/Southwest Jiaotong University, Taorang Xu/Southwest Jiaotong University, Rong Hu/Southwest Jiaotong University, Yangsheng Jiang/Southwest Jiaotong University Cooperative Control of Autonomous Vehicles at Smart Intersections (TRBAM-21-00710) Mahyar Amirgholy/Kennesaw State University, Mehdi Nourninejad/Kennesaw State University, H. Gao/Kennesaw State University Addressing Challenges of Modeling Mixed Traffic Through Machine Learning Supported with Vehicular Trajectory Data (TRBAM-21-00771) Narayana Raju/Sardar Vallabhbhai National Institute of Technology, Shriniwas Arkatkar/Sardar Vallabhbhai National Institute of Technology, Said Easa/Sardar Vallabhbhai National Institute of Technology, Gaurang Joshi/Sardar Vallabhbhai National Institute of Technology Car-Following Model Using Gaussian Process Regression for Machine Learning: Hybrid Model/Data Approach, Validated with Traffic Radar Detection (TRBAM-21-00809) Ignasi Echaniz Soldevila/INCONTROL Simulation Solutions, Victor Knoop/INCONTROL Simulation Solutions, Serge Hoogendoorn/INCONTROL Simulation Solutions Modeling Macroscopic Traffic Flow Using a New Physics Regularized Machine Learning Approach (TRBAM-21- 00836) Yun Yuan/University of Utah, Zhao Zhang/University of Utah, Xianfeng Yang/University of Utah

(continued) 7 Traffic State Estimation with Physics Regularized Gaussian Process: Discretized Formulation (TRBAM-21-0084 0) Yun Yuan/University of Utah, Zhao Zhang/University of Utah, Xianfeng Yang/University of Utah Cooperative Driving in Mixed-flow Traffic of Connected Vehicles and Human-driven Vehicles: A State Estimation Approach (TRBAM-21-01715) Anye Zhou/Georgia Institute of Technology (Georgia Tech), Srinivas Peeta/Georgia Institute of Technology (Georgia Tech) A Multiple-Factors Aware Car-following Model for Connected and Autonomous Vehicles (TRBAM-21-01905) Huaqing Ma/South China University of Technology, Yucong Hu/South China University of Technology, Hao Wu/South China University of Technology, Zhiwei Chen/South China University of Technology, Jialing Luo/South China University of Technology Categorizing Car Following Behaviors: A Wavelet Based Time Series Clustering Approach (TRBAM-21-01921) Yuan Zheng/Peking University, Bin Ran/Peking University, Yangxin Lin/Peking University Output feedback controller synthesis for a mixed traffic flow system (TRBAM-21-02474) Shima Sadat Mousavi/ETH Zurich, Somayeh Bahrami/ETH Zurich, Anastasios Kouvelas/ETH Zurich Trajectory Optimization for Autonomous Modular Vehicle Split Operations (TRBAM-21-02482) Qianwen Li/University of South Florida, Xiaopeng Li/University of South Florida A Network Traffic Model for the Control of Autonomous Vehicles Acting as Moving Bottlenecks (TRBAM-21-032 06) Zhexian Li/University of Minnesota, Twin Cities, Michael Levin/University of Minnesota, Twin Cities, Xu Qu/University of Minnesota, Twin Cities, Raphael Stern/University of Minnesota, Twin Cities Prediction Lane-Change-based-Car-Following (LCCF) Intention of Automated Vehicles Using Naturalistic Driving Data on Freeways (TRBAM-21-03445) Li Zhao/University of Nebraska, Lincoln, MM Shakiul Haque/University of Nebraska, Lincoln, Laurence Rilett/University of Nebraska, Lincoln Continual Learning of Microscopic Traffic Models using Neural Networks (TRBAM-21-03666) Yashar Farid/Toyota InfoTech Labs, Abdul Rahman Kreidieh/Toyota InfoTech Labs, Farnoush Khalighi/Toyota InfoTech Labs, Hans Lobel/Toyota InfoTech Labs, Alexandre Bayen/Toyota InfoTech Labs A NOVEL CLUSTERING APPROACH TO IDENTIFY VEHICLES EQUIPPED WITH ADAPTIVE CRUISE CONTROL IN A VEHICLE TRAJECTORY DATA (TRBAM-21-04169) Mohammadreza Khajeh Hosseini/University of Illinois, Urbana-Champaign, Alireza Talebpour/University of Illinois, Urbana-Champaign A NOVEL DISTRIBUTED CONTROL FOR COORDINATED LANE-CHANGING (TRBAM-21-04315) Gihyeob An/University of Illinois, Urbana-Champaign, Alireza Talebpour/University of Illinois, Urbana-Champaign Automated Car-following Control Algorithm for Multiple Objectives on Freeways (TRBAM-21-04344) Ping Sun/Tongji University, Han Chen/Tongji University, Xuesong Wang/Tongji University

1063

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1063 - Visualization in Transportation Paper Sessions Kevin Gilson, WSP, presiding Sponsored By Standing Committee on Visualization in Transportation

This poster session includes five papers covering subjects in visualization for support of transportation design, planning and construction. There are three posters demonstrating solutions using Building Information Modeling (BIM) including modeling of historic sites, airport asset management, and design of steel bridge structures. Two posters demonstrate applications of virtual reality (VR) technologies applications to traffic analysis and design of urban streets

Heritage-BIM approach for Historical Urban Pavements: the case study of Via Duomo in Naples (TRBAM-21-008 17) Salvatore Antonio Biancardo/Universita degli Studi di Napoli Federico II, Cristina Oreto/Universita degli Studi di Napoli Federico II, Nunzio Viscione/Universita degli Studi di Napoli Federico II, Francesca Russo/Universita degli Studi di Napoli Federico II, Gigliola Ausiello/Universita degli Studi di Napoli Federico II, Gianluca Dell'Acqua/Universita degli Studi di Napoli Federico II Architecting a BIM-enabled Digital Platform for Airport Asset Management (TRBAM-21-02389) Basak Keskin/Syracuse University, Baris Salman/Syracuse University, Ozan Koseoglu/Syracuse University

(continued) 8 BIM for Bridges and Structures Case Study: Outcomes and Lessons Learned from the Steel Bridge Industry (T RBAM-21-03380) Aaron Costin/University of Florida, Hanjin Hu/University of Florida, Ronnie Medlock/University of Florida Explore the Applicability of Shared Streets with Virtual Reality Technology: A Case Study of Suzhou, China (TR BAM-21-01140) Lurong Xu/Southeast University, Taeho Oh/Southeast University, Inhi Kim/Southeast University, Xiaojian Hu/Southeast University Development of a Virtual-Reality Based Immersive and Integrated Traffic Simulation Platform for Studying Traffic Work Zone Safety Problems (TRBAM-21-03142) Suzana Duran Bernardes/New York University, Zhengbo Zou/New York University, Fan Zuo/New York University, Semiha Ergan/New York University, Junaid Khan/New York University, Kaan Ozbay/New York University

1064

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1064 - Construction Aspects of Balanced Asphalt Mix Design Sponsored By Standing Committee on Quality Assurance Management

Performance Testing for Cracking of Asphalt Pavements and the Application in Quality Control and Quality Assurance (TRBAM-21-04271) Poura Arabali/Texas A&M University, College Station, Haydar Al-Khayat/Texas A&M University, College Station, David Newcomb/Texas A&M University, College Station, Fujie Zhou/Texas A&M University, College Station, David Van Deusen/Texas A&M University, College Station Asphalt Mixture Quality Assurance Volumetric Properties and Laboratory Performance Related Tests: A Comparative Analysis (TRBAM-21-03584) Dario Batioja-Alvarez/Indiana Department of Transportation, Reyhaneh Rahbar Rastegar/Indiana Department of Transportation, Jusang Lee/Indiana Department of Transportation, John Haddock/Indiana Department of Transportation Adoption of Non-Destructive Testing in Mix Design and Quality Assurance of Hot Mix Asphalts (TRBAM-21-024 64) Anjuman Ara Akhter/University of Maryland, Dimitrios Goulias/University of Maryland

1065

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session Moisture Measurement, Modeling and Pavement Drainage John Siekmeier, Minnesota Department of Transportation, presiding Sponsored By Standing Committee on Mechanics and Drainage of Saturated and Unsaturated Geomaterials

Data Driven Soil Moisture Prediction Model Using Artificial Neural Network (ANN) (TRBAM-21-00688) Masoud Nobahar/Jackson State University, Mohammad Sadik Khan/Jackson State University Progressive Development of the Perched Water Zone in Highway Slopes Made of Highly Plastic Clay (TRBAM-2 1-03012) Masoud Nobahar/Jackson State University, Mohammad Sadik Khan/Jackson State University, Mike Stroud/Jackson State University, Farshad Amini/Jackson State University, John Ivoke/Jackson State University Stabilization of the Highway Slope Constructed on Expansive Soil Using Recycled Plastic Pins (RPPs) (TRBAM -21-03925) Mohammad Sadik Khan/Jackson State University, MD Sahadat Hossain/Jackson State University, Masoud Nobahar/Ja ckson State University Unsaturated Hydraulic Conductivity Variation of Expansive Yazoo Clay with Wet-Dry Cycles (TRBAM-21-03815) John Ivoke/Jackson State University, Mohammad Sadik Khan/Jackson State University, Masoud Nobahar/Jackson State University

9 1066

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1066 - Polymer Concrete and Adhesives Michael Sprinkel, Virginia Department of Transportation, presiding Sponsored By Standing Committee on Polymer Concretes, Adhesives, and Sealers

The session includes presentations on epoxy overlays, a polyurethane mixture and adhesively bonded signs. The session is sponsored by the committee on Polymer Concrete, Adhesives and Sealers.

Performance evaluation of adhesively bonded dynamic message signs for advanced transportation system (TR BAM-21-00349) Ibin Amatya/South Dakota State University, Junwon Seo/South Dakota State University Mechanical Performance of Monocomponent Polyurethane Porous Elastic Mixture (TRBAM-21-01381) Meng Zhang/Research Institute of Highway Ministry of Transport, Ke Zhong/Research Institute of Highway Ministry of Transport, Mingzhi Sun/Research Institute of Highway Ministry of Transport, Dingding Han/Research Institute of Highway Ministry of Transport Performance of Two Thin Epoxy Overlays on New Concrete Under Laboratory and Outdoor Exposure Conditions (TRBAM-21-03906) Abul Mazumder/Western Michigan University, Upul Attanayake/Western Michigan University, Neal Berke/Western Michigan University Impact of Concrete Mix Ingredients and Surface Treatments on Epoxy Overlay Performance (TRBAM-21-04021) Abul Mazumder/Western Michigan University, Harsha Amunugama/Western Michigan University, Upul Attanayake/Wes tern Michigan University

1067

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1067 - Pavement Condition Evaluation Jonathan Groeger, Wood Environment & Infrastructure Solutions, Inc., presiding Sponsored By Standing Committee on Pavement Condition Evaluation, Standing Committee on Geospatial Data Acquisition Technologies

This session will highlight the state-of-the art in pavement condition evaluation. It will feature presentations on new ways to analyze distress data, new twists on existing data collection technology, and new technologies to process the data.

Novel Approach for Evaluation of Pavements Affected by Pavement Tenting (Crack-Heaving): Integrated, Multi- Sensor Non-Destructive Testing System (TRBAM-21-00138) Eyoab Zegeye Teshale/Minnesota Department of Transportation, Thomas Calhoon/Minnesota Department of Transportation, Eddie Johnson/Minnesota Department of Transportation, Shongtao Dai/Minnesota Department of Transportation Detection of Concealed Cracks from GPR Images Based on YOLO Series (TRBAM-21-01019) Shuwei Li/Southeast University, Xingyu Gu/Southeast University, Xiangrong Xu/Southeast University, Dawei Xu/Southe ast University, Tianjie Zhang/Southeast University, Qiao Dong/Southeast University, Zhen Liu/Southeast University Automatic Pixel-level Pavement Crack Detection based on Stereovision Technology and Deep Learning (TRBA M-21-01258) Jinchao Guan/Chang'an University, Xu Yang/Chang'an University, Ling Ding/Chang'an University, Jingwei Liu/Chang'an University, Xiaoyun Cheng/Chang'an University Bicycle Level of Service: Proposed Updated Pavement Quality Index (TRBAM-21-01847) Jiayun Huang/University of California, Berkeley, Nicholas Fournier/University of California, Berkeley, Alexander Skabardonis/University of California, Berkeley A Novel Adaptive Pixels Segmentation Algorithm for Pavement Crack Detection (TRBAM-21-02055) Nima Safaei/University of Iowa, Omar Smadi/University of Iowa, Babak Safaei/University of Iowa, Arezoo Masoud/Unive rsity of Iowa Spatial Roadway Condition-Assessment Mapping Utilizing Smartphones and Machine Learning Algorithms (TR BAM-21-02416) Charalambos Kyriakou/University of Cyprus, Symeon Christodoulou/University of Cyprus, Loukas Dimitriou/University of Cyprus

(continued) 10 Jointed Plain Concrete (JPC) Pavement Variability and Method to Complement JPC Design with 3D Pavement Data (TRBAM-21-02875) Georgene Geary/GGfGA Engineering, Yichang Tsai/GGfGA Engineering Live Road Condition Assessment With Internal Vehicle Sensors (TRBAM-21-03128) Eyal Levenberg/DTU Byg, Asmus Skar/DTU Byg, Shahrzad Pour/DTU Byg, Ekkart Kindler/DTU Byg, Matteo Pettinari/D TU Byg, Milena Bajic/DTU Byg, Tommy Alstrøm/DTU Byg, Uwe Schlotz/DTU Byg Pavement Distress and Debris Detection using a Mobile Mapping System with 2D Profiler LiDAR (TRBAM-21-03 252) Radhika Ravi/Purdue University, Darcy Bullock/Purdue University, Ayman Habib/Purdue University Automated Detection and Classification of Pavement Distresses Using 3D Pavement Surface Images and Deep Learning (TRBAM-21-03383) Rohit Ghosh/Iowa State University, Omar Smadi/Iowa State University Automated Asphalt Pavement Raveling Detection and Classification Using Convolutional Neural Network and Macrotexture Analysis (TRBAM-21-03626) Yung-An Hsieh/Georgia Institute of Technology (Georgia Tech), Yichang Tsai/Georgia Institute of Technology (Georgia Tech) Quantify Raveling Using 3D Technology with Loss of Aggregates as A New Performance Indicator (TRBAM-21-0 3629) Pingzhou Yu/Georgia Institute of Technology (Georgia Tech), Yichang Tsai/Georgia Institute of Technology (Georgia Tech) Non-Destructive Detection of Asphalt Concrete Stripping Damage Using Ground Penetrating Radar (TRBAM-21 -03818) Ye Ma/Louisiana State University, Mostafa Elseifi/Louisiana State University, Nirmal Dhakal/Louisiana State University, Mohammad Bashar/Louisiana State University, Zhongjie Zhang/Louisiana State University Use of The Pavement Surface Condition Metric to Quantify Distresses from Digital Images (TRBAM-21-03866) Danilo Balzarini/International Cybernetics Co., James Erskine/International Cybernetics Co., Michael Nieminen/Internati onal Cybernetics Co. Application of Machine Learning Based Technology in Pavement Condition Assessment and Prediction (TRBA M-21-03949) Jiawei Gao/Northern Arizona University, Chun-Hsing Ho/Northern Arizona University, Igor Wiese/Northern Arizona University, Dada Zhang/Northern Arizona University, Marco Gerosa/Northern Arizona University Application of Mobile Terrestrial LiDAR Scanning Systems for Identification of Potential Pavement Rutting Locations (TRBAM-21-03720) Afshin Famili/Clemson University, Wayne Sarasua/Clemson University, Alireza Shams/Clemson University, William Davis/Clemson University, Jennifer Ogle/Clemson University

1068

Monday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1068 - Automated/Autonomous Vehicles in Shared Mobility Jean Ruestman, Michigan Department of Transportation, presiding Sponsored By Standing Committee on Innovative Public Transportation Services and Technologies

This session covers various aspects of shared automated and autonomous vehicles including operations , performance , willingness-to-pay and operational policies.

Shared Autonomous Vehicle Fleet Performance: Impacts of Parking Limitations and Trip Densities (TRBAM-21- 00599) Haonan Yan/University of Texas, Austin, Kara M. Kockelman/University of Texas, Austin, Krishna Murthy Gurumurthy/U niversity of Texas, Austin Shared Autonomous Vehicle Fleet Operations For First-Mile Last-Mile Transit Connections With Dynamic Ride- Sharing (TRBAM-21-01485) Yantao Huang/University of Texas, Austin, Kara M. Kockelman/University of Texas, Austin, Venu Garikapati/University of Texas, Austin System Level Policies For Pooled Autonomous Vehicles (TRBAM-21-02160) Yves Räth/Eidgenossische Technische Hochschule Zurich, Miloš Balać/Eidgenossische Technische Hochschule Zurich, Sebastian Hörl/Eidgenossische Technische Hochschule Zurich, Kay Axhausen/Eidgenossische Technische Hochschule Zurich

(continued) 11 Willingness-to-pay for Shared Automated Mobility Using an Adaptive Choice-Based Conjoint Analysis during the COVID-19 Period (TRBAM-21-03459) Amirreza Nickkar/Morgan State University, Young-Jae Lee/Morgan State University, Hyeon-Shic Shin/Morgan State University Impacts of Holding Area Policies on Shared Autonomous Vehicle Operations (TRBAM-21-03912) Richard Twumasi-Boakye/Ford Motor Company, Xiaolin Cai/Ford Motor Company, Chetan Joshi/Ford Motor Company, James Fishelson/Ford Motor Company, Andrea Broaddus/Ford Motor Company

Monday, 11:00 a.m. - 03:00 p.m., Virtual Sessions, Virtual Exhibit Hall Live Exhibit Hours Sponsored By Technical Activities Council

Visit the virtual exhibit hall, to view a wide range of exhibits, showcasing a variety of transportation-related products and services from commercial organizations and TRB sponsors. The exhibit hall will be "live" from 11:00 AM to 3:00 PM each day, on January 21–22 and January 25-29. During that time, visit the booths, to meet with exhibitors who can explain their products and services and answer your questions via live chat and one-on-one audio and video conferencing.In addition to the live hours, the exhibit booths will be available for viewing on a 24-hour basis from January 21 through February 19. So, regardless of your time zone, you can visit the exhibits—at a time that’s convention for you—to read and watch videos about new products and solutions, download information, leave your business card, or post a question.While in the Exhibit Hall, be sure to visit the TRB booths, where you can learn more about TRB’s activities, and find out how you can get involved in any of TRB’s 177 standing committees.

1069

Monday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1069 - Pedestrian Behaviors, Walking Characteristics, and Interactions with Technology and the Built Environment Kohinoor Kar, Arizona Department of Transportation, presiding Sponsored By Standing Committee on Pedestrians

Analysis of Vehicle-Pedestrian Interactive Behaviors near Unsignalized Crosswalk (TRBAM-21-00750) Byeongjoon Noh/Korea Advanced Institute of Science and Technology (KAIST), Dongho Ka/Korea Advanced Institute of Science and Technology (KAIST), David Lee/Korea Advanced Institute of Science and Technology (KAIST), Hwasoo Yeo/Korea Advanced Institute of Science and Technology (KAIST) Automated Computer Vision Analysis of Public Space Redesign to Improve Compliance to Physical Distancing amid the COVID-19 Pandemic (TRBAM-21-02670) Maged Gouda/University of Alberta, Jie Fan/University of Alberta, Shewkar Ibrahim/University of Alberta, Karim El-Basy ouny/University of Alberta Development of a semi manual approach for extraction of inter-pedestrian interactions at an overpass facility ( TRBAM-21-03897) Arunabha Banerjee/Indian Institute of Technology, Guwahati, Anuj Budhkar/Indian Institute of Technology, Guwahati, Akhilesh Maurya/Indian Institute of Technology, Guwahati Driver Yielding and Pedestrian Performance at Midblock Crossings on Three-lane Roadways with Rectangular Rapid Flashing Beacons (TRBAM-21-01774) Frank Appiah/Portland State University, Sirisha Kothuri/Portland State University, Christopher Monsere/Portland State University Exploring the Relationship between Human Walking Trajectories and Physical-Visual Environmental: An Application of Artificial Intelligence and Spatial Analysis (TRBAM-21-02542) MD MEHEDI HASAN/Western Michigan University, Jun-Seok Oh/Western Michigan University, Valerian Kwigizile/West ern Michigan University Identifying the Effective Factors in Gap Acceptance of Elementary Students at Urban Crosswalks (TRBAM-21-0 0879) Babak Mirbaha/Imam Khomeini International University, Nafise Fatemi Abhari/Imam Khomeini International University, AmirAbbas Rassafi/Imam Khomeini International University, Maziyar Layegh/Imam Khomeini International University

(continued) 12 Impact of Different Distractions on Pedestrian Road Crossing Behaviour at Signalized Intersection Crosswalks (TRBAM-21-01200) Rahul Raoniar/Indian Institute of Technology, Guwahati, Akhilesh Maurya/Indian Institute of Technology, Guwahati PEDESTRAIN EPIDEMIC COUPLING MODELING AND SIMULATION BASED ON SOCIAL FORCE MODEL (TRBA M-21-01318) Hong Deng/NanJing University of Science and Technology, Liu He/NanJing University of Science and Technology, Tangyi Guo/NanJing University of Science and Technology, Kun Tang/NanJing University of Science and Technology Pedestrian Jaywalking Speeds under Conflict and No-Conflict Conditions (TRBAM-21-04422) Khaled Shaaban/Utah Valley University, Deepty Muley/Utah Valley University, Abdulla Mohammed/Utah Valley University Pedestrians’ Perceptions of Autonomous Vehicle External Human-Machine Interfaces (TRBAM-21-00824) Nick Ferenchak/University of New Mexico, Sheheryar Shafique/University of New Mexico Reference-Free Video-to-Real Distance Approximation-Based Urban Social Distancing Analytics Amid COVID-1 9 Pandemic (TRBAM-21-02755) Fan Zuo/New York University, Jingqin Gao/New York University, Abdullah Kurkcu/New York University, Hong Yang/New York University, Kaan Ozbay/New York University, Qingyu Ma/New York University Study of Vulnerable Road-User Choices and Effect of V2P-based Alert on Crossing Behavior Through Analysis of Virtual Environment Crossing Events (TRBAM-21-02747) Laura Harris/University of Tennessee, Knoxville, Russell Graves/University of Tennessee, Knoxville, Ramin Arvin/Univer sity of Tennessee, Knoxville, Asad J. Khattak/University of Tennessee, Knoxville, Subhadeep Chakraborty/University of Tennessee, Knoxville Transit-Related Walking and the Built and Natural Environment: Cross-Sectional Mediation and Mediated Moderation Analyses (TRBAM-21-01347) Jie Gao/Chang'an University, Toshiyuki Yamamoto/Chang'an University, Marco Helbich/Chang'an University Understanding pedestrian characteristics and collective movement under different obstacles size and flows rates: An experimental study (TRBAM-21-01342) Abdullah Alhawsawi/University of Melbourne, Majid Sarvi/University of Melbourne, Abbas Rajabifard/University of Melbourne, Jianyu Wang/University of Melbourne Prediction of Pedestrians' Red-light Crossing Intentions Based on Pose Estimation (TRBAM-21-03041) Shile Zhang/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida, Yina Wu/University of Central Florida, Ou Zheng/University of Central Florida Hazard Based Duration Approach on Pedestrian Crossing Behavior at Signalized Intersection (TRBAM-21-0425 9) Indrajit Ghosh/Indian Institute of Technology, Roorkee, Abhinav Kumar/Indian Institute of Technology, Roorkee, APURWA DHOKE/Indian Institute of Technology, Roorkee Use of Mobile Devices by Children and Adolescents and the Effect on Crossing Behavior (TRBAM-21-00720) Juliane Stark/University of Natural Resources and Life Sciences, Katja Ruzsicska/University of Natural Resources and Life Sciences, Thomas Wiesmann/University of Natural Resources and Life Sciences

1070

Monday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1070 - Individual Presentations on Driver Safety for High Risk Drivers Sponsored By Standing Committee on Vehicle User Education, Training, and Licensing

Innovative research on the topic areas of higher risk drivers and the implications for safety, education, and training. This collection spans a broad range of research methods and international contexts. Highlights include impact of covid-19, novel technologies, risky behaviors, and novel research methods (e.g. computational methods, naturalistic driving, administrative data linkage).

Exploratory Analysis of Young Adults’ Trajectories Through the UK Driving Licence Acquisition Process (TRB AM-21-00042) Chenyang Wu/Southeast University, Scott Le Vine/Southeast University, Aruna Sivakumar/Southeast University Young Driver Survey (TRBAM-21-00239) Kathy Sifrit/National Highway Traffic Safety Administration (NHTSA), Christine Watson/National Highway Traffic Safety Administration (NHTSA), Rory Austin/National Highway Traffic Safety Administration (NHTSA)

(continued) 13 The Effect of COVID-19 on Young Drivers in North Carolina and Implications for Policy (TRBAM-21-00666) Natalie O'Brien/University of North Carolina, Arthur Goodwin/University of North Carolina, Yudan Wang/University of North Carolina, Kristel Robison/University of North Carolina, Bevan Kirley/University of North Carolina, Stephanie Harrell/University of North Carolina Vehicle Access of Novice Teen Drivers and The Risk for Crash/Near-Crash Events (TRBAM-21-00800) Pnina Gershon/Massachusetts Institute of Technology (MIT), Johnathon Ehsani/Massachusetts Institute of Technology ( MIT), Kellienne Sita/Massachusetts Institute of Technology (MIT), Chunming Zhu/Massachusetts Institute of Technology (MIT), Sheila Klauer/Massachusetts Institute of Technology (MIT), Tom Dingus/Massachusetts Institute of Technology ( MIT), Bruce Simons-Morton/Massachusetts Institute of Technology (MIT) Establishing the Scientific Foundation for Driving Among Autistic Adolescents and Young Adults (TRBAM-21-0 0859) Allison Curry/Children's Hospital of Philadelphia, Rachel Myers/Children's Hospital of Philadelphia, Meghan Carey/Child ren's Hospital of Philadelphia, Christina Labows/Children's Hospital of Philadelphia, Emma Sartin/Children's Hospital of Philadelphia, Kristina Metzger/Children's Hospital of Philadelphia, Catherine McDonald/Children's Hospital of Philadelphia, Cynthia Mollen/Children's Hospital of Philadelphia, Sheila Klauer/Children's Hospital of Philadelphia, Ben Yerys/Children's Hospital of Philadelphia Potential Benefits of Case Management for Recidivist Traffic Offenders (TRBAM-21-01082) Teresa Senserrick/Queensland University of Technology, Barry Watson/Queensland University of Technology Individual and Geographic Variation in Driver’s License Suspensions:Evidence of Disparities by Race, Ethnicity and Income (TRBAM-21-01394) nina joyce/Brown University, Andrew Zullo/Brown University, Melissa Pfeiffer/Brown University, Allison Curry/Brown University Time-to-Collision Estimations Among Drivers with Developmental Disabilities: Learning Effects and Cognitive Factors (TRBAM-21-01459) Austin Svancara/University of Alabama, Birmingham, Rajesh Kana/University of Alabama, Birmingham, Haley Bednarz/ University of Alabama, Birmingham, Gabriela Sherrod/University of Alabama, Birmingham, Kristina Visscher/University of Alabama, Birmingham, Benjamin McManus/University of Alabama, Birmingham, Despina Stavrinos/University of Alabama, Birmingham Attitudes and Beliefs that Influence Cell Phone Use among Young Drivers (TRBAM-21-01490) Jordan Blenner/U.S. Department of Transportation, Nandi Taylor/U.S. Department of Transportation Prediction of Drivers’ Willingness Not to Give Way to Ambulances: An Application of an Extended Theory of Planned Behavior (TRBAM-21-01866) Xiaoxiao Wang/Wuhan University of Technology Using Pulse Rate Variability to Investigate Differences in Autonomic Processing of Hazards in Novice and Experienced Young Drivers (TRBAM-21-02429) Theresa Chirles/Johns Hopkins University, Johnathon Ehsani/Johns Hopkins University, Renee Ge/Johns Hopkins University, Karen Seymour/Johns Hopkins University, Neale Kinnear/Johns Hopkins University The Formation and Evolution of Mental Models in Drivers’ with Driver Assistance Technologies (TRBAM-21-026 54) Laura Mangus/Toyota Motor North America, John Lenneman/Toyota Motor North America, James Jenness/Toyota Motor North America Optimization Method of Risk Driving Behavior Education and Training Based on Driver Type Classification: the Case of Mobile Phone Use While Driving (TRBAM-21-02679) Xiaohua Zhao/Beijing University of Technology, Yang Ding/Beijing University of Technology, Yiping Wu/Beijing University of Technology, Yuan Yan/Beijing University of Technology, Cheng Gong/Beijing University of Technology, Yang Shi/Beijing University of Technology Modelling the relationship between practical driving test faults and collision risk post-test (TRBAM-21-03039) Neale Kinnear/TRL, Wokingham UK, Sritika Chowdhury/TRL, Wokingham UK, Caroline Wallbank/TRL, Wokingham UK , Shaun Helman/TRL, Wokingham UK, Sachin Mohanani/TRL, Wokingham UK A Survey Study of Older Drivers in Illinois (TRBAM-21-03599) Roshan Pokhrel/Southern Illinois University, Edwardsville, Yan Qi/Southern Illinois University, Edwardsville Attribution Theory in Traffic Safety (TRBAM-21-03791) Samia Akter/South Carolina State University, Judith Mwakalonge/South Carolina State University, Gurcan Comert/Sout h Carolina State University, Saidi Siuhi/South Carolina State University, Md Mahmud Hasan Mamun/South Carolina State University A targeted internet-based intervention for novice driver offenders (TRBAM-21-04085) Ian Faulks/Centre for Accident Research & Road Safety – Queensland

14 1071

Monday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1071 - Freeway Operations 2021 Sponsored By Standing Committee on Freeway Operations

Collection, Analysis, and Reporting of Kentucky Traffic Incident Management Performance (TRBAM-21-00922) Xu Zhang/Kentucky Transportation Cabinet, Reginald Souleyrette/Kentucky Transportation Cabinet, Eric Green/Kentuck y Transportation Cabinet, Teng Wang/Kentucky Transportation Cabinet, Mei Chen/Kentucky Transportation Cabinet, Paul Ross/Kentucky Transportation Cabinet Is Third-Party Provided Travel Time Helpful to Estimate Freeway Performance Measures? (TRBAM-21-01137) Sakib Khan/Clemson University, Anthony Patire/Clemson University An Arterial-Friendly Local Ramp Metering Control Strategy (TRBAM-21-00036) Yao Cheng/University of Maryland, College Park, Gang-Len Chang/University of Maryland, College Park Energy and Mobility Impacts of a Feedback Variable Speed Advisory Algorithm on Traffic Streams of Connected Vehicles and Conventional Vehicles (TRBAM-21-00455) Hao Liu/University of California, Berkeley, Xiao-Yun Lu/University of California, Berkeley, Zhitong Huang/University of California, Berkeley, Steven Shladover/University of California, Berkeley, Soomin Woo/University of California, Berkeley Impact of Cooperative Adaptive Cruise Control on a Multilane Highway with Differentiated per-lane Speed Limit Policy (TRBAM-21-02111) Zhe Xiao/Southeast University, Xiaoyu Sky Guo/Southeast University, Xiucheng Guo/Southeast University, Yi Li/Southe ast University Estimating Fatality and Injury Savings Due to Deployment of Advanced Wrong-Way Driving Countermeasures on a Toll Road Network (TRBAM-21-00645) Adrian Sandt/University of Central Florida, Haitham Al-Deek/University of Central Florida Statewide Application of Wrong-Way Driving Crash Risk Modeling and Countermeasures Optimization Algorithm to Identify Optimal Locations for Countermeasure Deployment on Florida Limited Access Facilities ( TRBAM-21-00199) Adrian Sandt/University of Central Florida, Haitham Al-Deek/University of Central Florida, Patrick Blue/University of Central Florida, John McCombs/University of Central Florida Differential Variable Speed Limits to Improve Performance and Safety of Car-Truck Mixed Traffic (TRBAM-21-01 977) Anas Abdulghani/University of Windsor, Chris Lee/University of Windsor Evaluation of the Minnesota Queue Warning System, MN-QWARN (TRBAM-21-04057) John Hourdos/University of Minnesota, Twin Cities, Melissa Duhn/University of Minnesota, Twin Cities, Zhejun Liu/Unive rsity of Minnesota, Twin Cities, Gordon Parikh/University of Minnesota, Twin Cities Do Larger Sample Sizes Increase the Reliability of Traffic Incident Duration Models? A Case Study of East Tennessee Incidents (TRBAM-21-02968) Zihe Zhang/University of Alabama, Jun Liu/University of Alabama, Xiaobing Li/University of Alabama, Asad J. Khattak/U niversity of Alabama Macroscopic Evaluation of Rubbernecking on Freeways and its Effects on Traffic (TRBAM-21-02790) Paulina Reina/California State University, Fullerton Examining the Macro-level Factors Affecting Vehicle Breakdown Duration (TRBAM-21-04237) Sai Chand/University of New South Wales, Zhuolin Li/University of New South Wales, Vinayak Dixit/University of New South Wales, S. Waller/University of New South Wales Analysis of Risky Driving Behavior at Closely Spaced Interchange-tunnel Section (TRBAM-21-02528) Xiaohua Zhao/Beijing University of Technology, Yunjie Ju/Beijing University of Technology, haijian li/Beijing University of Technology, Jia Li/Beijing University of Technology, Jianming Ma/Beijing University of Technology, Wenhui Dong/Beijing University of Technology Mining Lane Changing Behavior from Trajectory Data: Characterization and Extreme Driving Behavior Identification (TRBAM-21-03622) Ishtiak Ahmed/North Carolina State University, Alan Karr/North Carolina State University, Nagui Rouphail/North Carolina State University, Richard Chase/North Carolina State University, Shams Tanvir/North Carolina State University Practical Challenges with Rapid Estimation of Incident-induced Delay for Incident Management (TRBAM-21-039 47) Nishu Choudhary/Georgia Institute of Technology (Georgia Tech), Angshuman Guin/Georgia Institute of Technology (Ge orgia Tech), Michael Hunter/Georgia Institute of Technology (Georgia Tech)

(continued) 15 Evaluating Traffic Incident Clearance Time using a Threshold Regression Model (TRBAM-21-04073) Henrick Haule/Florida International University, Priyanka Alluri/Florida International University, Thobias Sando/Florida International University Insights Gained by Incorporating Continuous Vehicle Length Data into Empirical Freeway Bottleneck Diagnosis (TRBAM-21-03885) Eren Yuksel/University of South Florida, Robert Bertini/University of South Florida, Brian Staes/University of South Florida, Nikhil Menon/University of South Florida Queue Length Estimation for Metered On-Ramps: A Multi-Source Data Approach (TRBAM-21-03497) Xiaoling Luo/University of Arizona, Xiaobo Ma/University of Arizona, Matthew Munden/University of Arizona, Yao-Jan Wu/University of Arizona, Yangsheng Jiang/University of Arizona Hard Shoulder Running on Freeways in Germany: Long-Term Analysis of Safety Effects (TRBAM-21-02976) Helen Waleczek/Ruhr-Universitat, Bochum, Justin Geistefeldt/Ruhr-Universitat, Bochum Evaluating Weather Responsive Freeway Management Strategies of Traveler Information Messages and Snowplow Pre-Positioning in a Connected Vehicle Environment (TRBAM-21-03300) Qinhua Jiang/University of California, Los Angeles, Dong Nian/University of California, Los Angeles, Yi Guo/University of California, Los Angeles, Jiaqi Ma/University of California, Los Angeles Ramp Metering Strategy for a Large-scale Traffic Corridor System: A Continuum Approximation Approach (TRB AM-21-02410) Jin Guo/Southeast University, Fan Ding/Southeast University, Xin Wang/Southeast University, Yang Zhou/Southeast University, Bin Ran/Southeast University A linear Lagrangian model predictive controller of variable speed limits to eliminate freeway jam waves (TRBA M-21-04096) Yu Han/Southeast University, Meng Wang/Southeast University, Ziang He/Southeast University, Pan Liu/Southeast University

1072

Monday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1072 - Preparing for Automated Vehicles and Shared Mobility—Understanding the Challenges Sponsored By Standing Committee on Vehicle-Highway Automation

This poster session will present papers summarizing the state of research on the nine AV -related topics ranked as the most critical by the participants of the National Academies-TRB Forum on Preparing for Automated Vehicles and Shared Mobility. The papers describe what we know now based on completed research and gaps in understanding where further research is needed. This session summarizes each of the papers and the themes common throughout all nine. Participants in the Forum include public and private sector organizations, research institutions, partner non-profit organizations, and representatives from relevant committees of TRB and the National Academies .

Maximizing Positive Social Impacts of Automated Vehicle Deployment and Shared Mobility (P21-21116) Gregory Rodriguez/Stantec, Pamela Bailey-Campbell/Stantec, Jason Bittner/Applied Research Associates, Inc. (ARA), Kelley Coyner/Innovation4Mobility, Hannah Silber/Applied Research Associates, Inc. (ARA), Mark Norman/Transportati on Research Board, Katherine Kortum/Transportation Research Board Prioritizing Equity, Accessibility and Inclusion Around the Deployment of Automated Vehicles (P21-21117) Gregory Rodriguez/Stantec, Pamela Bailey-Campbell/Stantec, Jason Bittner/Applied Research Associates, Inc. (ARA), Kelley Coyner/Innovation4Mobility, Hannah Silber/Applied Research Associates, Inc. (ARA), Mark Norman/Transportati on Research Board, Katherine Kortum/Transportation Research Board Safety Scenarios and Engagement during Transition to Highly Automated Vehicles (P21-21119) Gregory Rodriguez/Stantec, Pamela Bailey-Campbell/Stantec, Jason Bittner/Applied Research Associates, Inc. (ARA), Kelley Coyner/Innovation4Mobility, Hannah Silber/Applied Research Associates, Inc. (ARA), Mark Norman/Transportati on Research Board, Katherine Kortum/Transportation Research Board Impacts of Automated Vehicles and Shared Mobility on Transit and Partnership Opportunities (P21-21120) Gregory Rodriguez/Stantec, Pamela Bailey-Campbell/Stantec, Jason Bittner/Applied Research Associates, Inc. (ARA), Kelley Coyner/Innovation4Mobility, Hannah Silber/Applied Research Associates, Inc. (ARA), Mark Norman/Transportati on Research Board, Katherine Kortum/Transportation Research Board Infrastructure Enablers for Automated Vehicles and Shared Mobility (P21-21121) Gregory Rodriguez/Stantec, Pamela Bailey-Campbell/Stantec, Jason Bittner/Applied Research Associates, Inc. (ARA), Kelley Coyner/Innovation4Mobility, Hannah Silber/Applied Research Associates, Inc. (ARA), Mark Norman/Transportati on Research Board, Katherine Kortum/Transportation Research Board

(continued) 16 Implications for Transportation Planning and Modeling (P21-21122) Gregory Rodriguez/Stantec, Pamela Bailey-Campbell/Stantec, Jason Bittner/Applied Research Associates, Inc. (ARA), Kelley Coyner/Innovation4Mobility, Hannah Silber/Applied Research Associates, Inc. (ARA), Mark Norman/Transportati on Research Board, Katherine Kortum/Transportation Research Board Impacts and Opportunities Around Land Use and Automated Vehicles and Shared Mobility (P21-21123) Gregory Rodriguez/Stantec, Pamela Bailey-Campbell/Stantec, Jason Bittner/Applied Research Associates, Inc. (ARA), Kelley Coyner/Innovation4Mobility, Hannah Silber/Applied Research Associates, Inc. (ARA), Mark Norman/Transportati on Research Board, Katherine Kortum/Transportation Research Board Models for Data Sharing and Governance (P21-21124) Gregory Rodriguez/Stantec, Pamela Bailey-Campbell/Stantec, Jason Bittner/Applied Research Associates, Inc. (ARA), Kelley Coyner/Innovation4Mobility, Hannah Silber/Applied Research Associates, Inc. (ARA), Mark Norman/Transportati on Research Board, Katherine Kortum/Transportation Research Board Potential for Impacts of Highly Automated Vehicles and Shared Mobility on Movement of Goods and People (P2 1-21125) Gregory Rodriguez/Stantec, Pamela Bailey-Campbell/Stantec, Jason Bittner/Applied Research Associates, Inc. (ARA), Kelley Coyner/Innovation4Mobility, Hannah Silber/Applied Research Associates, Inc. (ARA), Mark Norman/Transportati on Research Board, Katherine Kortum/Transportation Research Board

1073

Monday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1073 - Papers on Statewide and National Data Sponsored By Standing Committee on Statewide/National Transportation Data and Information Systems

Poster session for AED10 that includes papers on human mobility behavior and responses to COVID-19, long distance travel and mileage based user fees.

Mobile Device Location Data Reveals Human Mobility Response to Stay-at-Home Orders during the COVID-19 Pandemic in the U.S. (TRBAM-21-01931) Chenfeng Xiong/University of Maryland, Songhua Hu/University of Maryland, Mofeng Yang/University of Maryland, Hannah Younes/University of Maryland, Weiyu Luo/University of Maryland, Sepehr Ghader/University of Maryland, Lei Zhang/University of Maryland Quantifying Human Mobility Behavior Changes during the COVID-19 Outbreak in the United States (TRBAM-21- 03119) Yixuan Pan/University of Maryland, College Park, Aref Darzi/University of Maryland, College Park, Aliakbar Kabiri/Unive rsity of Maryland, College Park, Guangchen Zhao/University of Maryland, College Park, Weiyu Luo/University of Maryland, College Park, Chenfeng Xiong/University of Maryland, College Park, Lei Zhang/University of Maryland, College Park Leveraging Inspection Records for Vehicle Miles Traveled Estimates and Analysis of Mileage-Based User Fees in Pennsylvania (TRBAM-21-02330) Chenyu Yuan/Carnegie Mellon University, Zhufeng Fan/Carnegie Mellon University, Lin Lyu/Carnegie Mellon University, Prithvi Acharya/Carnegie Mellon University, H. Scott Matthews/Carnegie Mellon University Modeling Long-Distance Travel Flexibility: Results From A National Survey In The Context of COVID-19 (TRBA M-21-02411) Fernando Cordero/Auburn University, Mitchell Fisher/Auburn University, Jeffrey LaMondia/Auburn University Long-Distance Travel as an Extension of Everyday Life: Understanding Distinct Traveler Types (TRBAM-21-024 55) Miriam Magdolen/Karlsruhe Institute of Technology (KIT), Lisa Boenisch/Karlsruhe Institute of Technology (KIT), Bastian Chlond/Karlsruhe Institute of Technology (KIT), Peter Vortisch/Karlsruhe Institute of Technology (KIT)

17 1074

Monday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1074 - Transportation Planning and Process Practices Henry Brown, University of Missouri, Columbia, presiding Sponsored By Standing Committee on Transportation Planning Policy and Processes

This is a poster session that includes research results on a wide variety of transportation planning, policy, and processes. Participants from rural, small urban, and large metropolitan areas will all find interesting poster presentations on applicable topics.

An Investigation of the Preconstruction Project Development Process of State Transportation Agencies (TRBA M-21-00496) Tanin Haidary/Clemson University, Dennis Bausman/Clemson University, Mashrur Chowdhury/Clemson University, Ajay Jadhav/Clemson University Effect of Street Network Connectivity on Traffic Congestion and Traffic Safety (TRBAM-21-00516) Dong-ah Choi/University of Utah, Reid Ewing/University of Utah Planning an Organizationally Resilient Connected and Autonomous Vehicles Future - How the State of Kansas Made CAVs a Focus for Every State Agency (TRBAM-21-00589) Michael DeMent/HNTB Corporation, Mike Floberg/HNTB Corporation, Kip Strauss/HNTB Corporation Measuring Congestion and Reliability Impacts of Safety Projects (TRBAM-21-01541) Simona Babiceanu/Virginia Department of Transportation, Sanhita Lahiri/Virginia Department of Transportation, Mena Lockwood/Virginia Department of Transportation Mitigating Increased Driving after the COVID-19 Pandemic: an Analysis on Mode Share, Travel Demand, and Public Transport Capacity. (TRBAM-21-01872) Francesca Ciuffini/Rete Ferroviaria Italiana, Simone Tengattini/Rete Ferroviaria Italiana, Alexander Bigazzi/Rete Ferroviaria Italiana Does Density Aggravate the COVID-19 Pandemic? Early Findings and Lessons for Planners (TRBAM-21-01907) Shima Hamidi/Johns Hopkins University, Sadegh Sabouri/Johns Hopkins University, Reid Ewing/Johns Hopkins University Mobility 2050: A novel pass toward mandate design for the future of sustainable transport (TRBAM-21-02226) Amalia Polydoropoulou/University of the Aegean, Floridea Di Ciommo/University of the Aegean, Payal Arora/University of the Aegean, Yoram Shiftan/University of the Aegean, Susan Hoadley/University of the Aegean, Ioannis Tsouros/Unive rsity of the Aegean, Athena Tsirimpa/University of the Aegean, Ioanna Pagoni/University of the Aegean, Gianni Rondinella/University of the Aegean Understanding the Temporal, Regional, Demographic and Policy Factors Influencing Counties’ Daily Traffic Volume Reductions in Response to COVID-19 (TRBAM-21-02399) Mitchell Fisher/Auburn University, Jeffrey LaMondia/Auburn University The Role Of Accessibility To Public Transport On Residential Location Choice Of Temporary Residents: The Case Of Porto And Copenhagen (TRBAM-21-03620) Mayara Monteiro/Danmarks Tekniske Universitet, Mikkel Thorhauge/Danmarks Tekniske Universitet, João de Abreu e Silva/Danmarks Tekniske Universitet, Jorge Sousa/Danmarks Tekniske Universitet Consideration of Automated Vehicle Benefits and Research Needs for Rural America (TRBAM-21-03745) Jonathan Dowds/University of Vermont, Gregory Rowangould/University of Vermont, Lisa Aultman-Hall/University of Vermont A Review of the Electric Personal Assistive Mobility Device (EPAMD) Policies (TRBAM-21-03746) Samia Akter/South Carolina State University, Judith Mwakalonge/South Carolina State University, Saidi Siuhi/South Carolina State University, Md Mahmud Hasan Mamun/South Carolina State University, Gurcan Comert/South Carolina State University Definitions, Types and Criteria of Centers in Planning Practice: A Review of 126 Regional Transportation Plans in the U.S. (TRBAM-21-03926) Fatemeh kiani/University of Utah, Sadegh Sabouri/University of Utah, Dong-ah choi/University of Utah, Keunhyun Park/ University of Utah Quantifying the Adoption of Highly Automated Technologies by Rural Population: A Case Study of Tennessee ( TRBAM-21-04045) Ishant Sharma/University of Memphis, Sabya Mishra/University of Memphis, Mihalis Golias/University of Memphis

18 1075

Monday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1075 - Planning for the Transportation Impacts on Urban Form John Miller, Virginia Department of Transportation, presiding Sponsored By Standing Committee on Transportation Planning Analysis and Application

Papers in Planning for the Transportation Impacts on Urban Form showcase how the many decisions of shippers (an example being warehouse placement), residents (example is housing location), passengers (mode selection), governments (e.g., criteria for transportation impact analyses or allowance of road diets), and suppliers (e.g., providers of autonomous vehicles) intersect with market forces (e.g., housing prices), geographical boundaries, and life events (bi rth of a child) to affect the urban environment. The resultant impacts affect the quality of life, whether measured in emissions, the ability to achieve a social goal (health care, enjoyment of parks, or employment), the feasibility of purchasing a home, or time spent commuting.

The Anticipation and Location Variation Effects of Metro Lines on Housing Prices – A Case Study of the Q-line Extension in New York City (TRBAM-21-00057) ChengHe Guan/New York University, Shanghai, Richard Peiser/New York University, Shanghai, Junjie Tan/New York University, Shanghai Examining the impacts of the Great Recession on the commuting and jobs-housing balance of public and private sector workers (TRBAM-21-00162) Kyusik Kim/Florida State University, Mark Horner/Florida State University Application of the Maximum Entropy Model in Urban Freight Transportation Planning: An Exploratory Analysis for Warehouse Location in Belo Horizonte Metropolitan Area (TRBAM-21-00405) Isabela Oliveira/Universidade Federal de Minas Gerais, Leise Oliveira/Universidade Federal de Minas Gerais, Rodrigo Nóbrega/Universidade Federal de Minas Gerais A Hybrid Latent Class Modeling Approach to Analyze Shared Automated Vehicles Acceptance (TRBAM-21-0042 8) shelly etzioni/Technion Israel Institute of Technology, Ricardo Daziano/Technion Israel Institute of Technology, Eran Ben -Elia/Technion Israel Institute of Technology, Yoram Shiftan/Technion Israel Institute of Technology Clustering of Transport Measures for Effective Evaluation: A Port City Example using the Analytic Hierarchy Process (TRBAM-21-00434) Steve Wright/University of Aberdeen, Sarah Brooke/University of Aberdeen, Caitlin Cottrill/University of Aberdeen, Martin Kollingbaum/University of Aberdeen, John Nelson/University of Aberdeen The Causal Influence of Built Form on Patterns of Household Consumption: Evidence from American Household Expenditure Surveys (TRBAM-21-00441) Jason Hawkins/University of Toronto, Khandker Nurul Habib/University of Toronto Car-sharing usage island, built environment, travel demand: Evidence from a correlation analysis (TRBAM-21-0 0691) Hui Bi/Southeast University, Zhirui Ye/Southeast University, Yi Zhang/Southeast University Sharing the Road with Autonomous Vehicles: Perceived Safety and Regulatory Preferences (TRBAM-21-00822) Gopindra Sivakumar Nair/University of Texas, Austin, Chandra Bhat/University of Texas, Austin Quantifying the effect of factors on bike-sharing demand: A regression model with spatially varying coefficients (TRBAM-21-00928) Xudong Wang/McGill University, Zhanhong Cheng/McGill University, Trépanier Martin/McGill University, Lijun Sun/McGi ll University Evaluation of Joint Development of P&R and TOD near Metro Stations in Chengdu, China (TRBAM-21-00965) Jinlong Li/Southwest Jiaotong University, Haifeng Li/Southwest Jiaotong University, Yiyuan Zhang/Southwest Jiaotong University, luo xia/Southwest Jiaotong University Societal Impacts of a Complete Street Project in a Mixed Urban Corridor: A Case Study in Pittsburgh, PA (TRBA M-21-01179) Rick Grahn/Carnegie Mellon University, Chris Hendrickson/Carnegie Mellon University, H. Scott Matthews/Carnegie Mellon University, Sean Qian/Carnegie Mellon University, Corey Harper/Carnegie Mellon University Calculating Place-Based Transit Accessibility: A Review of Methods and Comparative Analysis of Tools (TRBA M-21-01475) Christopher Higgins/University of Toronto, Scarborough, Amber DeJohn/University of Toronto, Scarborough, Steven Farber/University of Toronto, Scarborough, Matthew Palm/University of Toronto, Scarborough, James Vaughan/Universi ty of Toronto, Scarborough, Michael Widener/University of Toronto, Scarborough, Yang Xi/University of Toronto, Scarborough, Eric Miller/University of Toronto, Scarborough

(continued) 19 What Do Residential Lotteries Show Us About Transportation Choices? (TRBAM-21-01498) Adam Millard-Ball/University of California, Los Angeles, Jeremy West/University of California, Los Angeles, Nazanin Rezaei/University of California, Los Angeles, Garima Desai/University of California, Los Angeles Assessing the Metropolitan Impacts of Teleworking Scenarios (TRBAM-21-01595) Catherine Morency/Ecole Polytechnique de Montreal, Hubert Verreault/Ecole Polytechnique de Montreal Traffic Trumps All: Examining the Effect of Traffic Impact Analyses on Urban Housing (TRBAM-21-02089) Hao Ding/University of California, Los Angeles, Brian Taylor/University of California, Los Angeles How Connected Are Major Canadian Cities? A Large-Scale Empirical Investigation (TRBAM-21-02650) Fan Wu/University of Alberta, Tae J. Kwon/University of Alberta, Tony Qiu/University of Alberta The Multimodal Accessibility Benchmark (MAB) in Transportation Planning (TRBAM-21-02810) Zachary Patterson/Concordia University, Aaron Bensmihen/Concordia University, Gavin Hermanson/Concordia University Roadmap for Dockless Shared Micromobility Vehicle Data: Analysis Processes to Support E-Scooter Implementation and Management (TRBAM-21-02965) Myriam Zakhem/Southern Methodist University, Janille Smith-Colin/Southern Methodist University Modeling the Impact of Shared Autonomous Vehicles on Travel Behaviors (TRBAM-21-03018) Nima Haghighi/University of Utah, Xiaoyue Cathy Liu/University of Utah, Zhiyan Yi/University of Utah Comparing Regional Sustainability and Transportation Sustainability of MSAs in the US using Artificial Neural Network Clustering Techniques (TRBAM-21-03123) Haiqing Liu/University of Cincinnati, Na Chen/University of Cincinnati, Xinhao Wang/University of Cincinnati Comprehensive Transportation Review in DC: A Parking, TDM, and Design-Focused Alternative to the Traffic Impact Study in a Transit-Rich Setting (TRBAM-21-03259) Aaron Zimmerman/District Department of Transportation, Ryan Westrom/District Department of Transportation, Jamie Henson/District Department of Transportation, Anna Chamberlin/District Department of Transportation Microscopic Traffic Simulation as a Decision Support System for Road Diet and Tactical Urbanism Strategies ( TRBAM-21-03329) Bernice Liu/California Polytechnic State University, Amirarsalan Mehrara Molan/California Polytechnic State University, Anurag Pande/California Polytechnic State University, Jonathan Howard/California Polytechnic State University, Serena Alexander/California Polytechnic State University, Zhiliang Lou/California Polytechnic State University Keeping up with the Car-dashians: A retrospective look at private mobility holdings in the shared mobility era ( TRBAM-21-03376) Rounaq Basu/Massachusetts Institute of Technology (MIT), Joseph Ferreira/Massachusetts Institute of Technology (MI T) Measuring Changes in Multimodal Travel Behavior: What Is the Effect of Transport Supply Improvement? (TRB AM-21-03442) Elodie Deschaintres/Ecole Polytechnique de Montreal, Catherine Morency/Ecole Polytechnique de Montreal, Trépanier Martin/Ecole Polytechnique de Montreal Tools of the Trade: Assessing the Progress of Accessibility Evaluation Tools for Planning Practice (TRBAM-21- 03446) Fariba Siddiq/University of California, Los Angeles, Brian Taylor/University of California, Los Angeles Mining Dockless Bikeshare Data for Deeper Transportation Planning Insights: Evidence from the Greater Boston Region. (TRBAM-21-03491) Bita Sadeghinasr/Northeastern University, Armin Akhavan/Northeastern University, Steven Gehrke/Northeastern University, Ryan (Qi) Wang/Northeastern University, Timothy Reardon/Northeastern University The Impact of Rivers and Lakes on the Expansion of Urban Traffic: A Case Study of Traffic Evolution in Wuhan, China in the Past Century (TRBAM-21-03562) Ran Peng/Wuhan University of Technology, Qing Liu/Wuhan University of Technology Can bike-sharing reduce auto-dependence in the long-term? An opportunity for sustainable mobility in Metro Boston (TRBAM-21-03847) Rounaq Basu/Massachusetts Institute of Technology (MIT), Joseph Ferreira/Massachusetts Institute of Technology (MI T) If you build it, who will come? Simulating effects of changes in housing supply on car ownership in Los Angeles (TRBAM-21-03960) Matthew Conway/Arizona State University A Life History-oriented Approach for Modeling Residential Mobility: A Hazard-based Latent Segment Duration Model (TRBAM-21-04042) Muntahith Orvin/University of British Columbia, Mahmudur Fatmi/University of British Columbia

(continued) 20 A Public Transit Accessibility Approach to Understand the Inequity for Public Health Care Services for Vulnerable Population: A Case Study of Greater Mumbai (TRBAM-21-04087) Sharma Gajanand/Indian Institute of Technology, Bombay, Gopal Patil/Indian Institute of Technology, Bombay Exploring Accessibility of Urban Parks Analyzing Students' Perceptions and Spatial Connectivity: A Case Study of Ames, Iowa (TRBAM-21-04445) Shoaib Mahmud/Iowa State University, Alenka Poplin/Iowa State University

1076

Monday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1076 - Data-Driven Decision-Making to Understanding Tourism Cassandra Bhat, ICF, presiding Sponsored By Standing Committee on Transportation Needs of National Parks and Public Lands

This session will focus on how data can inform decision-making.

Meeting Data Collection Needs During the COVID-19 Pandemic with Low-Cost, Rapid-Deployment Bluetooth Sensors for Trail User Origin-Destination Studies (TRBAM-21-02435) Matthew McCauley/Cape Cod Commission, Steven Tupper/Cape Cod Commission, David Nolan/Cape Cod Commission Sightseeing tour choices considering multiple satisfaction criteria: Case study with Kyoto survey data (TRBAM -21-03700) Kai Shen/Kyoto University, Jan-Dirk Schmoecker/Kyoto University, Ali Qureshi/Kyoto University

1077

Monday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1077 – Current Issues in Research Innovation Implementation Management Cynthia Jones, Ohio Department of Transportation, presiding Hau Hagedorn, Portland State University, presiding Susan Sillick, Montana Department of Transportation, presiding Sponsored By Standing Committee on Research Innovation Implementation Management

This session includes five papers accepted for presentation by the Standing Committee on Research Innovation Implementation Management.

Impacts of COVID-19 on Transportation Engineering Education and Research in the United States (TRBAM-21-0 0697) Ruey Cheu/University of Texas, El Paso, Rodolfo Rincones/University of Texas, El Paso, Emiliano Ruiz/University of Texas, El Paso Horizon scanning for transport research and innovation governance: a European perspective (TRBAM-21-0169 3) Anastasios Tsakalidis/European Commission Joint Research Centre, Elisa Boelman/European Commission Joint Research Centre, Alain Marmier/European Commission Joint Research Centre, Konstantinos Gkoumas/European Commission Joint Research Centre, Ferenc Pekar/European Commission Joint Research Centre Evidence-Based Challenges for Hyperloop Deployment: a Taxonomy of Research Issues based on Bibliographic Research (TRBAM-21-02524) Konstantinos Gkoumas/European Commission Joint Research Centre, Michalis Christou/European Commission Joint Research Centre How Prior Experience With Automated Technology Impacts Perceptions of Autonomous Vehicles: A Case Study of Midwestern Farmers (TRBAM-21-02695) Josephine Hazelton/University of Nebraska, Omaha, Daniel Piatkowski/University of Nebraska, Omaha A Roadmap Towards a Florida Automated, Connected, Electric, and Shared (ACES) Transportation Ecosystem ( TRBAM-21-03271) Austin Sipiora/University of South Florida, Jason Jackman/University of South Florida, Yicheng Huang/University of South Florida, Nikhil Menon/University of South Florida, Robert Bertini/University of South Florida

21 1078

Monday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1078 - Asphalt Materials Selection and Mixture Design Sponsored By Standing Committee on Asphalt Materials Selection and Mix Design

An Experimental Testing and Analysis Procedure to Determine the Asphalt Binder Film Thickness in FAM Mixtures: Development and Validation (TRBAM-21-00068) Lucas Vieira/Federal University of Rio de Janeiro, Thiago Souza/Federal University of Rio de Janeiro, Alexis Enríquez-L eón/Federal University of Rio de Janeiro, Francisco Aragao/Federal University of Rio de Janeiro, Otávio Gomes/Federal University of Rio de Janeiro, Leni Leite/Federal University of Rio de Janeiro, Lilian Rezende/Federal University of Rio de Janeiro Effects of Recycling Agents (RAs) on Rutting Resistance and Moisture Susceptibility of Mixtures with High RAP/RAS Content (TRBAM-21-00196) Yuan Zhang/University of Wisconsin, Madison, Hussain Bahia/University of Wisconsin, Madison Comparative analysis of various design factors on performance of sulfur-extended asphalt mixtures (TRBAM-2 1-00290) Muhammad Aniq Gul/University of Illinois, Urbana-Champaign, Kaffayatullah Khan/University of Illinois, Urbana-Champ aign, Md. Kamrul Islam/University of Illinois, Urbana-Champaign, Faisal Shalabi/University of Illinois, Urbana-Champaig n, Hasan Ozer/University of Illinois, Urbana-Champaign, Ramez Hajj/University of Illinois, Urbana-Champaign, Amit Bhasin/University of Illinois, Urbana-Champaign Effects of Residual Cement Mortar on the Properties of Hot Mix Asphalt with Recycled Concrete Aggregate (TR BAM-21-00312) Xiaojun Li/California State University, Fresno, Dingxin Cheng/California State University, Fresno, Kun Zhang/California State University, Fresno Studded Tire Wear Performance Evaluation of the Asphalt Mix Designs for a Cold Region Environment (TRBAM -21-00505) Osama Abaza/University of Alaska, Anchorage, Daniel Dahma/University of Alaska, Anchorage Characterization of asphalt concrete air void content using machine learning and deep learning for micro-CT image segmentation (TRBAM-21-00619) Alexis Enríquez-León/Federal University of Rio de Janeiro, Thiago Souza/Federal University of Rio de Janeiro, Francisco Aragao/Federal University of Rio de Janeiro, Delson Braz/Federal University of Rio de Janeiro, André Pereira /Federal University of Rio de Janeiro, Liebert Nogueira/Federal University of Rio de Janeiro Determination of Volumetric Criteria for Designing Hard Asphalt Mixture (TRBAM-21-00721) Yining Zhang/Tongji University, Huailei Cheng/Tongji University, Lijun SUN/Tongji University, Liping Liu/Tongji University, Yue Hu/Tongji University Use of Blended Binder Tests to Estimate Performance of Mixtures with High RAP/RAS Content (TRBAM-21-007 80) Yuan Zhang/University of Wisconsin, Madison, Daniel Swiertz/University of Wisconsin, Madison, Hussain Bahia/Univers ity of Wisconsin, Madison Investigation of Biochar Addition on the Performance of Hot Mix Asphalt (TRBAM-21-01005) Shadi Saadeh/California State University, Long Beach, Yazan Al-Zubi/California State University, Long Beach, Basel Zaatarah/California State University, Long Beach, Pritam Katawal/California State University, Long Beach, Elham Fini/C alifornia State University, Long Beach Development of In-Situ Permeability and Volumetric Requirements for Open-Graded Friction Course Pavement: Case Study (TRBAM-21-01169) Shenghua Wu/University of South Alabama, Li Liu/University of South Alabama, Gang Yao/University of South Alabama, Juan Zhang/University of South Alabama, Luke Montalvo/University of South Alabama Analysis of Recycled and Virgin Binder Blending at the Fracture Surface of an Asphalt Mixture (TRBAM-21-0140 3) Sonja Pape/North Carolina State University, Cassie Castorena/North Carolina State University Performance Evaluation of Asphalt Mixtures Modified with Recycled Polyethylene via the Wet Process (TRBAM -21-01744) Fan Yin/National Center for Asphalt Technology (NCAT), Mawazo Fortunatus/National Center for Asphalt Technology (N CAT), Raquel Moraes Puchalski/National Center for Asphalt Technology (NCAT), Michael Elwardany/National Center for Asphalt Technology (NCAT), Nam Tran/National Center for Asphalt Technology (NCAT), Jean-Pascal Planche/National Center for Asphalt Technology (NCAT)

(continued) 22 Performance Evaluation of Asphalt Binders and RAP-Incorporated Mixtures Engineered with Bio-Renewable Modifiers: An Ongoing Adventure in the Midwest (TRBAM-21-02010) Ali Arabzadeh/Iowa State University, Joseph Podolsky/Iowa State University, Maxwell Staver/Iowa State University, R. Williams/Iowa State University, Austin Hohmann/Iowa State University, Nacú Hernández/Iowa State University, Eric Cochran/Iowa State University Rheological Properties and Experimental Study of Basalt Fiber-reinforced Asphalt Mastic (TRBAM-21-02948) Bangyan Hu/Southeast University, Zhendong Qian/Southeast University, Liqun Wu/Southeast University Mechanical Properties of Stabilized Base Course Using Asphalt Emulsion and Asphaltenes Derived from Alberta Oil Sands (TRBAM-21-02996) Farshad Kamran/Univesity of Alberta, Manjunath Basavarajappa/Univesity of Alberta, Nura Bala/Univesity of Alberta, Leila Hashemian/Univesity of Alberta Development of Framework of the Predictive Performance-Engineered Mix Design Procedure for Asphalt Mixtures (TRBAM-21-03382) Yizhuang Wang/North Carolina State University, Amir Ghanbari/North Carolina State University, Benjamin Underwood/ North Carolina State University, Youngsoo Kim/North Carolina State University The laboratory performance and field case study of asphalt mixture with Sasobit treated aramid fiber as modifier (TRBAM-21-03749) Dongdong Ge/Michigan Technological University, Dongzhao Jin/Michigan Technological University, Chaochao Liu/Michi gan Technological University, Junfeng Gao/Michigan Technological University, Miao YU/Michigan Technological University, Lance Malburg/Michigan Technological University, Zhanping You/Michigan Technological University Laboratory and Field Evaluation of Pre-Treated Dry-Process Rubber Modified Asphalt Binders and Dense-Grad ed Mixtures (TRBAM-21-03915) Punyaslok Rath/University of Missouri, Hamed Majidifard/University of Missouri, Behnam Jahangiri/University of Missouri, Shishi Chen/University of Missouri, William Buttlar/University of Missouri Effects of Asphalt Foaming on Damage Characteristics of Foamed Warm Mix Asphalt (TRBAM-21-03934) Biswajit Bairgi/University of New Mexico, Md Amanul Hasan/University of New Mexico, Rafiqul Tarefder/University of New Mexico Systematic Evaluation of Effects of Recycled Materials and Mix Design Parameters on Rutting and Cracking Performance of Asphalt Mixes (TRBAM-21-03948) Maziar Mivehchi/Washington State University, Haifang Wen/Washington State University, Logan Cantrell/Washington State University The Influence of Aggregate Gradation Curve on Predicting the Indirect Tensile Strength of HMA Mixtures Using Soft Computing Approach (TRBAM-21-04158) Ali Heidaripanah/Tarbiat Modares University, Abolfazl Hassani/Tarbiat Modares University, Maziar Moaveni/Tarbiat Modares University

1079

Monday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1079 - Women and Gender in Transportation Dawn Hood, University of Minnesota, Twin Cities, presiding Sponsored By Standing Committee on Women and Gender in Transportation

Low-Income Female Commuters’ Walking Mode Choice Perception in a Developing Urban Society (TRBAM-21- 01411) Shahrior Pervaz/Bangladesh University of Engineering and Technology, Md Asif Raihan/Bangladesh University of Engineering and Technology ‘If You Can’t Write Diversity into Future Transport, Then What’s the Point? You Don't Create New Worlds to Give Them All the Same Limits of the Old Ones’ (TRBAM-21-01703) Andree Woodcock/Politecnico di Torino, Miriam Pirra/Politecnico di Torino, Katarzyna Gut/Politecnico di Torino, Stefan Roseanu/Politecnico di Torino Exploring the Feasibility of Shared Mobility Services for Reducing Transportation Disadvantage Among Survivors of Intimate Partner Violence (TRBAM-21-02843) Sarah Robinson/University of Texas, Arlington, Kristen Ravi/University of Texas, Arlington, Anne Nordberg/University of Texas, Arlington, Rachel Voth Schrag/University of Texas, Arlington Introducing a Gender Dimension to Transportation Planning: Lessons from Policy Interventions in Mexico City (TRBAM-21-03047) Bianca Bianchi Alves/The World Bank, Karla Dominguez Gonzalez/The World Bank, Abel Lopez Dodero/The World Bank, Max Hamrick/The World Bank, Ammar A. Malik/The World Bank

(continued) 23 Women’s Modal Switching Behaviour in Saudi Arabia Since Driving Is Allowed: Findings from a Nested Logit Model (TRBAM-21-03473) Maria Kamargianni/University College London, Najah Al-Garawi/University College London Examining Perceptions of Public Transport Safety for Young Women in Nairobi, Kenya (TRBAM-21-00977) Tierra Bills/University of Auckland, Subeh Chowdhury/University of Auckland, John Olukuru/University of Auckland How Can Gender Smart Mobility Become A More Intersectional Form Of Mobility Justice (TRBAM-21-01298) Jacquie Bridgman/University of Northampton, Katarzyna Gut/University of Northampton, Felipe Moreia/University of Northampton, Liam Fassam/University of Northampton The Gender Dimension of the Transport Workforce (TRBAM-21-03479) Wei-Shiuen Ng/International Transport Forum, Ashley Acker/International Transport Forum Women’s Safety Related to Public Transit: A Look at the U.S. and Florida (TRBAM-21-03021) Victoria Perk/University of South Florida, Vanko Antonov/University of South Florida, Katrina Corcoran/University of South Florida A Measure of Intimate Partner Transportation Coercion: A Systematic Review and Scale Development (TRBAM- 21-02686) Kristen Ravi/University of Tennessee, Knoxville, Sarah Robinson/University of Tennessee, Knoxville, Rachel Voth Schrag/University of Tennessee, Knoxville, Noelle Fields/University of Tennessee, Knoxville

1080

Monday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1080 - Transport Policy, Planning, and New Mobility Adoption in Developing Countries Samuel Zimmerman, The World Bank, presiding Joanna Moody, Massachusetts Institute of Technology (MIT), presiding Manjiri Akalkotkar, VIA Metropolitan Transit, presiding Sponsored By Standing Committee on Transportation in the Developing Countries

New mobility options such as ride-hailing and e-commerce are disrupting urban mobility patterns and changing the way we plan around public transport. This session will explore changes in transportation policy and planning and the impacts of new mobility adoption in developing countries, with case studies from Latin America and the Caribbean, South and East Asia, and the Middle East.

Direct Costs of Congestion in Latin America (TRBAM-21-00766) Santiago Sanchez-Gonzalez/Inter-American Development Bank, Felipe Bedoya-Maya/Inter-American Development Bank, Agustina Calatayud/Inter-American Development Bank, Francisca Giraldez/Inter-American Development Bank How Disruptive is a Disruption? The Association between TNCs And Vehicle Ownership in Urbanizing Indonesi a (TRBAM-21-00797) Alyas Widita/Georgia Institute of Technology (Georgia Tech), Andyan Diwangkari/Georgia Institute of Technology (Geor gia Tech) Bus Rapid Transit (BRT) and Urban Freight – A Competition for Space in Densely Populated Cities (TRBAM-21- 03389) Paola Cruz Daravina/Pontificia Universidad Javeriana, Iván Sánchez-Díaz/Pontificia Universidad Javeriana, Juan Bocarejo Suescún/Pontificia Universidad Javeriana How Affordable Is Transportation in Latin America and the Caribbean? (TRBAM-21-01978) Maria Rivas/Inter-American Development Bank, Tomás Serebrisky/Inter-American Development Bank, Ancor Suárez-Al emán/Inter-American Development Bank Not My Usual Trip: Ride-hailing Characterization in Mexico City (TRBAM-21-03111) Orlando Sabogal/University College London, Lynn Scholl/University College London, Daniel Oviedo/University College London, Amado Crotte/University College London, Felipe Bedoya-Maya/University College London The Potential Effect of the Ride-sourcing Disruption: A Stated Preference Analysis in Chengdu, China (TRBAM- 21-01083) Hongtai Yang/Old Dominion University, Guocong ZHAI/Old Dominion University, Linchuan Yang/Old Dominion University A snapshot of the informal organization of public transport operators in the Caribbean: Tap-Tap services in Port-Au-Prince (TRBAM-21-03790) Daniel Oviedo Hernandez/University College London, Yisseth Scorcia Tenjo/University College London, Pablo Guerrero/ University College London, Michael Delandsheer/University College London, Raul Rodriguez-Molina/University College London, Raphael Dewez/University College London

(continued) 24 Evaluating the Role and Evolution of Factors Influencing Rapid Transit Planning in Ecuador: Theory, Practice and Policy Implications (TRBAM-21-01754) Juan Arias/University of Waterloo, Chris Bachmann/University of Waterloo Fragmentary Implementation of TOD in a Developing Country Context: Case Study of Tehran’s Master Plan (TR BAM-21-04037) Minoo Harirchian/University of New South Wales, Mahya Azadi/University of New South Wales, Shahab Kermanshahi/U niversity of New South Wales, Mahdi Bashirinia/University of New South Wales, Milad Ghasri/University of New South Wales Incorporating Travel Time Reliability in Travel Mode Choice of Ride-Hailing Services in Developing Cities: Evidence from Phnom Penh, Cambodia (TRBAM-21-00344) Gen Hayakawa/University of Tokyo, Hironori Kato/University of Tokyo, Veng Phun/University of Tokyo Online Shopping Versus In-store Shopping Trips: Structural Equation Models of Shopping Behaviors, Built Environment, Attitudes, Lifestyle, and Internet Experience (TRBAM-21-00621) Roya Etminani-Ghasrodashti/University of Texas, Arlington Reimagining China’s transportation funding investments in Africa in lieu of COVID-19 (TRBAM-21-01042) Clovia Hamilton/SUNY Korea

1081

Monday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1081 - Extreme Weather and Climate Change Resilience Mark Abkowitz, Vanderbilt University, presiding Thomas Wall, Argonne National Laboratory, presiding Sponsored By Standing Committee on Extreme Weather and Climate Change Adaptation

A Comparison of Mapping Methodologies Identifying Transportation Disadvantaged Populations and Extreme Weather Risk (TRBAM-21-00218) Megan Morrow/Kittelson & Associates, Inc. (KAI), Sumeeta Srinivasan/Kittelson & Associates, Inc. (KAI) Climate Change Impacts on North Carolina Roadway System in 2050: A Systemic Perspective (TRBAM-21-0206 6) Huiying Fan/Georgia Institute of Technology (Georgia Tech), Rawlings Miller/Georgia Institute of Technology (Georgia Tech), Leta Huntsinger/Georgia Institute of Technology (Georgia Tech) Development of a Climate Change Vulnerability Index for Pavement Infrastructure: A Case Study of Developing Countries (TRBAM-21-01634) Boris Goenaga/North Carolina State University, Saqib Gulzar/North Carolina State University, Benjamin Underwood/Nor th Carolina State University Evaluating Impacts of Coastal Flooding on the Transportation System Using activity-based modeling: a case study in Miami-Dade County, FL (TRBAM-21-00897) Yu Han/University of Florida, Changjie Chen/University of Florida, Ruth Steiner/University of Florida, ZHONGREN PENG/University of Florida Corridor-Level Transportation Resilience Analysis Framework and Resilience Index for a Multi-Hazard Setting in Puerto Rico (TRBAM-21-04474) Benjamín Colucci Ríos/Recinto Universitario de Mayaguez Universidad de Puerto Rico, Alexander Molano Santiago/Re cinto Universitario de Mayaguez Universidad de Puerto Rico, Ismael Pagán- Trinidad/Recinto Universitario de Mayaguez Universidad de Puerto Rico, Luis Aponte-Bermúdez/Recinto Universitario de Mayaguez Universidad de Puerto Rico The Effect of Different Road Pavement Typologies on Urban Heat Island: a Case Study (TRBAM-21-02684) Vittorio Ranieri/Polytechnic University of Bari, Stefano Coropulis/Polytechnic University of Bari, Nicola Berloco/Polytechn ic University of Bari, Pasquale Colonna/Polytechnic University of Bari, Veronica Fedele/Polytechnic University of Bari, Paolo Intini/Polytechnic University of Bari, Claudio Laricchia/Polytechnic University of Bari Experience is Not Enough: A Dynamic Explanation of the Limited Adaptation to Extreme Weather Events in Public Organizations (TRBAM-21-02182) Fengxiu Zhang/George Mason University, Spiro Maroulis/George Mason University ASSESSING TRUSTWORTHINESS OF CROWDSOURCED FLOOD INCIDENT REPORTS USING WAZE DATA: A NORFOLK, VIRGINIA CASE STUDY (TRBAM-21-03769) Shraddha Praharaj/University of Virginia, Faria Zahara/University of Virginia, T. Donna Chen/University of Virginia, Yawen Shen/University of Virginia, Luwei Zeng/University of Virginia, Jonathan Goodall/University of Virginia Modeling Demographic Relocation in Response to Climate Risk Factors and Gentrification Displacement Pressures (TRBAM-21-04296) Sneha Roy/AECOM, Pragun Vinayak/AECOM, David Von Stroh/AECOM

(continued) 25 Hurricane Resiliency Methods for the New York City Electric Bus Fleet (TRBAM-21-02036) Maya Tessler/Pennsylvania State University, University Park, Elizabeth Traut/Pennsylvania State University, University Park How Extreme Weather Influences a Taxi Market: Spatio-temporal Analysis for Transport Policy Insights (TRBA M-21-00635) R. C. P. Wong/University of Hong Kong, P.L. Mak/University of Hong Kong, Wai Yuen Szeto/University of Hong Kong, Wenhan Yang/University of Hong Kong

1082

Monday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1082 - Current Issues in Resource Conservation and Recovery David Wilson, Virginia Department of Transportation, presiding Samer Dessouky, University of Texas, San Antonio, presiding Sponsored By Standing Committee on Resource Conservation and Recovery

Life Cycle Assessment of Asphalt Pavements with Recycled Post-Consumer Polyethylene (TRBAM-21-01229) Milena Rangelov/NRC, Heather Dylla/NRC, Nadarajah Sivaneswaran/NRC Recycled GFRP Waste as Reinforcement for Cement Mortar (TRBAM-21-01528) Md Mostofa Haider/Washington State University, Somayeh Nassiri/Washington State University, Karl Englund/Washingt on State University, Hui Li/Washington State University, Zhen Chen/Washington State University Optimal Design of Cement/Emulsified-asphalt Based Piezoelectric Composites and Its Potential Application in Vehicle Speed Sensing (TRBAM-21-01861) Xingyi Zhu/Tongji University, Xudong Zhou/Tongji University, Fangyong Ye/Tongji University, Zhao Du/Tongji University Life Cycle CO2 Emissions for Maintenance Construction Activities of the Arterial Highway (TRBAM-21-01962) Yao Wang/No Organization, Yuanqing Wang/No Organization, Shujuan Ji/No Organization Use of Solar Photovoltaic Energy Systems in DOT Facilities: A Review of Practice and Preliminary Assessment for VDOT (TRBAM-21-02091) Mesude Bayrakci-Boz/Penn State Hazleton, Bridget Donaldson/Penn State Hazleton, Brian Diefenderfer/Penn State Hazleton Towards Precise Road Sustainable Measurements and Agreeable Decisions: A Case Study in Texas (TRBAM-21 -03822) Sundeep Inti/Illinois State University, Vivek Tandon/Illinois State University

1083

Monday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1083 - Mobility as a Service Carol Schweiger, Schweiger Consulting LLC, presiding Sponsored By Standing Committee on Innovative Public Transportation Services and Technologies

This session covers various aspects of mobility as a service (MaaS), including operational efficiency, competition among digital platforms, marketing, bundling and pricing, intent to use, advances in creating MaaS, dynamic trip planning, and network planning.

Coordinating feeder and collector public transit lines for efficient MaaS services (TRBAM-21-00109) Konstantinos Gkiotsalitis/University of Twente Understanding the competition and complementation of multiple ridesharing modes as feeder to metro (TRBA M-21-00684) Hui Bi/Southeast University, Zhirui Ye/Southeast University, Yi Zhang/Southeast University Trends in Competition among Digital Platforms for Shared Mobility: Insights from a Worldwide Census and Prospects for Research (TRBAM-21-00740) Virginie Boutueil/Ecole des Ponts ParisTech, Luc Nemett/Ecole des Ponts ParisTech, Thomas Quillerier/Ecole des Ponts ParisTech Marketing Mobility as a Service: Insights from the National Household Travel Survey (TRBAM-21-01661) Cassidy Crossland/University of Tennessee, Knoxville, Candace Brakewood/University of Tennessee, Knoxville Bundling and Pricing for Mobility as a Service: Designing Viable Mobility Products (TRBAM-21-01980) Ioanna Pagoni/University of the Aegean, Athena Tsirimpa/University of the Aegean, Ioannis Tsouros/University of the Aegean, Amalia Polydoropoulou/University of the Aegean

(continued) 26 Survey Analysis on Intention to Use Shared Mobility Services (TRBAM-21-02104) Eunjeong Ko/Korea Advanced Institute of Science and Technology (KAIST), Hyungjoo Kim/Korea Advanced Institute of Science and Technology (KAIST), Jinwoo Lee/Korea Advanced Institute of Science and Technology (KAIST) Efficient Mechanism Design for Mobility as a Service (TRBAM-21-02265) Haoning Xi/University of New South Wales, Wei Liu/University of New South Wales, David Rey/University of New South Wales, S. Waller/University of New South Wales, Philip Kilby/University of New South Wales Advances in fixed route transit, semi-flexible transit, and microtransit toward Mobility-as-a-Service (TRBAM-21- 00611) Gyugeun Yoon/New York University, Srushti Rath/New York University, Joseph Chow/New York University, Patrick Scalise/New York University Optimal Multimodal and Multicriteria Path Set Computation for Dynamic Trip Planning in Mobility as a Service Systems (TRBAM-21-02360) Lampros Yfantis/University College London, Emmanouil Chaniotakis/University College London, Francisco Perez Dominguez/University College London, Thomas Rasmussen/University College London, Maria Kamargianni/University College London, Carlos Lima Azevedo/University College London ANSWERING CHALLENGES FOR MOBILITY-AS-A-SERVICE (MAAS) NETWORK PLANNING IN LOW-DENSITY CITIES VIA MULTI-MODAL PERFORMANCE ANALYSIS (TRBAM-21-04135) Mohamed El-Agroudy/VHB, Hatem Abou-Senna/VHB, Essam Radwan/VHB Defining Public Transit Commuters Based on Their Work Tour Choice (TRBAM-21-03193) Rezwana Rafiq/University of California, Irvine, Michael G McNally/University of California, Irvine Dissolving the Segmentation of Shared Mobility Markets: A Unified Theoretical Framework and Four Examples (TRBAM-21-03443) Xiaotong Guo/Singapore-MIT Alliance for Research and Technology, Hongmou Zhang/Singapore-MIT Alliance for Research and Technology, Peyman Noursalehi/Singapore-MIT Alliance for Research and Technology, Jinhua Zhao/Sin gapore-MIT Alliance for Research and Technology

1084

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 8 1084 - Driver State Monitoring Donald Fisher, OST-R/Volpe Center, presiding Omar Ahmad, National Advanced Driving Simulator (NADS), presiding Sponsored By Standing Committee on Road User Measurement and Evaluation

Visual and cognitive distraction is becoming more and more of a problem in the current fleet of vehicles . Higher levels of automation (Level 1 and Level 2) may increase distraction still more even though the driver is supposed to monitor continuously the dynamic driving task. Distraction is just one type of driver state which can cause impairment. Drowsiness is another large contributor to driver impairment. An international panel of speakers will describe state of the art advances in driver state monitoring that can potentially serve as the basis for the development of real world countermeasures to impaired driver states.

Driver State Monitoring: Algorithms and Alternatives (A) (P21-21288) Katja Kircher/VTI, Swedish National Road and Transport Research Institute Driver State Monitoring: Algorithms and Alternatives (B) (P21-21289) John Gaspar/University of Iowa Driver State Monitoring: Algorithms and Alternatives (C) (P21-21290) Mike Lenne/Seeing Machines Driver State Monitoring: Algorithms and Alternatives (D) (P21-21291) Trent Victor/Waymo Driver State Monitoring: Algorithms and Alternatives (E) (P21-21292) Natasha Merat/University of Leeds Driver State Monitoring: Algorithms and Alternatives (F) (P21-21293) Tuomo Kujala/University of Jyväskylä

27 1085

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 6 1085 - Intelligent Transportation Systems State of the Industry 2021 Gregory Krueger, HNTB Corporation, presiding Sponsored By Standing Committee on Intelligent Transportation Systems

State of ITS in Pennsylvania 2021 (P21-21167) Yassmin Gramian/Pennsylvania Department of Transportation Transportation Data (P21-21168) Richard Schuman/INRIX Communications, Compute and the Car: Implications for ITS in 2021 (P21-21169) Nakul Duggal/Qualcomm, James Misener/Qualcomm USDOT Perspectives on ITS for 2021 (P21-21170) Ken Leonard/U.S. Department of Transportation ITSA Vision and Priorities for 2021 (P21-21171) Shailen Bhatt/Intelligent Transportation Society of America

1086

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 4 1086 - Advances in Sensing and UAV Technologies Colin Brooks, Michigan Technological University, presiding Sponsored By Standing Committee on Information Systems and Technology

This session will explore topics in advanced sensing and drone technologies for transportation, with a particular focus on the benefits, risks, and challenges associated with these technologies for transportation agencies.

Radar Sensing Technology Application on Intersection Safety Assessment - a Kentucky Case Study (P21-20569 ) Richard Li/University of Louisville Development of Mixed Reality Experiments for Smart City Test Centers (P21-20614) Joseph Paki/Michigan Technological University, William Buller/Michigan Tech Research Institute The Use of Drone Technologies by the Cherokee Nation Department of Transportation (P21-20571) Andy Quetone/Cherokee Nation Use of UAS for Traffic Incident Management during Suboptimal Environmental Conditions (P21-20801) Cesar Quiroga/Texas A&M Transportation Institute, Edgar Kraus/Texas A&M Transportation Institute Integration of UAV Sensor Data into Michigan DOT Workflows (P21-20572) Colin Brooks/Michigan Technological University

1087

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 10 1087 - Travel Behavior Research: We've come a long way, and have a long way to go! – a Panel Discussion Eric Miller, University of Toronto, presiding Abolfazl Mohammadian, University of Illinois, Chicago, presiding Sponsored By Standing Committee on Traveler Behavior and Values, Subcommittee on Time Use and Activity Patterns, Joint Subcommittee on Route Choice and Spatio-Temporal Behavior (with AEP40), Subcommittee on International Travel Behavior, Subcommittee on Behavioral Processes: Qualitative and Quantitative Methods

In this simulive session at the Centennial TRB annual meeting the panel will showcase and discuss advances in Travel Behavior research, inspired by innovative methodologies, big data, latest technologies, and efficient policies that affect travel behavior. The panel will also discuss the path forward to address new and revived challenges (e.g., pandemics, transit ridership, innovative modes of travel, AVs, ridesharing plans, and provisions for activity space and social interactions), as well as innovative policies and methods.

Panelists (P21-20492) Margareta Friman/Karlstad University, Susan Handy/University of California, Davis, Sergio Jara Diaz/Universidad de Chile, Hani Mahmassani/Northwestern University, Patricia Mokhtarian/Georgia Institute of Technology (Georgia Tech)

28 1088

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 9 1088 – Transportation Lean Forum (TLF) Community of Practice Gary Vansuch, Colorado Department of Transportation, presiding Sponsored By Standing Committee on Workforce Development and Organizational Excellence

Many state-level governmental organizations (and other similar agencies) which operate highway and transportation systems are utilizing the principles and practices of Lean and similar continuous improvement approaches to encourage employee creativity, innovation, and problem-solving. The Transportation Lean Forum (TLF) is a "community of practice " with this mission: promote Lean and continuous improvement in transportation agencies, and provide a forum for mutual support to each other. This session will feature keynote sessions from several DOTs regarding their approaches to innovation and improvement, including success stories.

Perspectives from the Arizona Department of Transportation (P21-21173) Kismet Weiss/Arizona Department of Transportation Perspectives from the Nebraska Department of Transportation (P21-21174) Linsey Sousek/Nebraska Department of Transportation Perspectives from the Utah Department of Transportation (P21-21182) Patrick Cowley/Utah Department of Transportation Perspectives from the Idaho Transportation Department (P21-21187) Charlene McArthur/Idaho Transportation Department Perspectives from Highways England (P21-21190) Stephen Greenhalgh/Highways England

1089

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 14 1089 - Procurement and Contract Issues for CM/GC, CM@Risk, Job Order Contracts and other Alternative Delivery Methods Shant Boyajian, Nossaman LLP, presiding Sponsored By Standing Committee on Contract Law

Transportation agencies are exploring use of alternative methods to address various challenges in project delivery . CM/ GC and CMAR allow the owner to obtain input into project design from the construction contractor and reduce construction-related risks, with price for construction work negotiated once design reaches an appropriate level. Indefinite quantity/indefinite delivery contracts also offer the benefit of early contractor involvement in projects , with contractors selected based on competitive unit prices forming the basis for determining the contract price once the owner determines the scope of specific projects. The panelists will discuss the processes used to award these types of contracts and lessons learned during administration

Construction Management at Risk / Construction Manager/General Contractor Contracting on Highway and Transit Projects (P21-21142) Ann-Therese Schmid/Nossaman LLP Indefinite Delivery and Indefinite Quantity Contracts for Federal-Aid Construction (P21-21396) Patrick Smith/Federal Highway Administration (FHWA) Alternative Delivery Lessons learned from the Massachusetts Department of Transportation and the Massachusetts Bay Transportation Authority. (P21-21397) Marie Breen/Massachusetts Department of Transportation

29 1090

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 12 1090 - Learning from the Past and Moving into the Future in Roadway Design Sarah Binkowski, HNTB Corporation, presiding Sponsored By Standing Committee on Performance Effects of Geometric Design

In the spirit of constantly improving the Green Book since it's start in the mid 20th Century, this session will provide some lessons learned from the past, some safety analyses of some current interchange designs, and a new way of looking at an old problem. The first presentation will present some perspectives from some of our senior roadway designers so that the next generation of roadway engineers and designers can learn to minimize the number of design challenges they may face. Two presentations will follow on safety evaluations of several new and "old" types of interchanges. Lastly, a presentation will be given on setting speed limits based on roadway context (roadway type and land use) instead of the one size fits all standard.

Lessons Learned In Roadway Design: A Few Nuggets Of Knowledge (P21-20576) David McDonald/Hanson Professional Services, Inc. Systematic Safety Evaluation of Diverging Diamond Interchanges Based on Nationwide Implementation Data (P 21-20579) Ahmed Abdelrahman/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida, Jinghui Yuan/Univ ersity of Central Florida, Ma'en Al-Omari/University of Central Florida Safety Performance of Crossroad Ramp Terminals at Single-Point and Tight Diamond Interchanges (P21-20580) Darren Torbic/Texas A&M Transportation Institute, Richard Porter/VHB, Jeff Gooch/VHB, Kristin Kersavage/VHB Considering Roadway Context in Setting Posted Speed Limits (P21-20584) Kay Fitzpatrick/Texas A&M Transportation Institute, Subasish Das/Texas A&M University, Timothy Gates/Michigan State University, Karen Dixon/Texas A&M University, Eun Sug Park/Texas A&M University

1091

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 15 1091 - Monitoring and Evaluation of Aquatic Organism Passage (AOP) Structures John Hunt, Ayres Associates, presiding Sponsored By Standing Committee on Hydrology, Hydraulics, and Stormwater

The design of Aquatic Organism Passage (AOP) structures is an evolving field that combines the built environment with the natural systems to produce sustainable infrastructure while also being good stewards of the environment. The design and construction of AOP structures has been practiced in many states for some time and continues to be adopted across the US, as environmental agencies, tribal entities, and infrastructure owners seek improved approaches to water crossing designs. Western Federal Lands Highway Division (WFLHD) team has developed a monitoring protocol that includes key metrics for evaluating performance of constructed AOP structures that can be applied to varying design methodologies and streams in diverse geomorphic settings. Efforts include development of a mobile application to collecting monitoring data across the country and evaluation of AOP effectiveness . Turner-Fairbank Highway Research Center (TFHRC) is supporting efforts by developing additional innovative approaches and tools for understanding channel bed evolution, determining bankfull width, and bed/ bank stability within AOP structures that can be used to better understand conditions observed during monitoring and advance design practices.

Monitoring of Aquatic Organism Passage (AOP) Structures at Water Crossings (P21-21084) Justin Lennon/WSP, Casey Kramer/Natural Waters, James Neighorn/Federal Highway Administration (FHWA), Kate Klavon/WSP Bankfull Width and Streambed Evolution for Aquatic Organism Passage Structures (P21-21088) Kornel Kerenyi/Federal Highway Administration (FHWA), Chao Huang/GENEX Systems Open Discussion (P21-21092)

30 1092

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 13 1092 - Innovations in Pavement Condition Evaluation Gabe Cimini, Stantec Consulting Ltd., presiding Sponsored By Standing Committee on Pavement Condition Evaluation

This session will focus on innovations in pavement condition evaluation. It will have presentations on cutting edge technologies that are being used or considered for pavement condition evaluation.

Digital Twinning of Pavement Environments (P21-20728) Wynand Steyn/South African National Roads Agency, Ltd., James Maina/South African National Roads Agency, Ltd., Andre Broekman/University of Pretoria Connected Vehicles, Real-time Road Monitoring Devices (P21-20729) Björn Zachrisson/NIRA Dynamics AB Rapid Mapping of Slippery Pavement Conditions with Connected Vehicles and Machine Learning Algorithm (P2 1-20730) Xiong Yu/Case Western Reserve University

1093

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 11 1093 - Winter Maintenance Technology and Innovation in Practice Tina Greenfield, Iowa Department of Transportation, presiding Antony Coventry, Federal Highway Administration (FHWA), presiding Sponsored By Standing Committee on Winter Maintenance

Cutting-edge practices, materials, equipment, and information technologies are always finding their way into the daily operations of winter maintenance professionals around the world. Our panelists represent agencies who are trying some of the newest technology. We'll feature what they're doing, their motivation, and how they're able to turn research into practice.

Automating Winter Operations -- the Indiana DOT Smart Plow System (P21-20291) Jeremy McGuffey/Indiana Department of Transportation Deicing Alternatives (P21-20292) Laura Fay/Western Transportation Institute (WTI) Advanced Liquid Deicing in the Contract Maintenance Sector (P21-20473) Jim Turcan/Cornerstone Partners Horticulture Reclaimed Brine for Residential Snow Fighting (P21-20780) Mike Gresch/Steve Brown Apartments Crowd-Sourced Road Friction for Winter Operations (P21-20799) Dan Eriksson/Swedish Transport Administration (TRAFIKVERKET)

1094 CM (1.50)

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 1 1094 - Advancing Transportation Equity Ipek Sener, Texas A&M Transportation Institute, presiding Sponsored By Standing Committee on Equity in Transportation

Transportation contributes to many societal outcomes, including employment, health, and wealth. However, disparities and inequities in transportation systems, services, and decision-making processes disproportionately impact underserved and underrepresented communities. This session will present a verity of studies and evaluation tools used by transportation agencies to advance equity and inclusion in transportation services.

Balancing the Scales: Addressing Equity in Transportation Decision Making (Featuring TCRP Report 214: Equity Analysis in Regional Transportation Planning) (P21-21018) Hannah Twaddell/ICF

(continued) 31 Transportation Equity Analysis: Concepts and Evaluation Methods (P21-21400) Todd Litman/Victoria Transport Policy Institute Empowering People with Transportation Equity (P21-21420) Valerie Lefler/Feonix Mobility Rising Equity Programs at LA Metro (P21-21421) KeAndra Cylear Dodds/Los Angeles County Metropolitan Transportation Authority

1095

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 2 1095 - Positive Train Control (PTC) and PTC Integration Opportunities with Highway-Rail Grade Crossing Warning Systems to Improve Safety Adrian Hellman, OST-R/Volpe Center, presiding Aemal Khattak, University of Nebraska, Lincoln, presiding Sponsored By Standing Committee on Railroad Operating Technologies, Standing Committee on Highway/Rail Grade Crossings

As Positive Train Control (PTC) has been applied across most of the US rail network, a number of potential opportunities have been identified that may improve safety at highway-rail grade crossings (crossings). Illinois and Michigan have implemented higher speed passenger service utilizing PTC and advanced warning systems at crossings. In Colorado, Denver's RTD has deployed a PTC advanced activation system for controlling its crossings . Integrating PTC with crossing warning systems is challenging. As large amount of financial, intellectual and technological resources were expended to reach this point and valuable lessons have been learned about PTC’s interoperability with crossings. This session examines the use of PTC to enhance crossing safety from the perspective of the freight rail industry, commuter and passenger railroads and Government safety regulators.

Chicago to St Louis High Speed Rail Line – Lessons Learned and How to Move from Design into Actual Implementation. (P21-20009) Steve Laffey/Illinois Commerce Commission, Brian Vercruysse/Illinois Commerce Commission Denver Regional Transit District Experience with PTC/Four-Quadrant Gate Integration (P21-20106) Pamela Fischhaber/Colorado Public Utilities Commission Freight Railroad Experience with PTC and Highway-Grade Crossing Integration (P21-20107) Michael Newcomb/Union Pacific Railroad Company

1096

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 3 1096 - Freight Day, Part 1: Atypical Disruptions in Supply Chains James Nolan, University of Saskatchewan, presiding Sponsored By Freight Systems Group, Marine Group

Recent changes in supply, demand, and consumer behavior are creating a need to rethink existing supply chains and traditional freight distribution models. Online shopping is replacing brick-and-mortar stores, and this is increasing the need for home delivery options. Also, as companies and countries look to diversify energy sources, the movement of large volumes of cargo and supplies entail a highly international and dynamic supply chain concerning traditional sectors like agriculture, mining, and oil & gas, as well as relatively new players such as LNG, biofuels, and solar and wind energy infrastructure components. The changes in commodity market conditions and how they influence freight systems are the focus of this session.

Supply Chains and Logistics: COVID-19 and Luxembourg (P21-20908) Daniel Kohl/Arthur Welter Transports Experiences in International Supply Chain Disruptions (P21-20910) Emile Naus/Bearing Point Oil Markets and the Duel Impacts of the OPEC and COVID-19 Crises - Part 1 (P21-20157) Susan Grissom/American Fuel and Petrochemical Manufacturers Association Oil Market and Duel Impact of OPEC and COVID-19 Crises - Part 2 (P21-20911) Kathryn Clay/International Liquid Terminals Association

32 1097

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 7 1097 - Airfield Research Around the World Ernest Heymsfield, University of Arkansas, Fayetteville, presiding Sponsored By Standing Committee on Aircraft/Airport Compatibility

This lectern session will include 4 presentations. The presentations will include research on a global scale considering research in Brazil, France, Singapore, and the U.S.

Research Conducted in Brazilian Universities for the Advancement of the Airfield Sector (P21-20317) Claudia Pereira/Instituto Tecnologico de Aeronautica A Case Study on Quality Control of Airport Pavement Construction Based On Deflection Measurement (P21-203 18) Jun Yew Tan/Samwoh Innovation Centre Pte Ltd ACR/PCR Best Practices Through Examples (P21-20319) cyril FABRE/Airbus SAS Airport Pavement Research at FAA (P21-20320) Navneet Garg/Federal Aviation Administration (FAA)

1098

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Live Session 9A 1098 - State DOT CEO Roundtable: Strengthening Institutional Foundations and Rethinking Transportation for the Post-Covid World Victoria Sheehan, New Hampshire Department of Transportation, presiding Sponsored By Executive Committee

Substantial dislocations from Covid-19 on all aspects of the transportation system—along with attendant land use implications especially in and around cities—continue almost a year into the pandemic yet still remain to be better understood. With that said, waiting to act in light of major shifts in travel patterns and disproportionate burden falling on communities of color and essential workers is unacceptable. This roundtable featuring state DOT CEOs will examine AASHTO President Victoria Sheehan’s focus on how state DOTs can proactively improve their institutional foundations today in order to advance quality of life and economic opportunity for everyone in the post-Covid world.

Harnessing Transportation to Mitigate COVID-Related Burdens to Disadvantaged Populations (P21-21477) Shawn Wilson/Louisiana Department of Transportation and Development Meeting the Post-COVID Needs in Both Urban and Rural Areas Served by State Departments of Transportation ( P21-21478) Margaret Anderson Kelliher/Minnesota Department of Transportation Engaging and Educating the Public on the Role of State Departments of Transportation to Lead Recovery and Growth after COVID (P21-21479) Diane Gutierrez-Scaccetti/New Jersey Department of Transportation Harnessing Unexpected but Rapid Adoption of Adaptability and Flexibility for the Long-Term at State Departments of Transportation Including on Workforce (P21-21480) Kevin Thibault/Florida Department of Transportation Strengthening Transportation and Land Use Planning and Coordination (P21-21481) Gregory Slater/Maryland Department of Transportation

1099

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1099 - Exposure to Risk, Stress, Conflicts, and Crashes: Innovative Pedestrian Safety Analysis Methods Michael Cynecki, Lee Engineering, presiding Sponsored By Standing Committee on Pedestrians

Assessing Pedestrian Safety Levels Crossing Independence Boulevard in Charlotte, NC (TRBAM-21-03546) Connor Klassen/VHB

(continued) 33 Dangerous Streets: An Analysis of Factors Associated with Pedestrian Crash Severity in Phoenix, Arizona (TR BAM-21-02846) Brian Peck/Arizona State University, Rebecca Sanders/Arizona State University, Deborah Salon/Arizona State University Evaluating Pedestrian Crash Prone Locations to Formulate Policy Interventions towards Improved Safety and Walkability at Sidewalks and Crosswalks (TRBAM-21-01205) Mallikarjun Patil/Birla Institute of Technology and Science Pilani, Bandhan Majumdar/Birla Institute of Technology and Science Pilani, Prasanta Sahu/Birla Institute of Technology and Science Pilani Evaluating Pedestrian “Safety in Numbers” at Signalized Intersections in Utah with Pedestrian Exposure Data from Traffic Signals (TRBAM-21-02609) Ahadul Islam/Utah State University, Michelle Mekker/Utah State University, Patrick Singleton/Utah State University Evaluating the Impact of Exogenous Factors on Pedestrian Injury Severity Using Alternate Modeling Frameworks in the Context of a Developing Urban Metropolis (TRBAM-21-02213) Shahnewaz Hasanat-E-Rabbi/BUET, Md Asif Raihan/BUET, S M Mahmud/BUET, Md. Shamsul Hoque/BUET Exploration of Transit Station-Oriented Active Transportation Safety Using Bivariate Spatial Models with Different Covariate Inputs (TRBAM-21-02608) Mankirat Singh/California State Polytechnic University, Pomona, Yongping Zhang/California State Polytechnic University , Pomona, Wen Cheng/California State Polytechnic University, Pomona, Hairui Tang/California State Polytechnic University, Pomona, Edward Clay/California State Polytechnic University, Pomona Impact of Walking Environment on the Walkability Measures (TRBAM-21-03135) MD MEHEDI HASAN/Western Michigan University, Jun-Seok Oh/Western Michigan University, Valerian Kwigizile/West ern Michigan University Incorporating Conflict Risks in Pedestrian-Motorist Interactions: A Game Theoretical Approach (TRBAM-21-016 38) Yunchang Zhang/Purdue University, Jon Fricker/Purdue University Investigating Pedestrians’ Exposure to Traffic-Related PM and BC at Intersections: a Case Study in Shanghai, China (TRBAM-21-03919) Mazimba Mazimba/Shanghai Jiao Tong University, ZHONGREN PENG/Shanghai Jiao Tong University, Hong-Di He/Sha nghai Jiao Tong University, Hongmei Zhao/Shanghai Jiao Tong University, Kaifa Lu/Shanghai Jiao Tong University Analysis of Factors Affecting Pedestrian Crash Frequency Considering Demographic, Land Use, and Roadway Characteristics (TRBAM-21-03625) Emmanuel James/Northern Arizona University, Brendan Russo/Northern Arizona University Invited Student Paper: Spatial Equity Analysis of Nighttime Pedestrian Safety: The Role of Land Use and Alcohol Establishments (TRBAM-21-03731) Benson Long/University of New Mexico, Nick Ferenchak/University of New Mexico Ontario's Pedestrian Crash Causation Study: A Focus on the Impact of Large-Scale Trends on Road Safety (TR BAM-21-01497) Sarah Plonka/Government of Ontario Ministry of Transportation, Patrick Byrne/Government of Ontario Ministry of Transportation, Sara Volo/Government of Ontario Ministry of Transportation, Ian Sinclair/Government of Ontario Ministry of Transportation, Thadsha Prabha/Government of Ontario Ministry of Transportation Risk Analysis and Evaluation for Conflicts between Crossing Pedestrians and Right-turning Vehicles at Intersections (TRBAM-21-01294) Feifei Xin/Tongji University, Chongjing Sun/Tongji University, Xiaobo Wang/Tongji University Street Smart New Jersey Campaign: Observational Pedestrian Safety Assessment (TRBAM-21-00448) Mohammad Jalayer/Rowan University, Deep Patel/Rowan University, Patrick Szary/Rowan University, Keith Hamas/Ro wan University Measuring Pedestrian Level of Stress in Urban Environments: A Naturalistic Walking Pilot Study (TRBAM-21-00 212) Seth LaJeunesse/University of North Carolina, Paul Ryus/University of North Carolina, Wesley Kumfer/University of North Carolina, Sirisha Kothuri/University of North Carolina, Krista Nordback/University of North Carolina

1100

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1100 - Traffic Flow Theory and Characteristics, Part 2: Recent Advances for Network Modeling and Control for Multimodal Systems (Part 1, Session 1061; Part 3, Session 1352) Sponsored By Standing Committee on Traffic Flow Theory and Characteristics

(continued) 34 Model Free Perimeter Metering Control for Urban Networks Using Deep Reinforcement Learning (TRBAM-21-00 086) Dongqin Zhou/Pennsylvania State University, Vikash Gayah/Pennsylvania State University Methodology to Increase the Flexibility in Inter-region Flow Control for Urban Traffic (TRBAM-21-00552) Sunghoon Kim/Korea Advanced Institute of Science and Technology (KAIST), Monica Menendez/Korea Advanced Institute of Science and Technology (KAIST), Hwasoo Yeo/Korea Advanced Institute of Science and Technology (KAIST ) Linear Regression Analysis of Regional Mean Speed of Athens City Network Using Drone Data: A Multi-Modal Approach (TRBAM-21-01228) Mahendra Paipuri/Université Gustave Eiffel, Emmanouil Barmpounakis/Université Gustave Eiffel, Nikolas Geroliminis/U niversité Gustave Eiffel, Ludovic Leclercq/Université Gustave Eiffel On the impacts of roadway hierarchy on the network Macroscopic Fundamental Diagram (TRBAM-21-01230) Guanhao Xu/Pennsylvania State University, Vikash Gayah/Pennsylvania State University Macroscopic Ride-Sourcing Model for Fleet Rebalancing (TRBAM-21-01310) Caio Vitor Beojone/Ecole Polytechnique Federale de Lausanne (EPFL), Nikolas Geroliminis/Ecole Polytechnique Federale de Lausanne (EPFL) Stabilization of Macroscopic Fundamental Diagram Networks via Nonlinear Model Predictive Control (TRBAM-2 1-01473) Isik Ilber Sirmatel/Ecole Polytechnique Federale de Lausanne (EPFL), Nikolas Geroliminis/Ecole Polytechnique Federale de Lausanne (EPFL) Coordinated perimeter flow and variable speed limit control for mixed freeway and urban networks (TRBAM-21 -01616) Rebeka Yocum/Pennsylvania State University, Vikash Gayah/Pennsylvania State University On the calculation of a virtual set of trips for the calibration of aggregated traffic models (TRBAM-21-01877) Sergio Batista/New York University, Abu Dhabi, Guido Cantelmo/New York University, Abu Dhabi, Monica Menendez/Ne w York University, Abu Dhabi, Constantinos Antoniou/New York University, Abu Dhabi Percolation-based multi-perimeter traffic signal control (TRBAM-21-02341) Homayoun Hamedmoghadam/Monash University, NAN ZHENG/Monash University, Daqing Li/Monash University, Hai Vu/Monash University Capturing Travel Time Reliability via the Generalized Bayesian Traffic Model (TRBAM-21-02554) Zheng Zhu/George Mason University, Atabak Mardan/George Mason University, Shanjiang Zhu/George Mason University, Hai Yang/George Mason University Calibration of Time-dependent Trip Distance Distribution with For-hire Vehicle Trips in Chicago (TRBAM-21-026 69) Irene Martinez Josemaria/University of California, Irvine, Wenlong Jin/University of California, Irvine Periodicity Detection of Simulated Traffic Data and Calibration of Network Fundamental Diagrams in Signalized Road Networks (TRBAM-21-02673) Ximeng Fan/University of California, Irvine, Wenlong Jin/University of California, Irvine Resilience Enhancement for Disrupted Urban Roadway Networks via Data-driven Perimeter Control (TRBAM-21 -02730) Chunli Zhu/Tsinghua University, Jianping Wu/Tsinghua University, Anastasios Kouvelas/Tsinghua University A Pure Linear Programming Approach to Estimate the Macroscopic Fundamental Diagrams of Urban Networks (TRBAM-21-03269) Weike Lu/University of Alabama, Jun Liu/University of Alabama, Guojing Hu/University of Alabama, Allen Parrish/Univer sity of Alabama, Alexander Hainen/University of Alabama Emergence of 4-D System Fundamental Diagram in Urban Air Mobility Traffic Flow (TRBAM-21-04027) Christopher Cummings/Northwestern University, Hani Mahmassani/Northwestern University Joint Prediction of Next Location and Travel Time from Urban Vehicle Trajectories using Long Short-Term Memory Neural Networks (TRBAM-21-04125) Jie Sun/University of Queensland, Jiwon Kim/University of Queensland A Stochastic Framework to Assess the Network-Level Societal Impacts of Autonomous and Connected Vehicles in a Mixed Traffic Environment (TRBAM-21-04287) Fatemeh Fakhrmoosavi/Michigan State University, Ehsan Kamjoo/Michigan State University, Mohammadreza Kavianipour/Michigan State University, Ali Zockaie/Michigan State University, Archak Mittal/Michigan State University, Alireza Talebpour/Michigan State University Macroscopic Fundamental Diagram Parameter Estimation: A Maximum Likelihood Approach (TRBAM-21-04353 ) Rafegh Aghamohammadi/Georgia Institute of Technology (Georgia Tech), Jorge Laval/Georgia Institute of Technology ( Georgia Tech)

(continued) 35 Real-time Ridesharing for Transportation Hubs with Demand and Supply Uncertainty (TRBAM-21-04371) Zengxiang Lei/University of Alabama, Tuscaloosa, Xinwu Qian/University of Alabama, Tuscaloosa, Xiaowei Chen/Univer sity of Alabama, Tuscaloosa, Satish Ukkusuri/University of Alabama, Tuscaloosa Semi-analytical Estimation of Macroscopic Fundamental Diagrams: From Corridors to Networks (TRBAM-21-01 077) Gabriel Tilg/Technische Universitat Munchen, Lukas Ambühl/Technische Universitat Munchen, Sergio Batista/Technisch e Universitat Munchen, Monica Menendez/Technische Universitat Munchen, Ludovic Leclercq/Technische Universitat Munchen, Fritz Busch/Technische Universitat Munchen

1101

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1101 - Technical Advances in Assessing Transportation Noise and Abatement Adam Alexander, Gannett Fleming Inc., presiding Kristin Rowe, Rummel, Klepper, and Kahl, LLP (RK&K), presiding Sponsored By Standing Committee on Transportation-Related Noise and Vibration

Poster presentations highlighting recent research in the field of transportation noise.

Probabilistic Evaluation and Component Modeling of Sound Absorption Coefficient of Pervious and Non-Pervi ous Pavements at the MnROAD Research Facility (TRBAM-21-01542) Bernard Izevbekhai/Minnesota Department of Transportation, Annika Christiansen/Minnesota Department of Transportation TNM Sub-Source Height Analysis - TNM-Defined Heavy Truck Vs. User-Defined Heavy Truck (TRBAM-21-01739) Eric Moskus/ICF International Inc, Peter Hardie/ICF International Inc Analysis and MASH TL-5 Crash Testing of a 6 foot Tall Constant Slope Barrier with Attached Noise Abatement Wall (TRBAM-21-02100) Akram Abu-Odeh/Texas A&M Transportation Institute, Ahmad Hammad/Texas A&M Transportation Institute Agent-Based Simulation of City-Wide Autonomous Ride-Pooling and the Impact on Traffic Noise (TRBAM-21-02 370) Felix Zwick/ETH Zurich, Nico Kuehnel/ETH Zurich, Rolf Moeckel/ETH Zurich, Kay Axhausen/ETH Zurich Pavement Acoustic Mapping Technology Demonstration Project (TRBAM-21-03288) Bruce Rymer/California Department of Transportation (CALTRANS), Paul Donavan/California Department of Transportation (CALTRANS), Carrie Janello/California Department of Transportation (CALTRANS), David Buehler/Calif ornia Department of Transportation (CALTRANS) A Before-and-After Traffic Noise Analysis of a Roundabout Converted to a Signalized Intersection in Qatar (TR BAM-21-04231) Khaled Shaaban/Utah Valley University, Khadija Abdur-Rouf/Utah Valley University A Traffic Noise Prediction Study in Doha, Qatar: Modification of the CORTN Model for Roundabouts and Signalized Intersections (TRBAM-21-04265) Khadija Abdur-Rouf/Utah Valley University, Khaled Shaaban/Utah Valley University

1102

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1102 --COVID-19 Policies and Transportation Impacts Sponsored By Standing Committee on Data for Decision Making

The challenges of COVID-19 demand timely action, but there is inevitably a lag between recognition of the problem and policy implementation. This study uses a change point detection framework to quantify the time lag effect on transportation, as indicated by changes in travel patterns. Both the length of the policy lag and magnitude of the impacts on road system, transit, and micromobility are investigated through case studies of New York City and Seattle . Results show that the method effectively identifies abrupt and significant changes in different transportation systems and produces lessons learned to understand the dynamics related to COVID-19.

36 Time Lag Effects of COVID-19 Policies on Transportation Systems: A Comparative Study of New York City and Seattle (TRBAM-21-02064) Zilin Bian/New York University, Fan Zuo/New York University, Jingqin Gao/New York University, Yanyan Chen/New York University, Sai Sarath Chandra Pavuluri Venkata/New York University, Suzana Duran Bernardes/New York University, Kaan Ozbay/New York University, Xuegang Ban/New York University, Jingxing Wang/New York University

1103

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1103 - Advances and Innovation in Structural Design Materials and Bridge Designs Wael Zatar, Marshall University, presiding Richard Dunne, GPI, presiding Sponsored By Standing Committee on Innovative Highway Structures and Appurtenances , Standing Committee on Seismic Design and Performance of Bridges

Learn about structural advancements and innovations with respect to: carbon fiber reinforced polymers & external post -tensioning; uses & limitations of engineered cementitious composites; UHPC barrier to deck connection details; pile splicing with glass fiber reinforced polymer dowels; and calibration of LRFD for the mechanical design of moveable bridges. All are welcome!

Use of Carbon Fiber Reinforced Polymer and External Post-tensioning to Strengthen Prestressed Concrete I- beams in the Hampton Roads Bridge Tunnel Approach Spans (TRBAM-21-00616) Michael Sprinkel/Virginia Department of Transportation, Tony Ledesma/Virginia Department of Transportation, Andrew Zickler/Virginia Department of Transportation, James Discalo/Virginia Department of Transportation Fracture Characteristics of Interface Between Steel Bridge Deck and In-Situ Engineered Cementitious Composites (TRBAM-21-00718) Shuyin Wu/Shandong University of Science and Technology Design of Prestressed Precast Pile Splice Using Glass Fiber Reinforced Polymer (GFRP) Dowels (TRBAM-21-00 842) Saman Farhangdoust/Florida International University, Armin Mehrabi/Florida International University, Steven Nolan/Flori da International University Calibration of LRFD Mechanical Design for Movable Bridges (TRBAM-21-01725) Sylwia Stawska/Auburn University, Anjan Ramesh Babu/Auburn University, Andrzej Nowak/Auburn University, J.Michae l Stallings/Auburn University, Jeff Newman/Auburn University, James Phillips/Auburn University Effects of Engineered Cementitious Composites on seismic response of bridge components (TRBAM-21-01960 ) Sabarethinam Kameshwar/Louisiana State University, Gabriel Arce/Louisiana State University, Marwa Hassan/Louisian a State University Introducing a New Connection Detail for Connecting Prefabricated Barrier to Concrete Deck Using UHPC (TRB AM-21-03857) Abbas Khodayari/Florida International University, Islam Mantawy/Florida International University, Atorod Azizinamini/Flor ida International University

1104

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1104 - Asphalt Pavement Density Advancements - Technology is Changing Sponsored By Standing Committee on Asphalt Pavement Construction and Rehabilitation , Section ‐ Construction

Using Large Linked Field Data Sets to Investigate Density’s Impact on the Performance of WSDOT Asphalt Pavements (TRBAM-21-03929) Ryan Howell/University of Washington, Stephen Muench/University of Washington, Milad Zokaei Ashtiani/University of Washington, James Feracor/University of Washington, Mark Russell/University of Washington, Jeff Uhlmeyer/University of Washington Signal Stability and Height-correction Method for GPR In Situ Asphalt Concrete Density Prediction (TRBAM-21- 00127) Qingqing Cao/University of Illinois, Urbana-Champaign, Imad Al-Qadi/University of Illinois, Urbana-Champaign

(continued) 37 Field Density Investigation of Asphalt Mixtures in Minnesota (TRBAM-21-01763) Tianhao Yan/University of Minnesota, Twin Cities, Mihai Marasteanu/University of Minnesota, Twin Cities, Chelsea Bennett/University of Minnesota, Twin Cities, John Garrity/University of Minnesota, Twin Cities Meso-scale Kinematic Responses of Asphalt Mixture in Both Field and Laboratory Compaction (TRBAM-21-019 20) Xue Wang/Penn State Altoona, Shihui Shen/Penn State Altoona, Hai Huang/Penn State Altoona Achieving Asphalt Pavement Density with Minimal Mat Defects (TRBAM-21-00997) Adam Hand/University of Nevada, Reno, Timothy Aschenbrener/University of Nevada, Reno, Nam Tran/University of Nevada, Reno, Fabricio Leiva-Villacorta/University of Nevada, Reno

1105

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1105 - LCA and Cost Analysis of using Intelligent Compaction for Asphalt Pavements Sponsored By Standing Committee on Asphalt Pavement Construction and Rehabilitation

This invited student presentation features asphalt pavement compaction LCA with the use of intelligent compaction equipment.

Life-Cycle Assessment and Cost Analysis of Using Intelligent Compaction for Construction of Asphalt Pavement Layers (TRBAM-21-02893) David Corona/California State University, Los Angeles, Siavash Aval/California State University, Los Angeles, Mehran Mazari/California State University, Los Angeles

1106

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1106 - Pavement Management Modeling Sponsored By Standing Committee on Pavement Management Systems

Pavement performance prediction is an essential component of pavement management systems. Papers presented in this session provide discussion on various modeling procedures for predicting pavement performance.

Comparison of feedforward and recurrent neural networks for predicting pavement roughness (TRBAM-21-008 85) Fengdi Guo/Massachusetts Institute of Technology (MIT), Jeremy Gregory/Massachusetts Institute of Technology (MIT), Randolph Kirchain/Massachusetts Institute of Technology (MIT) Pavement Performance Modeling with State PMS Network Data (TRBAM-21-00886) Hongbin Xu/University of Texas, Austin, Moo Yeon Kim/University of Texas, Austin, Chirstian Sabillon-Orellana/Universit y of Texas, Austin, Jorge Prozzi/University of Texas, Austin Predicting Pavement Roughness Using Deep Learning Algorithms (TRBAM-21-00906) QINGWEN ZHOU/University of Illinois, Urbana-Champaign, Egemen Okte/University of Illinois, Urbana-Champaign, Imad Al-Qadi/University of Illinois, Urbana-Champaign Performance of Machine Learning Algorithms in Modeling Pavement Deterioration: A Meta-Analysis of IRI Prediction Models (TRBAM-21-00932) Mohammad Bashar/University of Colorado, Boulder, Cristina Torres-Machi/University of Colorado, Boulder Modeling and Predicting Smoothness of Asphalt Overlays using Network and Project Level Data (TRBAM-21-00 933) Dingxin Cheng/California State University, Chico, Lerose Lane/California State University, Chico, Tom Pyle/California State University, Chico, Allen King/California State University, Chico Developing a priority model for Urban Roads maintenance at a network level based on Multi-Quantitative Criteria (TRBAM-21-03008) Hussain Alshehri/Jazan University, AL-Haytham Moafa/Jazan University, Elyas Madkhali/Jazan University, Abdulaziz Mashhor/Jazan University, Yahya Homadi/Jazan University, Hesham Najmi/Jazan University, Abdoulmajed Al-Kahlout/J azan University, Muhammad Mubaraki/Jazan University Development of a Probabilistic Pavement Performance Prediction Model (TRBAM-21-03498) Gopi Musunuru/Fugro, James Greene/Fugro, Bouzid Choubane/Fugro

(continued) 38 Five-Year Project-Level Statewide Pavement Performance Forecasting Using a Two-stage Machine Learning Approach Based on LSTM (TRBAM-21-03602) Zhongyu Yang/Georgia Institute of Technology (Georgia Tech), Alexander Bukharin/Georgia Institute of Technology (Ge orgia Tech), Yichang Tsai/Georgia Institute of Technology (Georgia Tech)

1107

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1107 - Understanding Mobile Source Emissions and Air Pollution Exposure Alexander Bigazzi, University of British Columbia, presiding Sponsored By Standing Committee on Air Quality and Greenhouse Gas Mitigation

The Impact of Passenger Vehicle Fuel Demand Reduction on the Carbon Intensity of U.S. Petroleum Refining: A Bottom-Up Optimization Approach (TRBAM-21-03874) Abdullah Alarfaj/Carnegie Mellon University, I. Daniel Posen/Carnegie Mellon University, W. Michael Griffin/Carnegie Mellon University, Constantine Samaras/Carnegie Mellon University Effect of Lockdown during COVID-19 Pandemic on Urban Air Quality in China (TRBAM-21-04049) Wan-Jin Cai/Shanghai Jiao Tong University, ZHONGREN PENG/Shanghai Jiao Tong University, Hong-Di He/Shanghai Jiao Tong University Identification of traffic contribution to air quality in urban area: A new insight from air quality change during Convid-19 pandemic (TRBAM-21-04041) Wu CuiLin/Shanghai Jiao Tong University, Hong-Di He/Shanghai Jiao Tong University, Zhong-Ren Peng/Shanghai Jiao Tong University Dispersion Characteristics of Submicron Particle (PM1) in Near-Road Areas: A New Insight from UAV Measurements and CFD Simulations (TRBAM-21-03513) Xin Liu/Shanghai Jiao Tong University, ZHONGREN PENG/Shanghai Jiao Tong University, Hong-Di He/Shanghai Jiao Tong University Spatiotemporal Distribution of Traffic Emissionbased on Numerical Computational Fluid Dynamics (CFD) Simulation (TRBAM-21-02443) Jian Sun/Shanghai Jiao Tong University, Xueqing Shi/Shanghai Jiao Tong University Effects of Vehicle Load on Emissions of Heavy-duty Diesel Trucks: A Study based on Real-world Data (TRBAM- 21-04178) Xin Wang/Beijing Jiaotong University, Guohua Song/Beijing Jiaotong University, Zhiqiang Zhai/Beijing Jiaotong University, Yizheng Wu/Beijing Jiaotong University, Lei Yu/Beijing Jiaotong University Impacts of Traffic and Meteorology on Roadside Particle Concentrations Under Different Time Intervals (TRBA M-21-04015) Tie Zheng/Shanghai Jiao Tong University, Si-Yu Li/Shanghai Jiao Tong University, ZHONGREN PENG/Shanghai Jiao Tong University Characterizing the particle variations and human exposure in port and urban areas (TRBAM-21-04286) Hong-Mei Zhao/Shanghai Maritime University, Hong-Di He/Shanghai Maritime University, Ji-Qiang Zhao/Shanghai Maritime University, Yi Ding/Shanghai Maritime University, ZHONGREN PENG/Shanghai Maritime University, Hong-We i Wang/Shanghai Maritime University The Impacts of Roadside Green Infrastructure on Cyclists and Pedestrians’ Exposure to Black Carbon and Particulate Matters (TRBAM-21-04289) Yue-Ping Jia/Shanghai Jiao Tong University, Tie Zheng/Shanghai Jiao Tong University, Xin Liu/Shanghai Jiao Tong University, ZHONGREN PENG/Shanghai Jiao Tong University, Hong-Di He/Shanghai Jiao Tong University Pedestrians Exposure to Particulate Matter on Crosswalk at Urban Intersection (TRBAM-21-04105) Ziye Wang/Shanghai Jiao Tong University, Hong-Di He/Shanghai Jiao Tong University, Hong-Mei Zhao/Shanghai Jiao Tong University, ZHONGREN PENG/Shanghai Jiao Tong University Exploring the influence of contributing factors and impact degree on bus emissions in real-world conditions (T RBAM-21-01514) Chao Wang/Southeast University, Zhirui Ye/Southeast University Pedestrian Exposure to Traffic-Related Fine Particulate Pollutants on Urban Arterials: Comparison for Children and Adults (TRBAM-21-01745) Satya Patra/Indian Institute of Technology, Madras, Lelitha Vanajakshi/Indian Institute of Technology, Madras Investigating the Distribution Characteristics and Influencing Factors of Traffic-related Pollutants in Different Lanes at a Toll Station (TRBAM-21-03944) Zhenguang Luo/Shanghai Jiao Tong University, ZHONGREN PENG/Shanghai Jiao Tong University, Hong-Di He/Shang hai Jiao Tong University

(continued) 39 Hyperlocal Spatiotemporal Distributions of Traffic-Related Air Pollutants in Urban Near-Road Neighborhoods (T RBAM-21-04342) MENGYI JIN/Shanghai Jiao Tong University, ZHONGREN PENG/Shanghai Jiao Tong University, HONGDI HE/Shangh ai Jiao Tong University

1108

Monday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1108 - Micromobility Jean Ruestman, Michigan Department of Transportation, presiding Sponsored By Standing Committee on Innovative Public Transportation Services and Technologies

This session covers various aspects of micromobility including impacts of scooter sharing on bus ridership ; relationship among micromobility, transit and traffic; changes in travel behavior, attitudes and preferences of e-scooter riders and non-riders; user characteristics, spatio-temporal patterns and spatial access in e-scooter service; displacement of other modes due to e-scooters; and behavior of micromobility users before and after COVID-19.

Preferences for Shared Modes of Local Public Transport Users in the Urban Last-Mile (TRBAM-21-00544) Roy van Kuijk/Technische Universiteit Delft, Gonçalo Homem de Almeida Correia/Technische Universiteit Delft, Niels van Oort/Technische Universiteit Delft, Bart van Arem/Technische Universiteit Delft Impacts of Shared Electric Scooters on Bus Ridership in Nashville, Tennessee (TRBAM-21-00923) Abubakr Ziedan/University of Tennessee, Nitesh Shah/University of Tennessee, Yi Wen/University of Tennessee, Candace Brakewood/University of Tennessee, Christopher Cherry/University of Tennessee, Justin Cole/University of Tennessee Spatiotemporal Analysis of the Relationship between Micromobility, Transit, and Traffic (TRBAM-21-01087) Muyang Lu/Pennsylvania State University, University Park, Elizabeth Traut/Pennsylvania State University, University Park, S. Ilgin Guler/Pennsylvania State University, University Park Changes in Travel Behavior, Attitudes, and Preferences among E-Scooter Riders and Non-Riders: Results from Pre and Post E-Scooter System Launch Surveys at Virginia Tech (TRBAM-21-01487) Ralph Buehler/Virginia Polytechnic Institute and State University (Virginia Tech), Andrea Broaddus/Virginia Polytechnic Institute and State University (Virginia Tech), Ted Sweeney/Virginia Polytechnic Institute and State University (Virginia Tech), Wenwen Zhang/Virginia Polytechnic Institute and State University (Virginia Tech), Elizabeth White/Virginia Polytechnic Institute and State University (Virginia Tech), Mike Mollenhauer/Virginia Polytechnic Institute and State University (Virginia Tech), Ted Sweeney/Virginia Polytechnic Institute and State University (Virginia Tech) The Perspectives on E-scooters Use: A Longitudinal Approach to Understanding E-scooter Travel Behavior in Portland, Oregon (TRBAM-21-02645) Nicholas Puczkowskyj/Portland State University, Minju Kim/Portland State University, John MacArthur/Portland State University, Jennifer Dill/Portland State University User Characteristics, Spatiotemporal Patterns and Spatial Access in a Dockless E-Scooter Service in Puerto Rico (TRBAM-21-02714) Daniel Rodriguez-Roman/University of Puerto Rico, Mayaguez, Andrés Camacho Bonet/University of Puerto Rico, Mayaguez, Gabriela Yáñez González/University of Puerto Rico, Mayaguez, Fernando Acosta Pérez/University of Puerto Rico, Mayaguez, Lina Villa Zapata/University of Puerto Rico, Mayaguez, Carlos del Valle González/University of Puerto Rico, Mayaguez, Benjamín Colucci Ríos/University of Puerto Rico, Mayaguez, Alberto Figueroa Medina/University of Puerto Rico, Mayaguez What Mobility Modes Do Shared E-Scooters Displace? A Review of Recent Research Findings (TRBAM-21-0408 2) Kailai Wang/University of California, Davis, Xiaodong Qian/University of California, Davis, Giovanni Circella/University of California, Davis, Yongsung Lee/University of California, Davis, Jai Malik/University of California, Davis, Dillon Fitch/Univ ersity of California, Davis Understanding the variations of micro-mobility behavior before and during COVID-19 pandemic period in Switzerland (TRBAM-21-04291) Aoyong Li/ETH Zurich, He Haitao/ETH Zurich, Pengxiang Zhao/ETH Zurich, Kay Axhausen/ETH Zurich

40 1109

Monday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1109 - Advancements in Road User Measurement & Evaluation Francis Tainter, University of Massachusetts, Amherst, presiding Sponsored By Standing Committee on Road User Measurement and Evaluation

Our presenters will cover a range of interesting topics in human factors and driving including driver speed behavior, driver response time, car following behavior, driver distraction, dangerous driving behavior, bicyclist communication and bicyclist stress level, and Responsibility Sensitive Safety (RSS). The presenters will also describe methodologies and techniques used to perform this research including naturalistic driving, driving simulation, bicycle simulation, virtual reality, machine learning, neural networks and driver modeling.

Analysis of Bicyclist Communication in a Simulator Environment (TRBAM-21-00050) Patrick Malcolm/Technical University of Munich, Georgios Grigoropoulos/Technical University of Munich, Andreas Keler/ Technical University of Munich, Heather Kaths/Technical University of Munich, Klaus Bogenberger/Technical University of Munich Effects of Driving Environment and Driver Characteristics on Speed Adaptation Mechanisms of Drivers (TRBA M-21-00709) Ankit Kumar Yadav/Indian Institute of Technology, Bombay, Nagendra Velaga/Indian Institute of Technology, Bombay Impact of Drivers' Characteristics on Speed Choice Behavior in Adverse Weather Conditions: A Driving Simulat or Study (TRBAM-21-01080) Mehdi Zolali/Imam Khomeini International University, Babak Mirbaha/Imam Khomeini International University, Hamidreza Behnood/Imam Khomeini International University Bicyclist Maneuver Type Prediction using Bidirectional Long Short-Term Memory Neural Networks (TRBAM-21- 01203) Georgios Grigoropoulos/Technische Universitaet Muenchen, Patrick Malcolm/Technische Universitaet Muenchen, Andreas Keler/Technische Universitaet Muenchen, Heather Kaths/Technische Universitaet Muenchen, Klaus Bogenberger/Technische Universitaet Muenchen, Fritz Busch/Technische Universitaet Muenchen Performance and Safety Evaluation of Responsibility-Sensitive Safety in Freeway Car-Following Scenarios Using the Intelligent Driver Model and Model Predictive Control. (TRBAM-21-02562) Xuesong Wang/Tongji University, Omar Hassanin/Tongji University, Xiangbin Wu/Tongji University Drivers’ Safety Grade and Ecology Grade Prediction Model Based on Random Forest (TRBAM-21-02697) Xiaohua Zhao/Beijing University of Technology, Haolin Chen/Beijing University of Technology, Yiping Wu/Beijing University of Technology, Ying Yao/Beijing University of Technology, Yuan Yan/Beijing University of Technology, Cheng Gong/Beijing University of Technology, Yang Shi/Beijing University of Technology Cross-Platform Comparison of Driver Responses during Simulated Automated Driving and Correlations with Trust (TRBAM-21-03173) Ganesh Pai/University of Massachusetts, Amherst, Michael Knodler/University of Massachusetts, Amherst, Cole Fitzpatrick/University of Massachusetts, Amherst, Jaydeep Radadiya/University of Massachusetts, Amherst, Sarah Widrow/University of Massachusetts, Amherst, Anuj Kumar Pradhan/University of Massachusetts, Amherst Car-following Behavior Factors Contributing to Rear-end Crashes and Near-crashes: A Naturalistic Driving Study (TRBAM-21-03181) Xuesong Wang/Tongji University, Xuxin Zhang/Tongji University, Feng Guo/Tongji University, Yue Gu/Tongji University, Xiaohui Zhu/Tongji University Driver Distraction Detection Based on Vehicle Dynamics Using Naturalistic Driving Data (TRBAM-21-03496) Xuesong Wang/Tongji University, Rongjiao Xu/Tongji University, Siyang Zhang/Tongji University Visualization of Driving Scenes for Realistic Simulator Experimentation - An Efficient Framework (TRBAM-21-0 3634) Tingting Zhang/Wuhan University, xiao zhou/Wuhan University, Pei Wang/Wuhan University, Ching-Yao Chan/Wuhan University Predicting Drivers’ Reaction Time in Unexpected Lane Departure Situations Using Brainwave Signals: Application of Machine Learning Techniques (TRBAM-21-03855) Soheil Borhani/University of Tennessee, Knoxville, Ramin Arvin/University of Tennessee, Knoxville, Ziming Liu/Universit y of Tennessee, Knoxville, Asad J. Khattak/University of Tennessee, Knoxville, Xiaopeng Zhao/University of Tennessee, Knoxville, Miao Wang/University of Tennessee, Knoxville

(continued) 41 Evaluation of Brake Reaction Time and Evasive Action Performance of Motorized Two-Wheeler Riders towards Jaywalking through Mock-Up Control Studies (TRBAM-21-04039) Pradhan Kumar Akinapalli/Indian Institute of Technology, Hyderabad, Digvijay Pawar/Indian Institute of Technology, Hyderabad An optimized algorithm of dangerous driving behavior identification based on unbalanced data (TRBAM-21-040 59) Jing Wang/Tongji University, Yichuan Peng/Tongji University, Chongyi Li/Tongji University Quantifying Bicycling Stress Level Using Virtual Reality and Electrodermal Activity Sensor (TRBAM-21-04274) Mohsen Nazemi/ETH Zurich, Michael van Eggermond/ETH Zurich Development of a High Fidelity Virtual Reality Cycling Simulator for Road Safety Education and Research (TRB AM-21-04340) Fred Feng/University of Michigan, Dearborn, Ayah Hamad/University of Michigan, Dearborn

1110

Monday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1110 - Intelligent Transportation Systems 2021, Part 1 (Part 2, Session 1135) Sponsored By Standing Committee on Intelligent Transportation Systems

Quantitative Evaluation of Advanced Traffic Management Systems using Multi-Criteria Decision Analysis (TRB AM-21-03690) Mohammad Razaur Rahman Shaon/University of Connecticut, Xiaofeng Li/University of Connecticut, Yao-Jan Wu/Univ ersity of Connecticut, Simon Ramos/University of Connecticut A Study on Feasibility of Vehicle to Infrastructure Applications Supported Through Advanced Wireless Communications (TRBAM-21-00461) Anjan Rayamajhi/Leidos, Inc., Animesh Balse/Leidos, Inc., Edward Leslie/Leidos, Inc., Sudhakar Nallamothu/Leidos, Inc., Hyungjun Park/Leidos, Inc. Automatic Traffic Queue-End Identification Using Location-Based Waze User Reports (TRBAM-21-02882) Yuandong liu/Oak Ridge National Laboratory, Zhihua Zhang/Oak Ridge National Laboratory, Lee Han/Oak Ridge National Laboratory, Candace Brakewood/Oak Ridge National Laboratory Evaluation of Wrong-Way Driving (WWD) Detection Proof of Concept (TRBAM-21-00245) Alvin Stamp/Colorado Department of Transportation, Susi Marlina/Colorado Department of Transportation, Bruce Janson/Colorado Department of Transportation, Vijay Sabawat/Colorado Department of Transportation Sequential Optimization of an Emergency Response Vehicle’s Intra-link Movement in a Partially Connected Vehicle Environment (TRBAM-21-02364) Gaby Joe Hannoun/New York University, Abu Dhabi, Pamela Murray-Tuite/New York University, Abu Dhabi, Kevin Heaslip/New York University, Abu Dhabi, Thidapat Chantem/New York University, Abu Dhabi Intersection Braking Advisor: A Connected Vehicle-Infrastructure Application (TRBAM-21-00517) David LeBlanc/University of Michigan, Transportation Research Institute, Scott Bogard/University of Michigan, Transportation Research Institute, Kathiravan Natarajan/University of Michigan, Transportation Research Institute, Sue Bai/University of Michigan, Transportation Research Institute Traffic Density Estimation via a Particle Filter using Connected Vehicle Data (TRBAM-21-00100) Mohammad Aljamal/Virginia Polytechnic Institute and State University (Virginia Tech), Hossam Abdelghaffar/Virginia Polytechnic Institute and State University (Virginia Tech), Hesham Rakha/Virginia Polytechnic Institute and State University (Virginia Tech) Vehicle Trajectory Optimization at Roundabouts with a Mixed-fleet of Automated and Human-driven Vehicles (T RBAM-21-00905) Rasool Mohebifard/North Carolina State University, Ali Hajbabaie/North Carolina State University Multinomial Classification Method for Short-Term Spatial and Temporal Prediction of Freeway Crashes: Case Study of Interstate 270 in Missouri (TRBAM-21-01845) Osama Mohammed/Saint Louis University, Jalil Kianfar/Saint Louis University, Yadong Wang/Saint Louis University A Pattern-Based Automatic Incident Detection Method for a Vehicle-to-Infrastructure Communication Environment (TRBAM-21-03466) Kun Zhang/Saint Louis University, Jalil Kianfar/Saint Louis University, Kamran Moghaddam/Saint Louis University Exploring Dynamic Mode Decomposition for Robust System Identification: Applications to Adaptive Signalised Intersections (TRBAM-21-03451) Kazi Redwan Shabab/University of Central Florida, Shakib Mustavee/University of Central Florida, Shaurya Agarwal/Uni versity of Central Florida, Mohamed H. Zaki/University of Central Florida

(continued) 42 Video-based Network-wide Surrogate Safety Analysis to Support a Proactive Network Screening Using Connected Cameras: Case Study in the City of Bellevue (WA) United States (TRBAM-21-03654) Lana Samara/McGill University, Paul St-Aubin/McGill University, Franz Loewenherz/McGill University, Noah Budnick/Mc Gill University, Luis Miranda-Moreno/McGill University Autonomous Real-Time Multiple Vehicles Detection and Tracking System (TRBAM-21-00617) Enas Abu Lebdeh/Yarmouk University, Bashar Awad/Yarmouk University, Ahmad Alomari/Yarmouk University, Mohammed Hawamdeh/Yarmouk University, Mohammad Karasneh/Yarmouk University, Sara Al-Qudah/Yarmouk University, Yara Ajjawi/Yarmouk University Cooperative Ramp Merging In Mixed Traffic: Closed-loop Optimal Control And Real Time Computing (TRBAM-2 1-04253) Ziyan Gao/Southwest Jiaotong University, Zheyi Li/Southwest Jiaotong University, Tianyu Huang/Southwest Jiaotong University, Zhanbo Sun/Southwest Jiaotong University Infrastructure Owner Operator Applications for an Event Driven Configurable Message - a Flexible V2I Message Structure for Requesting and Receiving Vehicle Sensor Data (TRBAM-21-03304) Loren Stowe/Virginia Polytechnic Institute and State University (Virginia Tech), Zachary Doerzaph/Virginia Polytechnic Institute and State University (Virginia Tech), Jay Parikh/Virginia Polytechnic Institute and State University (Virginia Tech ) A Markov Decision Process Framework to Incorporate Network-Level Data in Motion Planning for Connected and Automated Vehicles (TRBAM-21-01750) Xiangguo Liu/Northwestern University, Neda Masoud/Northwestern University, Qi Zhu/Northwestern University, Anahita Khojandi/Northwestern University CONCEPT AND FRAMEWORK OF THE NEW GENERATION OF SMART HIGHWAY (TRBAM-21-01257) Chenglong Liu/Tongji University, Difei Wu/Tongji University, Cong Zhao/Tongji University, Yuchuan Du/Tongji University, Yishun Li/Tongji University Utilizing Traffic Disturbance Metrics to Estimate and Predict Freeway Traffic Breakdown and Safety Events (TR BAM-21-02546) Leila Azizi/Central Transportation Planning Staff (CTPS), Mohammed Hadi/Central Transportation Planning Staff (CTPS ) Smart Traffic Signs to Support Infrastructure-To-Vehicle Communication in the Rural Settings (TRBAM-21-0358 5) Enes Karaaslan/Connected Wise LLC, Burak Sen/Connected Wise LLC, Tolga Ercan/Connected Wise LLC, Haluk Laman/Connected Wise LLC, James Pol/Connected Wise LLC

1111

Monday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1111 - Road Scholars: New Research in Travel Time, Speed, and Reliability Data Ramkumar Venkatanarayana, Virginia Transportation Research Council, presiding Jiaqi Ma, University of California, Los Angeles, presiding Sponsored By Standing Committee on Urban Transportation Data and Information Systems , Standing Committee on Highway Traffic Monitoring, Joint Subcommittee on Travel Time Speed and Reliability (with ACP70)

This session covers the use, analysis, and estimation of travel time, speed, and reliability. Topics covered include methods to analyze, process, and validate data; performance measures and determination of appropriate metrics; comparison of various sources of travel time data; modeling of travel time; queue length estimation; handling missing data, comparisons across sources of data; full travel path as well as road segment travel times; and inclusion of other data such as weather into travel time estimates.

Planning Level Estimation of Travel Time Reliability for Virginia Interstate Highways (TRBAM-21-00150) Navid Amoei khorshidi/Iran University of Science and Technology, Shahriar Afandizadeh Zargari/Iran University of Science and Technology, Navid Kalantari/Iran University of Science and Technology Improving Short-term Travel Speed Prediction with High Resolution Spatial and Temporal Rainfall Data (TRBA M-21-00209) Corey Harper/Carnegie Mellon University, Sean Qian/Carnegie Mellon University, Constantine Samaras/Carnegie Mellon University Development and Evaluation of a Wi-Fi MAC Scanner and its Application in forecasting Prediction Intervals for Stream Travel Time (TRBAM-21-00427) Satya Patra/Indian Institute of Technology, Madras, Bharathiraja Muthurajan/Indian Institute of Technology, Madras, Bharathiraja Muthurajan/Indian Institute of Technology, Madras, Lelitha Vanajakshi/Indian Institute of Technology, Madras (continued) 43 Traveller Recurrence and Individual Travel Time Variability: Analysis with Stockholm Bluetooth Data (TRBAM-2 1-00827) Erik Jenelius/KTH Royal Institute of Technology Estimating Freeway Level-of-Service (LOS) Using Crowdsourced Data (TRBAM-21-01023) Nima Hoseinzadeh/University of Tennessee, Knoxville, Yangsong Gu/University of Tennessee, Knoxville, Lee Han/Univ ersity of Tennessee, Knoxville, Candace Brakewood/University of Tennessee, Knoxville, Brad Freeze/University of Tennessee, Knoxville An Improved Euclidean Distance Weighted K-Nearest Neighbor Model for Traffic State Forecasting (TRBAM-21- 01243) Xiaojian Hu/Southeast University, Tong Liu/Southeast University, Ye Li/Southeast University, Zhiwei Cui/Southeast University, Tong Liu/Southeast University Highway Travel Time Prediction Using Machine Learning Techniques through a Dynamic Approach (TRBAM-21 -01815) Homa Taghipour/University of Illinois, Chicago, Amir Bahador Parsa/University of Illinois, Chicago, Abolfazl Mohammadian/University of Illinois, Chicago Spatiotemporal Short -Term Traffic Speed Prediction using Machine Learning Techniques with Probe and Weather Data. (TRBAM-21-01749) Pouyan Hosseini/ITERIS, Inc., Maan Qraitem/ITERIS, Inc., Tiffany Symes/ITERIS, Inc., Shayan Khoshmagham/ITERIS , Inc. Comparison of Transit Travel Time Estimation Using Schedules, Real-Time Vehicle Arrivals, and Smartcard Inference Methods (TRBAM-21-02072) Ting Li/University of Minnesota, Twin Cities, Patrick Meredith-Karam/University of Minnesota, Twin Cities, Hui Kong/Uni versity of Minnesota, Twin Cities, Anson Stewart/University of Minnesota, Twin Cities, John Attanucci/University of Minnesota, Twin Cities, Jinhua Zhao/University of Minnesota, Twin Cities Taxi GPS Data in Urban Road Network: A Methodology to Identify Key Road Clusters Based on Travel Speed – Traffic Volume Correlation (TRBAM-21-02114) Yi Li/Tongji University, Qing Yu/Tongji University, Weifeng Li/Tongji University, Han Yang/Tongji University Influence of Data Aggregation Processes on the Estimation of Travel Time Distributions from Probe Vehicle Data for Assessing Travel Time Reliability (TRBAM-21-02301) Christopher Day/Iowa State University, Toushik Niloy/Iowa State University An Adaptive Filtering Algorithm for Estimating Signalized Arterial Travel Times Using ANPR Data (TRBAM-21-03 843) Pengyao Ye/Southwest Jiaotong University, Cheng Li/Southwest Jiaotong University Improving Interstate Freeway Travel Time Reliability Analysis by Clustering Travel Time Distributions (TRBAM- 21-03007) Xiaoxiao Zhang/University of Virginia, Mo Zhao/University of Virginia, Justice Appiah/University of Virginia, Michael Fontaine/University of Virginia

1112

Monday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1112 - Advances in Network Equilibrium Models Yu Nie, Northwestern University, presiding Sponsored By Standing Committee on Transportation Network Modeling

A Deep-Learning Approach for Network Traffic Assignment with Incomplete Data (TRBAM-21-00354) Yue Su/Southwest Jiaotong University, Wenbo Fan/Southwest Jiaotong University, Jakob Puchinger/Southwest Jiaotong University, Minyu Shen/Southwest Jiaotong University Adapting The Barzilai-Borwein Step Size for The Nonadditive Traffic Equilibrium Problem (TRBAM-21-01844) Heqing Tan/Hohai University, Muqing Du/Hohai University, Anthony Chen/Hohai University Dynamic Mixed Information Strategy for Heterogeneous Network Users and System Optimal Design (TRBAM-2 1-02070) Larkin Folsom/North Carolina A&T State University, Hyoshin Park/North Carolina A&T State University Mean Field Games Framework to Departure Time Choice Equilibrium in Urban Traffic Networks (TRBAM-21-030 75) Mostafa Ameli/University Gustave Eiffel, Mohamad Sadegh Shirani Faradonbeh/University Gustave Eiffel, Jean-Patrick Lebacque/University Gustave Eiffel, Hossein Abouee-Mehrizi/University Gustave Eiffel, Ludovic Leclercq/University Gustave Eiffel

(continued) 44 Parallel Network Flow Allocation in Repeated Routing Games via LQR Optimal Control (TRBAM-21-03196) Yiling You/University of California, Berkeley, Marsalis Gibson/University of California, Berkeley, Alexandre Bayen/Univer sity of California, Berkeley A Framework to Generate Realistic and Scalable Hypothetical Networks for Transportation Studies (TRBAM-21- 04236) Negin Shariat/University of California, Irvine, Daisik Nam/University of California, Irvine, R. Jayakrishnan/University of California, Irvine, Michael Hyland/University of California, Irvine Self-Regulating Demand and Supply Equilibrium in Joint Simulation of Travel Demand and a Ride-Pooling Service (TRBAM-21-04170) Gabriel Wilkes/Karlsruhe Institute of Technology (KIT), Roman Engelhardt/Karlsruhe Institute of Technology (KIT), Lars Briem/Karlsruhe Institute of Technology (KIT), Florian Dandl/Karlsruhe Institute of Technology (KIT), Peter Vortisch/Karl sruhe Institute of Technology (KIT), Klaus Bogenberger/Karlsruhe Institute of Technology (KIT), Martin Kagerbauer/Karl sruhe Institute of Technology (KIT) Adaptive Sampling Simulated Annealing for the synthesis of disaggregate mobility data from Origin-Destinatio n matrices (TRBAM-21-02157) Haris Ballis/University of Cyprus, Loukas Dimitriou/University of Cyprus Effects of Origin-Destination Matrix Errors on User Equilibrium in Networks (TRBAM-21-02676) Priyadarshan Patil/University of Texas, Austin, Carlin Liao/University of Texas, Austin, Stephen Boyles/University of Texas, Austin Origin-Destination matrix estimation in the presence of faulty measurements using the cell transmission model (TRBAM-21-00542) Yiolanda Englezou/University of Cyprus, Stelios Timotheou/University of Cyprus, Christos Panayiotou/University of Cyprus Estimating Link Flows from Limited Traffic Volume and Sparse Trajectory Data: Reinforcement Learning Approaches (TRBAM-21-00338) Miner Zhong/University of Queensland, Jiwon Kim/University of Queensland, Zuduo Zheng/University of Queensland Network Assignment-Based Estimation of Origin-Destination Matrices with a Full Travel Demand Model (TRBA M-21-03275) William Alexander/University of Texas, Austin, Carlin Liao/University of Texas, Austin, Rishabh Thakkar/University of Texas, Austin, Karthik Velayutham/University of Texas, Austin, Stephen Boyles/University of Texas, Austin A Congested Schedule-based Dynamic Transit Passenger Flow Estimator Using Stop Count Data (TRBAM-21-0 0990) Qi Liu/New York University, Joseph Chow/New York University Efficient Computation of Optimal Traffic Assignment in Nationwide Highway Networks from Raw Loop Detector Data (TRBAM-21-01153) Alexander Roocroft/University of Sheffield, Muhamad Azfar Ramli/University of Sheffield, Giuliano Punzo/University of Sheffield A Stochastic Multi-Agent Optimization Framework for Interdependent Transportation and Power System Analyses (TRBAM-21-01368) Zhaomiao Guo/University of Central Florida, Fatima Afifah/University of Central Florida, Junjian Qi/University of Central Florida Development of an Integrated Transportation and Land Use Microsimulation Model on a Flexible Modeling Platform (TRBAM-21-03010) Muhammad Habib/Dalhousie University, Stephen McCarthy/Dalhousie University An improved PBCD method for the parallel computing of traffic assignment problem (TRBAM-21-02655) Zewen Wang/Southeast University, Kai Zhang/Southeast University, Xinyuan Chen/Southeast University, Meng Wang/S outheast University, Zhiyuan Liu/Southeast University Performance of Reservation-Based Carpooling Service under Detour and Waiting Time Restrictions (TRBAM-2 1-04122) Yanfeng Ouyang/University of Illinois, Urbana-Champaign, Haolin Yang/University of Illinois, Urbana-Champaign, Carlos Daganzo/University of Illinois, Urbana-Champaign

45 1113

Monday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1113 – Dwight David Eisenhower Transportation Fellowship Program Posters, Part 1 (Part 2, Session 1215; Part 3, Session 1306; Part 4, Session 1397) Sponsored By Section - Executive Management Issues

U.S. DOT Dwight David Eisenhower Transportation Fellowship Program student posters.

Existing Technologies, Novel Benefits: Connecting Non-Motorized Users with Roadway Infrastructure (P21-203 65) Amy Wyman/Oregon State University Change in Vehicle Ownership Rates: The Roles of Lifecycle and Cohort Effects (P21-20366) Julene Paul/University of California, Los Angeles Understanding the effect of cognitive deficits on driving behavior among concussed adolescent driver (P21-20 367) Divya Jain/University of Pennsylvania Equity and Demand Implications of Public Transit Fare Policies (P21-20368) Zakhary Mallett/University of Southern California Enhancement of Constructability of Diverse and Unconventional Intersections and Interchanges (P21-20369) Minerva Bonilla/North Carolina State University Optimizing Laboratory Curing Conditions for Hot Mix Asphalt to Better Simulate Field Behavior (P21-20370) Benjamin Arras/University of Texas, El Paso Personal Mobility Behaviors following Large Unexpected Shocks - The Case of COVID-19 (P21-20371) Mohamed Amine Bouzaghrane Accounting for Streetscape Design in Pedestrian Preferences Using a Mixed Methods Field Experiment (P21-20 372) Chester Harvey/University of California, Berkeley To Pool or Not to Pool? Exploring Opportunities to Expand the Market for Pooling Through Multi-Objective Optimization of Pricing Policies (P21-20373) Jessica Lazarus/University of California, Berkeley How can Shared Electric Autonomous Mobility (SEAM) fill mobility gaps for vulnerable populations and what are the barriers to realizing the benefits of SEAM? (P21-20374) William Lyons/University of Massachusetts, Amherst Household provisioning in response to COVID-19: How are online shopping platforms shifting travel behavior? (P21-20375) Gabriella Abou-Zeid/Portland State University Denver’s Sidewalks: Engineering, Policy, Economics, and Equity (P21-20376) Peyton Gibson/University of Colorado, Denver Potential Access for Common Carrier Parcel Lockers at Transit Facilities in Portland, Oregon (P21-20377) Katherine Keeling/Portland State University Comparative Analysis of Wildfire and Hurricane Evacuations (P21-20378) Fanny Kristiansson/Embry Riddle Aeronautical University Exploring Factor Relationships Among Driving Simulator Outcome Variables in Horizontal Curves Using a Neurodiverse Sample (P21-20379) Gabriela Sherrod/University of Alabama, Birmingham Safety Verification of Neural Networks for Unmanned Aircraft and Robotics Applications (P21-20380) Joseph Vincent/Stanford University Establishing Safe Operating Speeds for Autonomous Vehicles: A Case Study from the Automated Skyway Express in Jacksonville, Florida (P21-20381) Andrew Loken/University of Nebraska, Lincoln Artificial Intelligence Resilience-Based Infrastructure Management and Maintenance Plan (P21-20382) Julian Jesso/Embry Riddle Aeronautical University Algorithmic Challenges in High-Capacity On-Demand Mobility (P21-20383) Juan Carlos Martinez Mori/Cornell University Where will upzoning induce changes to the built environment? (P21-20384) Matthew Conway/Arizona State University Parameter identifiability of car-following dynamics (P21-20385) Yanbing Wang/Vanderbilt University (continued) 46 Roadside Vegetation Design and Management: State Interpretations and Environmental Impacts (P21-20386) Ellen White/Rutgers University DDETFP poster 23 (P21-20387) Joshua Davidson/University of Pennsylvania The use and influence of health indicators in transportation decision-making (P21-20388) Kelly Rodgers/Portland State University Effect of Perceived Driving Styles on Simulated Driving Performance Among Drivers with Developmental Disabilities (P21-20389) Austin Svancara/University of Alabama, Birmingham What Causes Change in Travel Behavior? Exploring the Relationship Between Key Events and Travel Behavior Using Social Media (P21-20394) Evan Iacobucci/Rutgers University Crowdsourced-focused Distribution Operations in Free-floating Scooter Systems (P21-20395) Lacy Greening/Georgia Institute of Technology (Georgia Tech) Guidelines for Flaring Approach Guardrail Transitions (AGTs) Away from the Traveled Roadway (P21-20396) Ryan Bickhaus/University of Nebraska, Lincoln Trajectories of Teen Driver Self-Regulation: The Role of Learner Phase Practice (P21-20397) Melanie Albright/University of Alabama, Birmingham DDETFP poster 30 (P21-20398) Gregory Harasym/University of California, Berkeley Literature Review on Ridesourcing Users' Travel Behavior in North America (P21-20400) Cassidy Crossland/University of Tennessee, Knoxville The Role of Transit in the Upward Mobility of Low-Income Indianapolis Residents (P21-20402) Arianna Rambaram/Purdue University Estimating transportation pollution burden to inform zoning protocols in Oakland, California (P21-20403) Lily MacIver/University of California, Berkeley DDETFP poster 34 (P21-20404) Edgar Mejía/University of California, Los Angeles Slow Streets in San Francisco (P21-20406) Lena Rogow/University of California, Los Angeles A Theory of Curb Parking Management (P21-20407) Miriam Pinski/University of California, Los Angeles Ridehail to School: An Analysis of HopSkipDrive and School Transportation Options for Vunerbable Students in Los Angeles County (P21-20408) Samuel Speroni/University of California, Los Angeles DDETFP poster 38 (P21-20409) Edward Forscher/University of California, Berkeley Fleet Sizing and Service Region Partitioning for Same-Day Delivery Systems (P21-20410) Dipayan Banerjee/Georgia Institute of Technology (Georgia Tech) DDETFP poster 40 (P21-20411) George Gunter/Vanderbilt University Diversifying transportation: Nurturing mobility cultures (P21-20412) Teo Wickland/University of California, Los Angeles Evaluating First and Last Mile Access to Transit for People with Disabilities (P21-20413) Kaylyn Levine/University of Texas, Austin Transit Ridership & Neighborhood Change in Southern California (P21-20414) Hannah King/University of California, Los Angeles Make room for buses: A case study of transit revival in Seattle, and lessons for urban America (P21-20415) Madeleine Parker/University of California, Berkeley The Effect of COVID-19 on Routine Mode Choice (P21-20416) Amy Lee/University of California, Davis Care Coordinators’ Perspectives on Transportation Barriers to Accessing Healthcare in North Carolina During the COVID-19 Pandemic (P21-20417) Lindsay Oluyede/University of North Carolina, Chapel Hill DDETFP poster 47 (P21-20418) Vamsi Krishna Vegamoor/Texas A&M University COVID-19 and Travel Trends in US Counties (P21-20420) Rachael Panik/Georgia Institute of Technology (Georgia Tech)

(continued) 47 Midwest Virtual Road Corridor (MVRC): An ultra-compact road map representation for CAVs (P21-20421) Ricardo Jacome/Mid-America Transportation Center Sinkhole Susceptibility Model using Remote Sensing Data (P21-20422) Ronald Rizzo/University of Kentucky DDETFP poster 51 (P21-20423) Alexandra Pan/University of California, Berkeley DDETFP poster 52 (P21-20424) Robert Pfaff/University of Michigan, Ann Arbor Accurate, multimodal microsimulation of urban air mobility and its impact on travel behavior and land use (P21 -20425) Pavan Yedavalli/University of California, Berkeley DDETFP poster 53 (P21-20426) Zhongxia Yan/Massachusetts Institute of Technology (MIT) Examining Transport Access, Egress, and Heterogeneity at U.S. Community Colleges (P21-20427) Aqshems Meten Nichols/University of California, Berkeley

1114

Monday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1114 – Innovative Tools to Enhance Transportation Asset Management Richard Boadi, Wood Environment & Infrastructure Solutions, Inc., presiding Sponsored By Standing Committee on Transportation Asset Management

Transportation Asset Management is well understood in State Departments of Transportation and is maturing . Practitioners are exploring tools to enhance analysis and decision making. Presenters will provide examples of innovative tools that can be used to support asset management decision making.

Network-Level Optimization Module for Bridge Planning and Programming (TRBAM-21-01027) Karim Naji/University of New Hampshire, Erin Santini-Bell/University of New Hampshire, Kyle Kwiatkowski/University of New Hampshire Element-Based Multi-Objective Optimization Methodology Supporting a Transportation Asset Management Framework for Bridge Planning and Programming (TRBAM-21-01021) Karim Naji/University of New Hampshire, Erin Santini-Bell/University of New Hampshire, Kyle Kwiatkowski/University of New Hampshire Element-Based Life-Cycle Improvement Module for Bridge Planning and Programming (TRBAM-21-01024) Karim Naji/University of New Hampshire, Erin Santini-Bell/University of New Hampshire, Kyle Kwiatkowski/University of New Hampshire Pavement Performance Modeling: Capturing the Effects of Quality Improvements (TRBAM-21-00285) Anuarbek Onayev/University of British Columbia, Omar Swei/University of British Columbia Decision Support Tool for Management of Transportation Infrastructure (TRBAM-21-01615) Nikola Tanasic/Infrastructure Management Consultants, GmbH (IMC), Rade Hajdin/Infrastructure Management Consultants, GmbH (IMC) Integrated Herfindahl-Hirschman Index, Compromise Programming, And ε-Constraint Method for Multicriteria Performance-based Transportation Budget Allocation (TRBAM-21-01611) Tung Truong/Illinois Institute of Technology, Ji Zhang/Illinois Institute of Technology, Zongzhi Li/Illinois Institute of Technology, Lu Wang/Illinois Institute of Technology A National Survey and Roadmap on Complete Streets Implementation Status and Its Asset Management (TRBA M-21-03503) April Gadsby/Georgia Institute of Technology (Georgia Tech), Ronald Knezevich/Georgia Institute of Technology (Georgi a Tech), Pingzhou Yu/Georgia Institute of Technology (Georgia Tech), Yichang Tsai/Georgia Institute of Technology (Ge orgia Tech), John Harvey/Georgia Institute of Technology (Georgia Tech)

1115

Monday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1115 - Advances in Bridge Construction Research Sponsored By Standing Committee on Construction of Bridges and Structures, Subcommittee on Accelerated Bridge Construction (with AKC00), Section ‐ Bridges and Structures

(continued) 48 Investigation of Grouted Coupler Connection Details for Accelerated Bridge Construction (TRBAM-21-01841) Travis Hosteng/Bradley University, Yoon-Si Lee/Bradley University, Brent Phares/Bradley University, James Nelson/Bra dley University Repair of Timber Piles Using Ultra-High-Performance Concrete (TRBAM-21-03084) Carlos Sosa Cardenas/Florida International University, Islam Mantawy/Florida International University, Atorod Azizinamini/Florida International University 3D-Printing of Ultra-High-Performance Concrete for Robotic Bridge Construction (TRBAM-21-03768) Ali Javed/Florida International University, Islam Mantawy/Florida International University, Atorod Azizinamini/Florida International University Connection Details for Concrete Filled Tubes using UHPC for Resilient Bridge Substructure (TRBAM-21-03779) Sheharyar Rehmat/Florida International University, Amir Sadeghnejad/Florida International University, Atorod Azizinamini/Florida International University

1116

Monday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session Geotechnical Asset Management in Action Scott Anderson, BGC Engineering Inc, presiding Jie Han, University of Kansas, presiding Sponsored By Section ‐ Geology and Geotechnical Engineering, Section ‐ Geology and Geotechnical Engineering, Subcommittee on Geotechnical Asset Management, Standing Committee on Transportation Earthworks, Standing Committee on Foundations of Bridges and Other Structures

Geotechnical Asset Management for Louisiana (TRBAM-21-01714) Gavin Gautreau/Louisiana Department of Transportation and Development, Adele Lee/Louisiana Department of Transportation and Development Use of the Alaska Geotechnical Asset Management Database in Evaluation of Retaining Structures After an Earthquake (TRBAM-21-02081) John Thornley/Golder Associates Inc., Barry Benko/Golder Associates Inc., Alyson Mathers/Golder Associates Inc. In-Situ Evaluation of Bridge MSE Retaining Walls with Excessive Panel Movements (TRBAM-21-03320) Zaid Momani/University of Texas, Arlington, Nur Yazdani/University of Texas, Arlington, Eyosias Beneberu/University of Texas, Arlington State of the Practice Review of Integral Abutment Bridge in Response to Seasonal Temperature Change (TRBA M-21-02675) Hao Liu/University of Kansas, Jie Han/University of Kansas, Robert Parsons/University of Kansas

1117

Monday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1117 - Winter Maintenance Technology Showcase Tina Greenfield, Iowa Department of Transportation, presiding Sponsored By Standing Committee on Winter Maintenance

New developments in plow routing, lighting for plow safety, snow fencing, and protecting salt-vulnerable areas

Enhanced Roadside Drainage System for Protection of Salt Vulnerable Areas (TRBAM-21-01529) Sepideh Emami Tabrizi/University of Guelph, Arman Amouzadeh/University of Guelph, Hani Farghaly/University of Guelph, Bahram Gharabaghi/University of Guelph Evaluating Costs and Benefits of Snow Fences in Illinois (TRBAM-21-03407) Shambhu Baral/Southern Illinois University, Edwardsville, Yan Qi/Southern Illinois University, Edwardsville, Pranesh Biswas/Southern Illinois University, Edwardsville Integrating Connected Vehicle Data in Road Network Weather Management Systems: Snowplow Routing Application (TRBAM-21-04250) Euhye Kim/Northwestern University, Hani Mahmassani/Northwestern University Effectiveness of Green Warning Lights with Different Flashing Patterns for Winter Maintenance Operations (TR BAM-21-03772) Fatemeh Fakhrmoosavi/Michigan State University, Ramin Saedi/Michigan State University, Farish Jazlan/Michigan State University, Ali Zockaie/Michigan State University, Mehrnaz Ghamami/Michigan State University, Timothy Gates/Mi chigan State University, Peter Savolainen/Michigan State University

49 1118

Monday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1118 - Mobility for Older Adults and People with Disabilities Julie Babinard, The World Bank, presiding Joseph Goldman, Kearns & West, presiding Sponsored By Standing Committee on Accessible Transportation and Mobility

Older adults and people with disabilities encounter barriers in accessing all kinds of transportation, leaving their mobility needs unmet for regular travel. Accessibility has to be included as a key consideration in order to a travel option to be equitable for more types of users. This poster session brings together papers researching a range of travel modes and trip options to assess the accessibility of available transportation for these user groups. Topics include wheelchair accessibility in vehicles, public transportation modes, differences between urban versus rural environments, pandemic response impacts on travel, driving status and changes in travel, and trip pattern behaviors.

Seat yielding behavior in public transportation: policy implications from a survey of China (TRBAM-21-00264) Farrukh Baig/Dalian University of Technology, Farrukh Baig/Dalian University of Technology, Dong Zhang/Dalian University of Technology, Jaeyoung Lee/Dalian University of Technology, Hongda Xu/Dalian University of Technology Disability and Access to Out-of-Home Activities: Comparing Travel Time Prices for Adults with and without a Disability (TRBAM-21-00330) Eric Morris/Clemson University, Kelcie Ralph/Clemson University, Jaekyeong Kwon/Clemson University Examining the Mobility Needs and Challenges of Older Adults in Urban, Suburban, and Rural Environments (T RBAM-21-01531) Ming Lee/Florida International University, Xia Jin/Florida International University, Fahmid Tousif/Florida International University ‘I’m stuck’: Impacts of the COVID-19 Pandemic Response on Access to Transportation and Other Essentials Among People with Disabilities (TRBAM-21-03102) Abigail Cochran/University of North Carolina, Chapel Hill How Does Driving Status Affect Trip Patterns among Older Adults in Suburban and Rural Communities? (TRBA M-21-03904) Dahai Han/University of Wisconsin, Milwaukee, Yura Lee/University of Wisconsin, Milwaukee, Jie Yu/University of Wisconsin, Milwaukee, Corie Dejno/University of Wisconsin, Milwaukee Heterogeneities in Older Adults Travel Times and Activity Durations: Analysis of the 2017 NHTS Personal Trip Data (TRBAM-21-04243) Mingqi Yao/University of California, Irvine, Suman Mitra/University of California, Irvine, Stephen Ritchie/University of California, Irvine Exploring heterogeneous adoption behavior of wheelchair-accessible express bus for physically disabled people (TRBAM-21-04377) Sunghoon Jang/Eindhoven University, Yongju Yi/Eindhoven University, Jeong Ah Jang/Eindhoven University, Keechoo Choi/Eindhoven University Perception of Safety of Automated Vehicles: Age and the Influence of the Source and Content of Safety-related Messages (TRBAM-21-01919) Ryan Best/RAND Corp, Laura Fraade-Blanar/RAND Corp, Marjory Blumenthal/RAND Corp How Older Adults Use Ride-hailing Booking Technology in California (TRBAM-21-03348) Aditi Misra/University of Colorado, Denver, Manish Shirgaokar/University of Colorado, Denver, Asha Agrawal/University of Colorado, Denver, Bonnie Dobbs/University of Colorado, Denver, Martin Wachs/University of Colorado, Denver Factors affecting older adults’ satisfaction with their mobility options: A survey-based analysis (TRBAM-21-018 10) Hany Hassan/Louisiana State University, Matthew Lauzon/Louisiana State University, Mark Ferguson/Louisiana State University, Bruce Newbold/Louisiana State University, Brenda Vrkljan/Louisiana State University, Saiedeh Razavi/Louisi ana State University Access Denied? Perceptions of New Mobility Services Among Disabled People in San Francisco (TRBAM-21-03 569) Madeline Ruvolo/University of California, Los Angeles

50 1119

Monday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1119 - Critical Transportation Infrastructure Protection Laurel Radow, FHWA (Retired), presiding Sponsored By Standing Committee on Critical Transportation Infrastructure Protection

Ranking Texas Ports Based on Their Operational and Economic Risks to Hurricanes (TRBAM-21-02983) Srijith Balakrishnan/University of Texas, Austin, Taehoon Lim/University of Texas, Austin, Zhanmin Zhang/University of Texas, Austin Strategies in Designing and Managing Bridges and Structures to Enhance Transportation System Resilience (T RBAM-21-00507) Jia-Dzwan Shen/Federal Highway Administration (FHWA), Sheila Rimal Duwadi/Federal Highway Administration (FHW A), Jeffrey Ger/Federal Highway Administration (FHWA), Derek Soden/Federal Highway Administration (FHWA), Waider Wong/Federal Highway Administration (FHWA), Vincent Chiarito/Federal Highway Administration (FHWA) Anticipated Willingness to Share Resources in a Disaster Scenario: The Role of Attitudinal Variables (TRBAM-2 1-03545) Katherine Idziorek/University of Washington, Cynthia Chen/University of Washington, Daniel Abramson/University of Washington A Benchmark Index for Robustness Analysis of Multi-scale Urban Road Networks (TRBAM-21-01373) Wen-Long Shang/Beijing University of Technology, Yanyan Chen/Beijing University of Technology, Washington Ochieng /Beijing University of Technology Mobility Operator Resource-pooling Contract Design to Hedge Against Network Disruptions (TRBAM-21-00289) Theodoros Pantelidis/New York University, Joseph Chow/New York University, Oded Cats/New York University Assessing the Vulnerability of Florida Panhandle Communities Impacted by Hurricane Michael: A Geographical Information Systems-based Analysis (TRBAM-21-02973) Simone Burns/Florida A&M University, Linoj Vijayan Nair Rugminiamma/Florida A&M University, Mahyar Ghorbanzadeh /Florida A&M University, Eren Ozguven/Florida A&M University, Wenrui Huang/Florida A&M University A Life-Cycle Resource Allocation Framework for Optimizing Infrastructure Network Resilience (TRBAM-21-0430 1) Jingran Sun/University of Texas, Austin, Zhe Han/University of Texas, Austin, Zhanmin Zhang/University of Texas, Austin Modeling Indoor-level Non-pharmaceutical Interventions During the COVID-19 Pandemic: A Pedestrian Dynamics-based Microscopic Simulation Approach (TRBAM-21-01236) yao xiao/Sun Yat-Sen University, Mofeng Yang/Sun Yat-Sen University, Zheng Zhu/Sun Yat-Sen University, Hai Yang/Su n Yat-Sen University, Lei Zhang/Sun Yat-Sen University, Sepehr Ghader/Sun Yat-Sen University Hierarchical Timed Petri Net Modeling for Railway Emergency Plan of EMUs Rescue (TRBAM-21-03527) Yuqing Ji/Tongji University, Dongxiu Ou/Tongji University, Rei ZhG/Tongji University, Visarut Phichitthanaset/Tongji University, Chenkai Tang/Tongji University Mobility changes in response to COVID-19 in Hong Kong: The effect of public preparedness and health interventions (TRBAM-21-02576) Ho Yin Chan/Hong Kong Polytechnic University, Wei Ma/Hong Kong Polytechnic University, Nang-Ngai Sze/Hong Kong Polytechnic University, Xintao Liu/Hong Kong Polytechnic University, Anthony Chen/Hong Kong Polytechnic University Robustness comparison of Shanghai metro interaction networks (TRBAM-21-01846) Pengzi Chu/Tongji University, Yi Yu/Tongji University, Haizhu Hong/Tongji University, Jianjun Yuan/Tongji University, Huahua Zhao/Tongji University Factors Associated with Differences in Pandemic Preparedness and Response: Findings from a Nationwide Survey in the United States (TRBAM-21-00523) Karl Kim/University of Hawaii, Eric Yamashita/University of Hawaii, Jiwnath Ghimire/University of Hawaii Transportation Fuel Resiliency: Case Study of Tampa Bay (TRBAM-21-01477) Alexander Kolpakov/University of South Florida, Austin Sipiora/University of South Florida, Caley Johnson/University of South Florida, Erin Nobler/University of South Florida Topological-Based Measures with Flow Attributes to Identify Critical Links in a Transportation Network (TRBA M-21-03615) Hana Takhtfiroozeh/University of Memphis, Mihalis Golias/University of Memphis, Sabya Mishra/University of Memphis Instantaneous-Resilience Metric Concerning the Robustness and Redundancy (TRBAM-21-00222) Seyed Hooman Ghasemi/Washington State University, Ji Yun Lee/Washington State University

(continued) 51 An Integrated Framework for Risk and Impact Assessment of Sediment Hazard on a Road Network (TRBAM-21- 03478) Johan Rose Santos/Hiroshima University, Varun Varghese/Hiroshima University, Makoto Chikaraishi/Hiroshima University, Tatsuhiko Uchida/Hiroshima University Modeling the COVID-19 Pandemic: a Sensitivity Analysis on Input Data Using Agent-Based Transportation Simulation (TRBAM-21-03317) Ouassim Manout/Ecole Polytechnique de Montreal, Idriss El-Megzari/Ecole Polytechnique de Montreal, Francesco Ciari /Ecole Polytechnique de Montreal Assessment of Freeway Link Performance Reduction due to Traffic Crashes Using Resilience Indices (TRBAM- 21-01244) Hoyoung Lee/Korea National University of Transportation, Dong-Kyu Kim/Korea National University of Transportation, Seung-Young Kho/Korea National University of Transportation

1120

Monday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1120 - Current Issues in Transportation Energy Alan Jenn, Institute of Transportation Studies (ITS), presiding Stephen Zoepf, Ellis & Associates, presiding Sponsored By Standing Committee on Transportation Energy

Impacts of Attitudinal Factors and Prospective Roadway Designs on Autonomous Vehicle Adoption and Vehicle Fuel Choice (TRBAM-21-00529) Yuntao Guo/University of Hawai'i, Manoa, Dustin Souders/University of Hawai'i, Manoa, Samuel Labi/University of Hawai'i, Manoa, Srinivas Peeta/University of Hawai'i, Manoa, Irina Benedyk/University of Hawai'i, Manoa, Yujie Li/Univer sity of Hawai'i, Manoa A Data Partitioning-based Artificial Neural Network Model to Estimate Real-driving Energy Consumption of Electric Buses (TRBAM-21-00625) Yunteng Zhang/University of South Carolina, YUCHE CHEN/University of South Carolina, Ruixiao Sun/University of South Carolina, Abhishek Dubey/University of South Carolina, Philip Pugliese/University of South Carolina Trust in citizen acceptance of climate policy:Comparing perceptions of government competence, integrity and value similarity (TRBAM-21-00946) Shelby Kitt/Simon Fraser University, Jonn Axsen/Simon Fraser University, Zoe Long/Simon Fraser University, Ekaterina Rhodes/Simon Fraser University Electrification of Road Freight Transport – Energy Consumption Analysis of Overhead Line Hybrid Trucks (TR BAM-21-00961) Ferdinand Schöpp/Technische Universitat Darmstadt, Özgür Öztürk/Technische Universitat Darmstadt, Regina Linke/Te chnische Universitat Darmstadt, Jürgen Wilke/Technische Universitat Darmstadt, Manfred Boltze/Technische Universitat Darmstadt Decomposition Analysis of Energy Consumption from Freight Transport in China (TRBAM-21-01191) Feng Zhu/Beijing Jiaotong University, Xu Wu/Beijing Jiaotong University A Life Cycle Assessment of a Shared, Autonomous and Electric Vehicle Fleet in a Regional Scale (TRBAM-21-0 1279) Mariana Vilaça/University of Aveiro, Gonçalo Santos/University of Aveiro, Mónica Oliveira/University of Aveiro, Gonçalo Homem de Almeida Correia/University of Aveiro, Margarida Coelho/University of Aveiro Transitions to Sustainable Mobility from a Theory of Social Practice Perspective: Understanding Barriers to Modal Shift in Malta (TRBAM-21-01374) Rosalie Camilleri/University of Malta, Maria Attard/University of Malta, Robin Hickman/University of Malta Externalities of Policy-Induced Scrappage: The Case of Automotive Regulations (TRBAM-21-01392) Connor Forsythe/No Organization, Akshaya Jha/No Organization, Jeremy Michalek/No Organization, Kate Whitefoot/No Organization Who Supports Which Low-Carbon Transport Policies? Identifying Segments Among Canadian Citizens (TRBA M-21-01421) Shelby Kitt/Simon Fraser University, Zoe Long/Simon Fraser University, Jonn Axsen/Simon Fraser University Examining the Sensitivities and Electrical Loads Associated with Vehicle Automation for Battery Electric and ICE vehicles (TRBAM-21-01574) Eric Rask/Argonne National Laboratory, Simeon Iliev/Argonne National Laboratory, Kevin Stutenberg/Argonne National Laboratory, David LaRue/Argonne National Laboratory

(continued) 52 The Effects of Climate and Climate Change on Passenger Vehicle Energy Consumption (TRBAM-21-01632) Daniel Henrique/University of Toronto, Paul Kushner/University of Toronto, I. Daniel Posen/University of Toronto Techno Economic Evaluation of Low Carbon Scenarios with High Fuel Cell Vehicle Penetration in California (T RBAM-21-01781) vishnu vijayakumar/University of California, Davis, Lewis Fulton/University of California, Davis Household Transportation Energy Affordability by Region and Socioeconomic Factors (TRBAM-21-02568) Yan Zhou/Argonne National Laboratory, Spencer Aeschliman/Argonne National Laboratory, David Gohlke/Argonne National Laboratory Understanding the Energy Consumption Distribution of Electric buses: A Case Study in Nanjing, China (TRBA M-21-03035) Sirui Nan/Southeast University, Tiezhu Li/Southeast University, Jiankun Peng/Southeast University, Zhaozhi Dong/Sout heast University, Jian Sun/Southeast University Beyond Adoption: Examining Zero-Emissions Miles Traveled (zVMT) in Households with Zero-emission Vehicles (TRBAM-21-03069) Wenjian Jia/University of Virginia, T. Donna Chen/University of Virginia Investigating the Impacts of Travel Patterns on Vehicle Fuel USE in the U.S. and China (TRBAM-21-03316) Shiqi Ou/Oak Ridge National Laboratory, Chieh (Ross) Wang/Oak Ridge National Laboratory, Stacy Davis/Oak Ridge National Laboratory, Shasha Jiang/Oak Ridge National Laboratory, Zhenhong Lin/Oak Ridge National Laboratory, Michael Hilliard/Oak Ridge National Laboratory, Ho-Ling Hwang/Oak Ridge National Laboratory, Xin He/Oak Ridge National Laboratory, Steven Przesmitzki/Oak Ridge National Laboratory, Jessey Bouchard/Oak Ridge National Laboratory Car Dependence, Norms or Perceptions? Exploring Engagement with “Automobility” as a Predictor of Interest in Shared, Automated and Electric Mobility (TRBAM-21-03494) Viviane Gauer/Simon Fraser University, Jonn Axsen/Simon Fraser University, Elisabeth Dütschke/Simon Fraser University, Zoe Long/Simon Fraser University Evaluate the System-Level Impact of Connected and Automated Vehicles Coupled with Shared Mobility: An Agent-based Simulation Approach (TRBAM-21-04196) Peng Hao/University of California, Riverside, Chao Wang/University of California, Riverside, Guoyuan Wu/University of California, Riverside, Shams Tanvir/University of California, Riverside, Bingrong Sun/University of California, Riverside, Jacob Holden/University of California, Riverside, Andrew Duvall/University of California, Riverside, Jeff Gonder/Universi ty of California, Riverside, Matthew Barth/University of California, Riverside Comparison of Federally-Surveyed Data for Gasoline and Diesel Prices to Crowdsourced and Commercially-Su rveyed Data Sets (TRBAM-21-04400) David Gohlke/Argonne National Laboratory, Josephine Kelpsas/Argonne National Laboratory

1121

Monday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1121 - Ridesourcing, Transportation Network Companies and Taxis Carol Schweiger, Schweiger Consulting LLC, presiding Sponsored By Standing Committee on Innovative Public Transportation Services and Technologies

This session covers various aspects of ridesourcing (aka ridehailing) and transportation network companies (TNCs) including impact on, competition with and complementing public transit; ridesourcing labor; use as first- and last-mile service; urban taxi stand location analysis; partnerships between TNCs and transit agencies; ridesourcing perferences; and characteristics of pooled TNCs.

Exploring the Past and Future Impacts of Ride-hailing Services on Bus Riders (TRBAM-21-00241) Steven Gehrke/Northern Arizona University, Tiffany May McCremens/Northern Arizona University, Alison Felix/Northern Arizona University Beyond the Dichotomy: How Uber Competes with as well as and Complements Public Transport (TRBAM-21-01 134) Oded Cats/Delft University of Technology, Rafal Kucharski/Delft University of Technology, Santosh Rao Danda/Delft University of Technology, Menno Yap/Delft University of Technology Evolution of Labour Supply in Ridesourcing (TRBAM-21-01320) Arjan de Ruijter/Technische Universiteit Delft, Oded Cats/Technische Universiteit Delft, Rafal Kucharski/Technische Universiteit Delft, Hans van Lint/Technische Universiteit Delft

(continued) 53 Ridesourcing vs. Taxi Services: Understanding Users’ Choices and Preferences in the Spanish Context (TRBA M-21-01343) Alvaro Aguilera-Garcia/Universidad Politecnica de Madrid, Juan Gomez/Universidad Politecnica de Madrid, Jose Manuel Vassallo/Universidad Politecnica de Madrid Complementing first- and last-mile mobility services with transportation network companies (TNC) considering network dynamics (TRBAM-21-01466) Rick Grahn/Carnegie Mellon University, Sean Qian/Carnegie Mellon University, Chris Hendrickson/Carnegie Mellon University, H. Scott Matthews/Carnegie Mellon University A Longitudinal Analysis of Transit-Integrated Ridesourcing Users and Their Trips (TRBAM-21-01939) Emma Swarney/University of Waterloo, Jacob Terry/University of Waterloo, Devin Feng/University of Waterloo, Chris Bachmann/University of Waterloo Deploying Urban Taxi Stand Locations Using Taxi GPS Data (TRBAM-21-01945) Xin Wang/Jilin University, Zhaowei Qu/Jilin University, Xianmin Song/Jilin University, Zhaotian Pan/Jilin University, Haitao Li/Jilin University What Influences Users to Employ Ride-hailing Integrated with Public Transit (TRBAM-21-02233) Jianhong Ye/Tongji University, Lei Gao/Tongji University, Menghu Chen/Tongji University, Cheng Cheng/Tongji University The Role of Shared Mobility for the First and Last Mile Connection to Public Transit (TRBAM-21-02498) Ghazaleh Azimi/Florida International University, Alireza Rahimi/Florida International University, Ming Lee/Florida International University, Xia Jin/Florida International University Partnerships between Agencies and Transportation Network Companies for Transportation-Disadvantaged Populations: Benefits, Problems, and Challenges (TRBAM-21-02806) Ruth Steiner/University of Florida, Ilir Bejleri/University of Florida, Xueyin Bai/University of Florida, Mengjie Han/Universi ty of Florida, Xiang Yan/University of Florida Ridehailing Preference under Travel Time Uncertainty (TRBAM-21-02827) Nathaniel Bailey/Massachusetts Institute of Technology (MIT), Jinhua Zhao/Massachusetts Institute of Technology (MIT) , Peyman Noursalehi/Massachusetts Institute of Technology (MIT) A Cluster Analysis of Uber Request Data via the Transit App in New York City (TRBAM-21-03088) Jing Guo/University of Tennessee, Knoxville, Antora Mohsena Haque/University of Tennessee, Knoxville, Cassidy Crossland/University of Tennessee, Knoxville, Candace Brakewood/University of Tennessee, Knoxville Characteristics of Pooled Trips Offered by Ridesourcing Services in Chicago (TRBAM-21-03775) Lauren Romeo/University of Connecticut, Carol Atkinson-Palombo/University of Connecticut, Norman Garrick/University of Connecticut, Davis Chacón-Hurtado/University of Connecticut Ridesharing Equity: the Role of Ridesharing in Providing Access to Employment – A Case Study of Toronto, Canada (TRBAM-21-03830) Bilal Abdelwahab/University of Toronto, Amer Shalaby/University of Toronto, Matthew Palm/University of Toronto, Steven Farber/University of Toronto Taxi Utilization Rate Maximization by Dynamic Demand Prediction: A Case Study in the Chicago (TRBAM-21-03 899) Tianyi Li/University of Minnesota, Guojun Qi/University of Minnesota Analyzing the Effect of Autonomous Ridehailing on Transit Ridership: A Competitor or A Desirable First/Last Mile Connection? (TRBAM-21-04383) Moein khaloei/University of Washington, Don Mackenzie/University of Washington, Andisheh Ranjbari/University of Washington, Ken Laberteaux/University of Washington

1122

Monday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1122 - Current Issues in Aviation Clayton Stambaugh, Illinois Department of Transportation, presiding Jeffrey Borowiec, Texas A&M Transportation Institute, presiding Arlyn Purcell, Port of Seattle Sea-Tac Airport, presiding Jeffrey Newman, Cambridge Systematics, presiding Sponsored By Aviation Group, Standing Committee on Aviation Administration and Policy, Standing Committee on Aviation System Planning, Standing Committee on Environmental Issues in Aviation, Standing Committee on Aviation Economics and Forecasting, Standing Committee on Aviation Safety, Security and Emergency Management

(continued) 54 ACRP Graduate Student Paper - Understanding the Role of Online Media Platforms in Airport Capital Projects and Community Outreach (TRBAM-21-00287) Max Li/Massachusetts Institute of Technology (MIT), Megan Ryerson/Massachusetts Institute of Technology (MIT) ASSESSMENT OF SOCIOECONOMIC IMPACT DIVERSIFICATION FROM TRANSPORT INFRASTRUCTURE PROJECTS: THE CASE OF A NEW REGIONAL AIRPORT (TRBAM-21-01476) Dimitrios Dimitriou/Democritus University of Thrace, Maria SARTZETAKI/Democritus University of Thrace Long-Distance Airport Substitution and Air Market Leakage: Empirical Investigations in the U.S. Midwest (TRB AM-21-02306) Kaleab Yirgu/University of Alberta, Amy Kim/University of Alberta, Megan Ryerson/University of Alberta Social Sustainability Practices in Small Hub Airports in the United States (TRBAM-21-00595) Caroline Marete/Purdue University, Mary Johnson/Purdue University Route Optimization for Energy Efficient Airport Shuttle Operations – a Case Study from Dallas Fort Worth Inter national Airport (TRBAM-21-01765) Devon Sigler/National Renewable Energy Laboratory (NREL), Qichao Wang/National Renewable Energy Laboratory (N REL), Zhaocai Liu/National Renewable Energy Laboratory (NREL), Venu Garikapati/National Renewable Energy Laboratory (NREL), Andrew Kotz/National Renewable Energy Laboratory (NREL), Caleb Phillips/National Renewable Energy Laboratory (NREL), Monte Lunacek/National Renewable Energy Laboratory (NREL), Kenneth Kelly/National Renewable Energy Laboratory (NREL) Nudging consumers toward greener air travel by adding carbon to the equation in online flight search (TRBAM -21-03810) Angela Sanguinetti/University of California, Davis, Nina Amenta/University of California, Davis ACRP Graduate Student Paper - Automatic Speech Recognition for Air Traffic Control Communications (TRBA M-21-00234) Sandeep Badrinath/Massachusetts Institute of Technology, Hamsa Balakrishnan/Massachusetts Institute of Technology Evaluation of air transportation network reliability during the COVID-19 pandemic: preliminary analysis (TRBA M-21-01875) Joseph Pham/University of Minnesota, Mingfeng Shang/University of Minnesota, Raphael Stern/University of Minnesota Exploration of Control Chart Capabilities to Distinguish Random and Anomalous Rare-Events Patterns in Aviation Incident Data (TRBAM-21-02773) John Shortle/George Mason University, Oleksandra Donnelly/George Mason University Short-Term Forecasting of Air Cargo Demand from a European Airport Hub to the United States during COVID- 19 (TRBAM-21-00166) Britt Verhoeven/Vrije Universiteit, Amsterdam, Nimo Van Hout/Vrije Universiteit, Amsterdam, Archika Devaraj/Vrije Universiteit, Amsterdam, Hans Zwitzer/Vrije Universiteit, Amsterdam, Terry Crapts/Vrije Universiteit, Amsterdam, Andrei Ion/Vrije Universiteit, Amsterdam, Thomas Koch/Vrije Universiteit, Amsterdam, Elenna Dugundji/Vrije Universiteit, Amsterdam Contribution of the Modernization of Viracopos Airport to the Economic Development of the Metropolitan Region of Campinas, SP, Brazil (TRBAM-21-00913) Michelle Bandeira/Aeronautics Institute of Technology, Mauro Zackiewicz/Aeronautics Institute of Technology, Anderson Correia/Aeronautics Institute of Technology, Marcelo Xavier Guterres/Aeronautics Institute of Technology, Luiz Antonio Tozi/Aeronautics Institute of Technology, Bruna Almeida/Aeronautics Institute of Technology Drivers and Effects of Merger and Acquisitions in the Airline Industry: A Case Study of Hong Kong (TRBAM-21- 01187) Jeff Lap In Man/Hong Kong Polytechnic University, Min Xu/Hong Kong Polytechnic University, Saad Ahmed/Hong Kong Polytechnic University ACRP Graduate Student Paper - The Competitive Effects of Joint Ventures in the International Airline Industry ( TRBAM-21-01493) Guofu Tan/University of Southern California, Yinqi Zhang/University of Southern California Will we fly again? Modelling air travel demand in light of COVID-19 through a London case study (TRBAM-21-0 3682) Francesco Manca/Imperial College London, Aruna Sivakumar/Imperial College London, Jacek Pawlak/Imperial College London, Norbert Brodzinski/Imperial College London

55 Monday, 04:00 p.m. - 05:00 p.m., Virtual Committee, Committee 5 Freight Systems and Marine Group New Attendee Open House Sponsored By Freight Systems Group, Marine Group

If you are new to TRB, attend this session to meet volunteer leaders from Freight Systems and Marine Groups that will describe the many opportunities available through engagement in TRB’s Technical Activities Standing Committees . Learn about the value of continuous participation through these communities of researchers and practitioners. Find out who to contact to get involved in committees focused on your specific areas of professional interest. Understand the available tools, resources, programs and library research services available to transportation professionals through TRB .

1123

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 8 1123 - Arrested Mobility: Exploring the Impacts of Over-policing (i.e., policy, police and polity) BIPOC Mobility in the US Charles Brown, Alan M. Voorhees Transportation Center, presiding Laura Sandt, UNC Highway Safety Research Center, presiding Sponsored By Standing Committee on Pedestrians, Subcommittee on Pedestrian Research, Subcommittee on Pedestrian and Autonomous Vehicle Interactions, Standing Committee on Bicycle Transportation, Standing Committee on Transportation Safety Management Systems, Standing Committee on Traffic Law Enforcement, Subcommittee on Mainstreaming Global Research and Multi-faceted Data Collection on Gender Issues in Transportation, Standing Committee on Transportation and Public Health

This panel will feature the voices of leading and emerging planning, engineering, policy, and public health researchers who will share knowledge on the ways in which Black, Indigenous, and People of Color (BIPOC) people experience restrictions, risks, indignities, and inequities while navigating pedestrian, bicycle, transit, and other transportation systems. They will highlight the social, political, economic, and health impacts of racial disparities in transportation and examine the ways in which our approaches to transportation research, planning, policy, and design can and must be reimagined to achieve greater mobility, health, and quality of life for all road users.

Panel (P21-20643) Celeste Chavis/Morgan State University Panel (P21-20644) Lincoln Edwards/University of Arizona Panel (P21-20645) Keshia Pollack Porter/Johns Hopkins University Panel (P21-20646) Richard Ezike/The Urban Institute

1124

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 6 1124 - Now and in the Future: What can We Expect from Highly Automated Vehicles? Jane Lappin, Road.Vehicle.Automation, presiding Sponsored By Standing Committee on Vehicle-Highway Automation

At the close of an extremely odd year, where do we stand in our progress toward highly automated vehicles? What is the state of AV development? Of safety research and safety metrics? Has COVID-19 affected future direction? Join the members of this session for a curated overview of current AV activities and research , gain insight into industry headlines , and develop an informed view to a plausible future.

An Overview of Current NHTSA Automated Vehicle Safety Research (P21-21185) Dee Williams/National Highway Traffic Safety Administration (NHTSA) No Silver Bullet: Blending Assessments, Shaping Messages for AV Safety (P21-21186) Marjory Blumenthal/RAND Corp

(continued) 56 Looking Ahead: An Adoption Forecast for AV Shuttles (P21-21188) Augustin Wegscheider/Boston Consulting Group Creating a Scenario-based Approach to Automated Vehicle Safety (P21-21189) Tim Dawkins/World Economic Forum Current Events: Making Sense of Recent Headlines from the Automated Vehicles Sector (P21-21195) Sven Beiker/Silicon Valley Mobillity

1125

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 10 1125 - Do Revealed Preferences Tell us Much about our Travel Needs? Leta Huntsinger, North Carolina State University, presiding Sponsored By Standing Committee on Transportation Demand Forecasting

Transportation planners use analytical analyses of system “deficiencies” to identify , prioritize, and design transportation investments. Existing and potential future deficiencies are measured by estimating improvements in user time and cost with travel demand models. Travel demand models use revealed preferences to formulate econometric models to represent travel behavior. “Revealed preference” is from economics, in which the decision made by consumers is assumed to be their preference. In transportation, this term is misleading, as there are many situations in which our realized transportation choices do not reflect our preferences. This sessions will discuss alternative paradigms to revealed preference-based analytical frameworks.

Problem Definition (P21-20533) Dr. Gregory Erhardt/University of Kentucky Problem Clarification (P21-20534) Leta Huntsinger/North Carolina State University Design Proposal One (P21-20535) Tierra Bills/Wayne State University, Brian Lee/Puget Sound Regional Council, Leah Flake/RSG Design Proposal B (P21-20536) Amanda Stathopoulos/Northwestern University, Jonathan Ehrlich/Metropolitan Council, Michelle Bina/Cambridge Systematics Critique of Design Proposal One (P21-20537) Joe Castiglione/San Francisco County Transportation Authority (SFCTA) Critique of Design Proposal Two (P21-20538) Rosella Picado/WSP Discussion (P21-20539) Leta Huntsinger/North Carolina State University

1126 CM (1.50)

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 9 1126 – CEO Responses to Major Events-An Opportunity for Innovation Andrea d'Amato, Massachusetts Department of Transportation, presiding Jessica Hector-Hsu, Regional Transportation Authority (Chicago), presiding Sponsored By Standing Committee on Strategic Management

Disruptive events come in many forms from the COVID-19 pandemic to devastating weather events to mass protests calling for social equity. Transportation systems across all modes have been taxed by operational interruptions , funding uncertainty, and infrastructure impacts. More important than the stresses placed on systems has been the impacts on the people these agencies employ and transport. The CEOs in this session will share their experiences with the internal and external challenges they have faced this year, and will talk about the innovations they have employed to navigate through these crises to make lasting improvements to their organizations.

Meeting Mobility Needs in the New Normal (P21-20007) Stephanie Pollack/Massachusetts Department of Transportation Addressing Disruptive Forces in Louisiana (P21-20008) Shawn Wilson/Louisiana Department of Transportation and Development COVID-19 Impacts and Innovative Practices at Seattle-Tacoma International Airport (P21-20043) Lance Lyttle/Port of Seattle

(continued) 57 Navigating Transit Challenges in Chicago Region (P21-20101) Leanne Redden/Regional Transportation Authority (Chicago)

1127

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 14 1127 - The Impact of the 2020 U.S. Supreme Court Opinion of McGirt v. Oklahoma on Transportation Issues within the Newly Recognized “Indian Country.” Christopher Kramer, Jennings, Strouss & Salmon, presiding Sponsored By Standing Committee on Eminent Domain and Land Use

In 2020, the Supreme Court held the Muscogee (Creek) Reservation in Oklahoma was never disestablished by Congress. Now, over one-third of the State may be classified as “Indian County. ” Panel examines McGirt’s impact on transportation in Oklahoma and other States.

Impact of Oklahoma v. McGirt on Oklahoma and Other States on Transportation Within Indian Reservation Lands (P21-21178) Lisa Endres/Oklahoma Department of Transportation McGirt v. Oklahoma, Oneida Nation v. Village of Hobart and How Wisconsin Works on Transportation Issues within Indian Reservations (P21-21387) James Thiel/Thiel, Vu & Associates, LLC

1128

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 13 1128 - Seismic Bridge Analysis and Design Elmer Marx, Alaska Department of Transportation and Public Facilities, presiding Sponsored By Standing Committee on Seismic Design and Performance of Bridges

Invited speakers will present information on current seismic bridge design topics.

USGS Uniform Risk Hazard Generation (P21-20044) Nicolas Luco/U.S. Geological Survey AASHTO T-3 Seismic Commitee Update (P21-20165) Richard Pratt/Alaska Department of Transportation and Public Facilities Update on FHWA - TFHRC Seismic Reseach (P21-20166) Zachary Haber/Federal Highway Administration (FHWA)

1129

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 15 1129 - Social Distancing and Emerging Trends in Street Design for 2020 and Beyond Siba El-Samra, World Resources Institute (WRI), presiding Ellen White, Rutgers University, presiding Wendy Miller, Wendy Miller Landscape Architecture, PLLC, presiding Sponsored By Standing Committee on Landscape and Environmental Design

Cities have responded to the changing needs and travel patterns as a result of the Covid-19 pandemic. Many reallocated public space to address shifting demands; streets became spaces for exercise, dining, standing in line while social distancing, etc. Public streets once again became spaces for protest and debate, requiring rethinking design strategies to facilitate access needs for first responders, safe assembly and the potential to limit damage to public and private property. Designers and planners implemented emergency design strategies for maximum effectiveness . Design and management strategies to repurpose public rights-of- way and how changes may affect the design and functionality of our streets in the future will be discussed.

Social Distancing - Reimagining Outdoor Space: Creating New and Expanded Outdoor Seating (P21-20171) Anna Chamberlin/District Department of Transportation Streets for Pandemic Response & Recovery: Where do we go from here? (P21-20172) Michael Lydon/Street Plans Collaborative

(continued) 58 Design for Social Distancing (P21-20508) Minh Le/Los Angeles County

1130

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 12 1130 - Recycling Agent Classification and Categorization Jhony Habbouche, Virginia Transportation Research Council, presiding Cassie Castorena, North Carolina State University, presiding Sponsored By Standing Committee on Binders for Flexible Pavement

Texas A&M's new recycling agent classification system (P21-20230) Amy Epps Martin/Texas A&M University, College Station ASTM D4552 classification system (P21-20231) Sebastian Puchalski/Kraton Polymers, Hassan Tabatabaee/Cargill, Inc. NCAT classification study for bio-based rejuvenators (P21-20229) Raquel Moraes Puchalski/National Center for Asphalt Technology (NCAT) Nebraska’s classification study based on raw materials source (P21-20232) Hamzeh Haghshenas/University of Nebraska, Lincoln, Yong-Rak Kim/Texas A&M University, College Station

1131

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 1 1131 - Community and Transportation Systems Decision Making for Climate Change Thomas Wall, Argonne National Laboratory, presiding Sponsored By Standing Committee on Extreme Weather and Climate Change Adaptation , Standing Committee on Community Resources and Impacts, Standing Committee on Native American Transportation Issues, Standing Committee on Economic Development and Land Use

Assessing Trustworthiness of Crowdsourced Flood Incident Reports Using Waze Data: A Norfolk, Virginia Case Study (P21-20390) T. Donna Chen/University of Virginia Experience is Not Enough: A Dynamic Explanation of the Limited Adaptation to Extreme Weather Events in Public Organizations (P21-20391) Fengxiu Zhang/George Mason University Modeling Demographic Relocation in Response to Climate Risk Factors and Gentrification Displacement Pressures (P21-20392) Sneha Roy/AECOM Climate Change Impacts on North Carolina Roadway System in 2050: A Systemic Perspective (P21-20393) Huiying Fan/Georgia Institute of Technology (Georgia Tech)

1132

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 5 Managing Public Transportation Disruptions Oded Cats, Delft University of Technology, presiding Frances Fisher, Bay Area Rapid Transit (BART), presiding Sponsored By Standing Committee on Transit Management and Performance

Disruptions are the new normal. The experiences of 2020 have shown transit agencies need to build resiliency and flexibility to persevere and continually support communities. Whether disruption stems from a global pandemic, social issues, or climate change, (or all of the above!), transit is impacted, and needs to respond to maintain mobility options within their community. Panelists will share their past experiences and current research that provide lessons learned for transit agencies on immediate and long-term management actions to respond to mobility needs of communities amidst significant environmental, social and financial threats and the data resources needed to adapt to rapid changes in the transit landscape.

Rogue Valley Transportation District Response to Almeda Fire (P21-20331) Paige West/Rogue Valley Transportation District

(continued) 59 Lessons Learned at NYC Transit from Sandy Flooding (P21-20332) Peter Cafiero/Washington Metropolitan Area Transit Authority Managing Transit through a Pandemic (P21-20429) Qi Luo/Cornell University, Samitha Samaranayake/Cornell University Using Smartcard Data to Capture Impacts of COVID-19 on Ridership Behavior in Chicago: A Customer Segmentation Approach (P21-20430) Mary Rose Fissinger/Chicago Transit Authority The Social Benefits of On-demand Transit: Eliminating barriers to activity participation for disadvantaged groups in Belleville, Canada (P21-20431) Yixue Zhang/University of Toronto Express Access: Using Accessibility Measures to Gauge the Equity of New Bus Services (P21-20432) Anastasia Belikow/McGill University

1133

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Cancelled 1133 - Rail Transit Updates - CANCELED Anthony Bohara, HDR, presiding Sponsored By Standing Committee on Rail Transit Infrastructure Design and Maintenance

Sound Transit Update (P21-21341)

Honolulu Authority for Rapid Transportation Update (P21-21342)

1134

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1134 - Infrastructure Design and Operations: Current Human Factors Perspectives Hany Hassan, Louisiana State University, presiding Sanaz Motamedi, University of Florida, presiding Sponsored By Standing Committee on Human Factors of Infrastructure Design and Operations

Safe Road Design through a Human Factors Perspective (TRBAM-21-00250) Sophia Vardaki/National Technical University of Athens (NTUA), George Kanellaidis/National Technical University of Athens (NTUA) Mechanism on the Impact of Road Alignment and Distracted Driving on Driving Safety (TRBAM-21-00543) Jinxiu Fu/Beijing University of Technology, Zhiqing Zhang/Beijing University of Technology, Shuying Xiao/Beijing University of Technology Influence of Pedestrian-to-Vehicle Technology on Driver Response and Safety Benefits Considering Pre-Crash Scenario Heterogeneity (TRBAM-21-01000) Lishengsa Yue/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida, Yina Wu/University of Central Florida, Jinghui Yuan/University of Central Florida, Morgan Morris/University of Central Florida Exploring Longitudinal Driving Behavior on a Freeway Deceleration Lane Using a Field Operational Test Data ( TRBAM-21-01110) Nengchao Lyu/Wuhan University of Technology, Yugang Wang/Wuhan University of Technology, Chaozhong Wu/Wuha n University of Technology Understanding Gap Acceptance Behavior at Unsignalized Intersections Using Naturalistic Driving Study Data ( TRBAM-21-01488) Yingfeng Li/Virginia Polytechnic Institute and State University (Virginia Tech), Haiyan Hao/Virginia Polytechnic Institute and State University (Virginia Tech), Ronald Gibbons/Virginia Polytechnic Institute and State University (Virginia Tech), Alejandra Medina/Virginia Polytechnic Institute and State University (Virginia Tech) Effectiveness of Non-Traffic Related Messages on Dynamic Message Signs (TRBAM-21-01652) Irtiza Rafid Khan/University of South Florida, Vishal C. Kummetha/University of South Florida, Alexandra Kondyli/Univer sity of South Florida, Steven Schrock/University of South Florida A Rational Basis for LED Street Lighting Retrofit Luminaire Selection (TRBAM-21-01883) Jennifer Brons/Rensselaer Polytechnic Institute (RPI), John Bullough/Rensselaer Polytechnic Institute (RPI), Daniel Frering/Rensselaer Polytechnic Institute (RPI)

(continued) 60 Influence of the built environments and socio-demographic features on the frequency of distracted driving related crashes (TRBAM-21-01972) Youngbin Lym/Ohio State University, Seunghoon Kim/Ohio State University, Zhenhua Chen/Ohio State University QUANTIFY THE LINK PERFORMANCE AND CAPACITY WITH DEEP LEARNING AND BPR FUNCTION (TRBAM-2 1-02285) Xinhua Wu/Southeast University, Wenbo Zhang/Southeast University, Zhiyuan Liu/Southeast University, Meng Wang/S outheast University Impact of Time Pressure on Driving Behavior during Pre-crossing and Post-crossing Phases of Un-signalized Intersections (TRBAM-21-02481) Nishant Pawar/Indian Institute of Technology, Bombay, Monik Gupta/Indian Institute of Technology, Bombay, Nagendra Velaga/Indian Institute of Technology, Bombay Quantification Metrics and Analysis of Human Factor, Workload, and Road Infrastructure (TRBAM-21-02548) Samuel Tignor/Virginia Polytechnic Institute and State University (Virginia Tech) Influence of Built Environment on the Severity of Vehicle Crashes caused by Distracted Driving: A Multi-State Comparison (TRBAM-21-02552) Youngbin Lym/Ohio State University, Zhenhua Chen/Ohio State University Impact of Connected Vehicle Warning Information on Tunnel Entrance Zone (TRBAM-21-02651) Zhenlong Li/Beijing University of Technology, Guanyang Xing/Beijing University of Technology, Xiaohua Zhao/Beijing University of Technology, haijian li/Beijing University of Technology, Haolin Chen/Beijing University of Technology Reliance Evaluation of Road Traffic Signs and Navigation Terminal Systems Based on Driver Behavior: A Driving Simulator-based Study (TRBAM-21-02692) Yang Bian/Beijing University of Technology, Xiaolong Zhang/Beijing University of Technology, Xiaohua Zhao/Beijing University of Technology, Jianming Ma/Beijing University of Technology, Liping Yang/Beijing University of Technology Analysis of Headway and Speed based on Driver Characteristics and Work Zone Configurations Using Naturalistic Driving Study Data (TRBAM-21-02884) Dan Xu/Auburn University, Chennan Xue/Auburn University, Huaguo Zhou/Auburn University Roadway Lighting and Non-Motorist Crashes: A Spatial Comparison of Cambridge, MA (TRBAM-21-03205) Emily Hennessy/University of Massachusetts, Amherst, Chengbo Ai/University of Massachusetts, Amherst Evaluation of LED Roadway Lighting Upgrades on a Major Arterial (TRBAM-21-03371) John Bullough/Rensselaer Polytechnic Institute (RPI) Assessing the Effectiveness of In-vehicle Highway Back-of-queue Alerting System (TRBAM-21-03879) Dan Shen/Indiana University, Zhengming Zhang/Indiana University, Keyu Ruan/Indiana University, Renran Tian/Indiana University, Lingxi Li/Indiana University, Feng Li/Indiana University, Yaobin Chen/Indiana University, Jim Sturdevant/India na University, Ed Cox/Indiana University

1135

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1135 - Intelligent Transportations Systems 2021, Part 2 (Part 1, Session 1110) Sponsored By Standing Committee on Intelligent Transportation Systems

Leveraging the Capabilities of Connected and Autonomous Vehicles and Multi-Agent Reinforcement Learning to Mitigate Highway Bottleneck Congestion (TRBAM-21-03101) Paul (Young Joun) Ha/Purdue University, Sikai Chen/Purdue University, Jiqian Dong/Purdue University, Runjia Du/Purd ue University, Yujie Li/Purdue University, Samuel Labi/Purdue University Impact of Communications Delay on Stability of Connected and Automated Vehicle Platoons: Empirical Evidence from Real-World Experimental Data (TRBAM-21-03319) Zulqarnain Khattak/Oak Ridge National Laboratory, Jackeline Rios-Torres/Oak Ridge National Laboratory, Michael Fontaine/Oak Ridge National Laboratory, Asad J. Khattak/Oak Ridge National Laboratory Platoon-Size Determination Strategy for Fully Connected Automated Vehicles at Coordinated Intersections (TR BAM-21-03969) Seunghan Ryu/University of Virginia, B. Brian Park/University of Virginia Assessing Benefits of Quasi-CACC Applications under Partially Connected Vehicle Environment and Heterogenous Vehicle Dynamics (TRBAM-21-03106) Zheng Chen/University of Virginia, Longqian Qi/University of Virginia, Jintao Lai/University of Virginia, B. Brian Park/Uni versity of Virginia, Jia Hu/University of Virginia

(continued) 61 Combined Flexible Lane Assignment and Reservation-based Intersection Control Investigated for a Range of Field-like Traffic Conditions (TRBAM-21-03630) Farzaneh Azadi/University of Pittsburgh, Nassim Motamedidehkordi/University of Pittsburgh, Nikola Mitrovic/University of Pittsburgh, Aleksandar Stevanovic/University of Pittsburgh A Red-Light Violation Warning System in a Connected Vehicle Simulation Environment (TRBAM-21-03324) Mohammed Hadi/Florida International University, Kamar Amine/Florida International University, Thodsapon Hunsanon/ Florida International University, Mahmoud Arafat/Florida International University Strategic deployment of autonomous vehicle /credit charging links on transportation networks under tradable credit scheme (TRBAM-21-00690) Fang Zhang/Southeast University, Jian Lu/Southeast University, Xiaojian Hu/Southeast University Integrated Optimization of Traffic Signal Plans and Cooperative Vehicle Trajectories at Urban Isolated Intersections (TRBAM-21-04216) Meiqi Liu/Technische Universiteit Delft, Meng Wang/Technische Universiteit Delft, Serge Hoogendoorn/Technische Universiteit Delft, Jing Zhao/Technische Universiteit Delft A Game Theory Based Ramp Merging Strategy for Connected and Automated Vehicles in the Mixed Traffic: A Unity-SUMO Integrated Platform (TRBAM-21-03256) Xishun Liao/University of California, Riverside, Xuanpeng Zhao/University of California, Riverside, Guoyuan Wu/Univers ity of California, Riverside, Matthew Barth/University of California, Riverside, Ziran Wang/University of California, Riverside, Kyungtae Han/University of California, Riverside, Sergei Avedisov/University of California, Riverside, Prashant Tiwari/University of California, Riverside Deploying Connected Vehicles (CVs) to Mitigate Secondary Crashes on Freeways: A Microscopic Simulation Analysis (TRBAM-21-04184) Denis Monyo/University of North Florida, Thobias Sando/University of North Florida, Mike Soloka/University of North Florida Evaluating the Safety Impact of Regional Communication Failures on Connected and Automated Vehicles (TRB AM-21-00519) Weijie Yu/Southeast University, Xuedong Hua/Southeast University, Wei Wang/Southeast University Connected Vehicle Technology Versus Conventional Traffic Congestion Mitigation Measures: An Operational Economic Analysis (TRBAM-21-00662) Mutasem Alzoubaidi/University of Wyoming, Adli Al Balbissi/University of Wyoming, Ahmed Farid/University of Wyoming , Ahmed Al-Mansour/University of Wyoming Simulation Evaluation of Connected Vehicle (CV)-based Weather Responsive Management Strategies (WRMS): A Case Study for the Wyoming Interstate 80 CV Testbed (TRBAM-21-03004) Dong Nian/University of California, Los Angeles, Qinhua Jiang/University of California, Los Angeles, Yi Guo/University of California, Los Angeles, Jiaqi Ma/University of California, Los Angeles SECURE AND TRUSTED RAMP MERGING USING BLOCKCHAIN (TRBAM-21-01894) Ahmed Abdo/University of California, Riverside, Guoyuan Wu/University of California, Riverside, Nael Abu-Ghazaleh/Un iversity of California, Riverside Intelligent Transportation Systems in a Qatar: Benefits and Challenges of Implementation (TRBAM-21-04359) Khaled Shaaban/Utah Valley University, Mazen Amin/Utah Valley University, Mohammed Alsoub/Utah Valley University Automatic Detection of Obstacles on Lidar Glass Houses and Notice for Cleaning (TRBAM-21-02898) Shradha Toshniwal/University of Nevada, Reno, Hao Xu/University of Nevada, Reno Physics Informed Deep Learning: Applications to Traffic State Estimation in Connected Vehicle Environment (T RBAM-21-04222) Jiheng Huang/University of Central Florida, Shaurya Agarwal/University of Central Florida A Dynamic Real-Time Trajectory Smoothing Algorithm for the Vehicles Behind a Moving Bottleneck in Mixed Traffic (TRBAM-21-03505) Pengyuan Sun/University of California, Irvine, Dingtong Yang/University of California, Irvine, R. Jayakrishnan/University of California, Irvine Research on RSU-Assisted Cooperative Positioning Method for a Connected Vehicle Environment (TRBAM-21- 02862) Xue Liu/Wuhan University of Technology, Tony Qiu/Wuhan University of Technology, Tangtao Yang/Wuhan University of Technology, Haiyang Chen/Wuhan University of Technology

62 1136

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1136 - Papers on Geographic Information Science or Geographic Information Science Pedro Camargo, AequilibraE, presiding Sponsored By Standing Committee on Geographic Information Science

Presentation of the best of papers submitted to the Committee on Geographic Information Science (AED40) for review.

A Comparison of Travel-Time Distance Calculation Versus Euclidean Distance Calculations as Applied in The Study of Food Deserts (TRBAM-21-00503) Isabel Gutierrez/North Carolina Central University, Timothy Mulrooney/North Carolina Central University Understanding Access to Grocery Stores: A Data-Driven Food Desert Metric Using CHAID Decision Tree Analysis (TRBAM-21-00527) Celeste Chavis/Morgan State University, Istiak Bhuyan/Morgan State University Interaction between development intensity: An evaluation of alternative spatial weight matrices (TRBAM-21-00 761) Manman Li/Southeast University, Mengying Cui/Southeast University, David Levinson/Southeast University A METHODOLOGY TO DEVELOP A GEO-SPATIAL TRANSPORTATION TYPOLOGY (TRBAM-21-00856) Natalie Popovich/Federal Highway Administration (FHWA), C. Anna Spurlock/Federal Highway Administration (FHWA), Zachary Needell/Federal Highway Administration (FHWA), Ling Jin/Federal Highway Administration (FHWA), Tom Wenzel/Federal Highway Administration (FHWA), Colin Sheppard/Federal Highway Administration (FHWA), Mona Asudegi/Federal Highway Administration (FHWA) High-Density Mobile LiDAR for Measuring Streetscape Features (TRBAM-21-01069) Yaneev Golombek/University of Colorado, Denver, Wesley Marshall/University of Colorado, Denver Automatic Horizontal Curve Identification for Large Areas from GIS Roadway Centerlines (TRBAM-21-01240) Ilir Bejleri/University of Florida, Xingjing Xu/University of Florida, Daniel Brown/University of Florida, Sivaramakrishnan Srinivasan/University of Florida, Nithin Agarwal/University of Florida Street Network Models and Indicators for Every Urban Area in the World (TRBAM-21-02033) Geoff Boeing/University of Southern California A Comparison of Roadway Grade Estimations from GPS and Barometer Measurements (TRBAM-21-03151) Michael Pratt/Texas A&M University, Raul Avelar/Texas A&M University Empirical Estimation of Route Length Along U.S. Interstate Highways Based on Euclidean Distance (TRBAM-21 -03724) Nawei Liu/Oak Ridge National Laboratory, Fei Xie/Oak Ridge National Laboratory, Zhenhong Lin/Oak Ridge National Laboratory, Mingzhou Jin/Oak Ridge National Laboratory Generalized Conflation Method for Linking Road Network Segmentations: Application to OpenStreetMap and Traffic Message Channel Basemaps (TRBAM-21-03827) Zachary Vander Laan/University of Maryland, College Park, Kaveh Sadabadi/University of Maryland, College Park

1137

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session Effect of moisture on subgrade soil Issam Khoury, Ohio University, presiding Sponsored By Standing Committee on Mechanics and Drainage of Saturated and Unsaturated Geomaterials

The session covers the impact of climate change and moisture on various subgrade soil . Subgrade has significant impact on the performance of pavement. Climatic parameters like moisture, in turn, greatly impacts the physical characteristics of the soil. Any change in climate can induce change in moisture and thus impact the physical properties of the soil. Some of such impacts are covered in this session.

Impact of Climate Change on Subgrade Soils Resilient Modulus using Thornthwaite Moisture Index (TRBAM-21 -03222) Megha Sharma/Illinois State University, Sundeep Inti/Illinois State University, Vivek Tandon/Illinois State University Forensic Analyses and Rehabilitation of a Failed Highway Embankment Slope in Texas (TRBAM-21-03296) Burak Boluk/Texas A&M University, College Station, Anand Puppala/Texas A&M University, College Station, Sayantan Chakraborty/Texas A&M University, College Station

(continued) 63 Evaluating the Performance of Wicking Geotextile in Providing Drainage for Flexible Pavements built over Expansive Soils (TRBAM-21-01330) Nripojyoti Biswas/Texas A&M University, College Station, Anand Puppala/Texas A&M University, College Station, Md Ashrafuzzaman Khan/Texas A&M University, College Station, Surya Sarat Chandra Congress/Texas A&M University, College Station, Aritra Banerjee/Texas A&M University, College Station, Sayantan Chakraborty/Texas A&M University, College Station A consistent three-dimensional elasto-plastic model to study unsaturated soil behavior with considerations of coupled hydro-mechanical hysteresis (TRBAM-21-04099) Beshoy Riad/Missouri University of Science and Technology, Xiong Zhang/Missouri University of Science and Technology

1138

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1138 - What’s New in Concrete Durability Research Sponsored By Standing Committee on Durability of Concrete

INTERFACE BOND STRENGTH OF ENGINEERED CEMENTITOUS COMPOSITES (ECC) IN PAVEMENT APPLICATIONS (TRBAM-21-00919) Ricardo Hungria/Louisiana State University, Gabriel Arce/Louisiana State University, Marwa Hassan/Louisiana State University, Louay Mohammad/Louisiana State University, Tyson Rupnow/Louisiana State University, Moinul Mahdi/Loui siana State University Predicting Spacing Factor In Hardened Concrete (TRBAM-21-03914) Ragini Nikumbh/Kansas State University, Christopher Jones/Kansas State University Evaluation of Chloride Intrusion Along Concrete-Grout Interfaces for Post-tensioned Concrete Durability (TRB AM-21-01629) Garrett Tatum/Ohio State University, Benjamin Colbert/Ohio State University, Natassia Brenkus/Ohio State University

1139

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1139 - Innovations in Sustainable and Resilient Pavement Systems Robert Hyman, Office of the Secretary of Transportation (OST), presiding Sponsored By Section ‐ Pavements, Subcommittee on Sustainable and Resilient Pavements

This session includes topics related to sustainability and resiliency, including innovative technologies and practices which improve sustainability, or advancements which will ease or improve quantifying pavement sustainability.

Life Cycle Sustainability Assessment of Flexible Pavement Designs: A Case Study of Illinois Interstate Highway (TRBAM-21-03544) Abolfazl Seyrfar/University of Illinois, Chicago, Ibrahim Osman/University of Illinois, Chicago, Vahid Yarveicy/University of Illinois, Chicago, Mehmet Akbuga/University of Illinois, Chicago, Krishna R. Reddy/University of Illinois, Chicago Fine Solid Wastes in Porous Asphalt Pavement: Leachate Environmental Impacts and Water Purification Effects (TRBAM-21-01834) Jiawen Liu/Tongji University, Hui Li/Tongji University, Hengji Zhang/Tongji University, Yu Tian/Tongji University, Ming Jia/ Tongji University, Ning Xie/Tongji University Application of Ceramic Waste Aggregate in Surface Course for Cooling Asphalt Pavement (TRBAM-21-00054) Qibo Huang/Southeast University, Zhendong Qian/Southeast University, Changbo Liu/Southeast University Life Cycle Carbon Uptake of the United States Pavement Network (TRBAM-21-02018) Hessam Azarijafari/Massachusetts Institute of Technology (MIT), Fengdi Guo/Massachusetts Institute of Technology (MI T), Jeremy Gregory/Massachusetts Institute of Technology (MIT), Randolph Kirchain/Massachusetts Institute of Technology (MIT) ASSESSING THE IMPACT OF AUTONOMOUS VEHICLE ON PAVEMENT PERFORMANCE AND SERVICE LIFE (T RBAM-21-03403) Alma Alfawal/American University in Dubai, Songsu Son/American University in Dubai

(continued) 64 Development of Roughness Prediction Models for Life Cycle Assessment Studies of Recycled Pavement Projects (TRBAM-21-03943) Eugene Amarh/Virginia Polytechnic Institute and State University (Virginia Tech), Gerardo Flintsch/Virginia Polytechnic Institute and State University (Virginia Tech), Joao Santos/Virginia Polytechnic Institute and State University (Virginia Tech), Brian Diefenderfer/Virginia Polytechnic Institute and State University (Virginia Tech) Revisiting Thermal Models for Understanding the Effect of Climate Change on Pavement Performance and the Effect of Pavements on Urban Heat Islands (TRBAM-21-01332) James Bryce/Marshall University, Arka Chattopadhyay/Marshall University, Mehdi Esmaeilpour/Marshall University, Zack Ihnat/Marshall University

1140

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1140 - Just-in-Time Transit? Measuring Transit Reliability P.S. Sriraj, University of Illinois, Chicago, presiding Sponsored By Standing Committee on Transit Capacity and Quality of Service

This session includes a set of eight papers that address the subject of transit reliability, for both bus and rail modes. Specific topics examined in these papers also include on-time performance, delays, travel time variability, bus bunching , transit reliability index, and operations efficiency.

Perceived Trip Time Reliability and its Cost on a Rail Transit Network (TRBAM-21-00652) Jie Liu/Southwest Jiaotong University, Paul Schonfeld/Southwest Jiaotong University, Jinqu Chen/Southwest Jiaotong University, Yong Yin/Southwest Jiaotong University, Qiyuan Peng/Southwest Jiaotong University Analysis of Public Transport Operation Efficiency Based on Multi-Level Comprehensive Evaluation (TRBAM-21 -01989) Fulu Wei/Shandong University of Technology, Xiaoyan Wu/Shandong University of Technology, Yongqing Guo/Shandon g University of Technology, Feng Sun/Shandong University of Technology, Qingyin Li/Shandong University of Technology Urban Bus Travel Time Reliability Analysis Considering Bus Bunching (TRBAM-21-02329) YANAN ZHANG/Chang'an University, Hongke Xu/Chang'an University, Qing-Chang Lu/Chang'an University, Xiaohui Fan/Chang'an University Optimised Sampling for On-Time Performance Measurement of Urban Bus Transit (TRBAM-21-02473) Ramandeep Singh/Imperial College London, Daniel Graham/Imperial College London, Mark Trompet/Imperial College London, John Barry/Imperial College London Measurement and Classification of Transit Delays Using GTFS-RT Data: Converting GPS Coordinates to Performance Metrics (TRBAM-21-02885) Zack Aemmer/University of Washington, Andisheh Ranjbari/University of Washington, Don Mackenzie/University of Washington Evaluating the Variability of Public Transport Travel Time: A Case Study of Dar es Salaam Paratransit System (T RBAM-21-02959) Flavius Matata/Dar es Salaam Institute of Technology, Albert Mwauzi/Dar es Salaam Institute of Technology, Hannibal Bwire/Dar es Salaam Institute of Technology Stream Travel Time Reliability using GPS Equipped Probe Vehicles (TRBAM-21-03458) Sharmili Banik/Indian Institute of Technology, Madras, Lelitha Vanajakshi/Indian Institute of Technology, Madras, Dr. Anil Kumar/Indian Institute of Technology, Madras Modeling the Effects of Transit Preferential Treatments on the Transit Reliability Index (TRBAM-21-04288) sadia munia/University of British Columbia, Mahmudur Fatmi/University of British Columbia

1141

Monday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1141 - Carsharing Jean Ruestman, Michigan Department of Transportation, presiding Sponsored By Standing Committee on Innovative Public Transportation Services and Technologies

This session covers various aspects of carsharing, including parking demand, influence of walking and public transport accessibility, service reliability, subleasing, and data framework.

(continued) 65 The Spatial Reconfiguration of Parking Demand Due to Car sharing Diffusion: a Simulated Scenario for the Cities of Milan and Turin (Italy) (TRBAM-21-00458) Marco Diana/Politecnico di Torino, Andrea Chicco/Politecnico di Torino Evaluating an Innovative Sub-Leasing Type of the Round-trip Carsharing (TRBAM-21-00862) Samira Ziyadidegan/Texas A&M University, College Station, Luca Quadrifoglio/Texas A&M University, College Station, Elena Floris/Texas A&M University, College Station, Matteo Gravellu/Texas A&M University, College Station, Eleonora Sottile/Texas A&M University, College Station Adhesion to Shared Mobility: An Analysis of the Influence of Walking and Public Transport Accessibility to Vehicles on Carsharing Membership in Montreal, Canada (TRBAM-21-01412) Mathilde Roblot/Ecole Polytechnique de Montreal, Genevieve Boisjoly/Ecole Polytechnique de Montreal, Francesco Ciari/Ecole Polytechnique de Montreal, Trépanier Martin/Ecole Polytechnique de Montreal ONE-WAY CARSHARING SERVICE DESIGN UNDER DEMAND UNCERTAINTY: A SERVICE RELIABILITY-BASED TWO-STAGE STOCHASTIC PROGRAM APPROACH (TRBAM-21-02105) Wentao HUANG/Hong Kong University of Science and Technology, Wei Huang/Hong Kong University of Science and Technology, Sisi Jian/Hong Kong University of Science and Technology AProposed Data Framework for Car Clubs and LocalAuthorities in the UK (TRBAM-21-04070) Chenyang Wu/Southeast University, Aruna Sivakumar/Southeast University, Scott Le Vine/Southeast University, Ivo Wengraf/Southeast University, Paulius Mackela/Southeast University

Monday, 05:30 p.m. - 06:45 p.m., Virtual Sessions, Session 16A Thomas B. Deen Distinguished Lecture Sponsored By Technical Activities Council

Deen Lecture This Lectureship Award recognizes the career contributions and achievements of an individual in areas covered by the Transportation Research Board's Technical Activities Division.The Thomas B. Deen Distinguished Lecture will be given by Mr. Dorval R. Carter, Jr., President of the Chicago Transit Authority. Mr. Carter is recognized for his leadership in the transit industry and legal community, and for spearheading significant advances to public transportation. As the head of the nation’s second largest transit agency, he oversees the delivery of some 500 million rides annually within Chicago and its suburbs. His lecture, entitled " Our Work is Never Done: Examining Equity Impacts in Public Transportation," will be on Monday, January 25, at 5:30 PM ET.

Welcoming Remarks (P21-21449) Neil Pedersen/Transportation Research Board Introduction of Thomas B. Deen Distinguised Lecturer (P21-21450) Hyun-A Park/Spy Pond Partners Our Work Is Never Done: Examining Equity Impacts in Public Transportation (P21-21451) Dorval Carter/Chicago Transit Authority Lecture Discussion (P21-21452) Hyun-A Park/Spy Pond Partners, Dorval Carter/Chicago Transit Authority, Anthony Foxx/Lyft, Inc. Closing (P21-21453) Neil Pedersen/Transportation Research Board

66 Tuesday, January 26 (Sessions 1142 - 1170, 1172 - 1254)

1142

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 6 1142 - Connected Mobility Innovations and Strategies for the Advancement of Transportation System Management and Operations Jeffrey Adler, Kapsch TrafficCom USA, Inc., presiding Sponsored By Standing Committee on Freeway Operations, Standing Committee on Regional Transportation Systems Management and Operations, Standing Committee on Managed Lanes, Standing Committee on Artificial Intelligence and Advanced Computing Applications

As we seek to launch a new century of mobility technological and strategic innovations will transform the operational capabilities and business models for Transportation System Management and Operations . The focus of this podium session is to encourage discussion and dialog on emerging technologies, strategies, and the necessary research to spur further innovation supported by the public sector, industry, and academia.

New Roles in a New CV/AV Connectivity World: Who Manages What Data and Where? (P21-20499) Suzanne Murtha/AECOM The Value of Artificial Intelligence and Machine Learning to Improve Advanced Data Collection Processing or Road Safety (P21-20500) Karl Jeanbart/Derq Inc. Moving to a One System Approach for Traffic Management By Leveraging Partnerships and Emerging Technologies (P21-20502) Brad Freeze/Tennessee Department of Transportation SRTA’s Evolving Approach to Congestion Pricing (P21-20505) Annie Gillespie/Georgia State Road and Tollway Authority

1143

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 8 1143 - Safety Performance and Analysis Doctoral Student Competition Peter Savolainen, Michigan State University, presiding Sponsored By Standing Committee on Safety Performance Analysis, Standing Committee on Statistical Methods

The Standing Committees on Safety Performance Analysis (ACS20) and Statistical Methods (AED60) are pleased to sponsor a special panel session that will highlight ongoing work by Ph.D. students who are nearing the completion of their doctoral research in the area of transportation safety. The invited students have applied to be part of the panel and will compete for a winner.

Assessing the Safety Impacts of Transit Signal Priority Using Full Bayes Before-After Study (P21-21278) MD Sultan Ali/Florida International University Real-time Safety and Mobility Optimization of Traffic Signals in a Connected Vehicle Environment (P21-21279) Mohamed Essa/University of British Columbia Evaluating the Safety Impacts of Ramp Metering on Freeways (P21-21280) Henrick Haule/Florida International University On-Road Coordinates for Autonomous Vehicle Guidance (P21-21281) Ricardo Jacome/Mid-America Transportation Center The Application of Novel Connected Vehicles Emulated Data on Real-Time Crash Potential Prediction for Arterials (P21-21283) Pei Li/University of Central Florida Examining the Effects of Non-Infrastructure Variables on The Safety Performance of Mixed Traffic Environments at a Signalized Intersection (P21-21285) Seyedeh Maryam Mousavi/Texas A&M University, College Station Can Walking and Cycling for Train Access Improve Road Safety? A Case Study in Victoria, Australia (P21-21286 ) Duc Phan/La Trobe University

(continued) 67 A Comprehensive Study of Driver Behaviors at Unsignalized Intersections Using SHRP2 Naturalistic Driving Study Data (P21-21287) Beijia Zhang/Auburn University

1144 CM (1.50)

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 10 1144 - Planning for a New Normal John Kaliski, Cambridge Systematics, presiding Sponsored By Standing Committee on Transportation Planning Policy and Processes , Standing Committee on Strategic Management, Standing Committee on Public Transportation Planning and Development

Panelist 1 (P21-20896) Neil Pedersen/Transportation Research Board Panelist 2 (P21-20897) Erin Aleman/Chicago Metropolitan Agency for Planning (CMAP) Panelist 3 (P21-20898) Roger Cohen/Pennsylvania Department of Transportation Panelist 4 (P21-20899) John Orr/Atlanta Regional Commission Panelist 5 (P21-20900) Jeanie Ward-Waller/California Department of Transportation (CALTRANS)

1145

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 4 1145 - AR/VR and Psychometric Instruments in Travel Behavior Research Zachary Patterson, Concordia University, presiding Sponsored By Standing Committee on Travel Survey Methods, Subcommittee on Stated Response Surveys, Standing Committee on Traveler Behavior and Values

It has been argued that the complex consumer choices generate various physiological responses (e.g. neurological, cardiovascular, and epidermal) that may not be fully captured by current stated choice approaches. In recent years, exploring the relationship between the physiological state and complex choice behavior has become an emerging area of research. As this field grows, this session will include invited presentations designed to:- introduce difference mechanisms to measure state variables in choice experiments,- how such variables can be used to understand travel behavior and are incorporated in behavioral models- lessons learnt from existing case studies as well as associated challenges and opportunities in terms of travel behavior.

Analysis of crossing pedestrians’ stress level using GSR sensors in virtual immersive reality (P21-20731) Arash Kalatian/Ryerson University, Mahwish Mudassar/Ryerson University, Bilal Farooq/Ryerson University How psychological theories and neuro-cognitive experiments can extend our understanding of hypothetical bias in choice experiments (P21-20732) Milad Haghani/The University of Sydney Application of Electrodermal Activity Sensors in Transportation Engineering: Opportunities and Challenges (P2 1-20734) Mohsen Nazemi/ETH Zurich, Michael van Eggermond/University of Applied Sciences Northwestern Switzerland Using EEG to understand how our brain elaborate information in stated choice experiments: Opportunities, and Challenges (P21-20735) Elisabetta Cherchi/Newcastle University

68 1146

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 13 1146 - Use of Adhesives in Steel Bridge Construction Ronnie Medlock, High Steel Structures, presiding Sponsored By Standing Committee on Steel Bridges, Standing Committee on Construction of Bridges and Structures

Adhesives can be used as fillers, sealers, and connection enhancers in steel bridge construction, but this is not widely known, and the details about how to use adhesives effectively are not broadly understood . Engineers who have used adhesives will be invited to present their projects as case studies, with emphasis on how the adhesive was used, what the associated specifications were, and what were the keys to success and associated lessons learned.

Steel Bridge Repairs Using Structural Adhesives as Steel Grout (P21-20451) Jason Provines/Virginia Transportation Research Council Structural Adhesives for Bridges: FHWA Research Update (P21-20452) Justin Ocel/Federal Highway Administration (FHWA) Innovation in Steel Construction - Load Transfer and Sealant Material (P21-21472) Carsten Kunde/DIAMANT Metallplastic GmbH, Robert McKee/Diamant Polymers, Inc

1147

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 15 1147 - Resilient Modulus Specifications and QC/QA Acceptance for Construction Sunil Sharma, University of Idaho, presiding Christopher Senseney, University of Colorado, Boulder, presiding Sponsored By Standing Committee on Soil and Rock Properties and Site Characterization

The session will focus on QA/QC issues concerning highway construction by focusing on the use of field testing to verify adopted design input parameters, such as the subgrade resilient modulus and resilient moduli of the base course layer(s). The session will start with QA/QC procedures implemented in laboratory testing to determine the resilient modulus of soil for design. The subgrade and base course resilient moduli should be verified through implementation of verifiable construction specifications, which may be checked with field testing. The field verification portion of the session will present the use of roller-mounted, intelligent compaction techniques to verify resilient modulus specifications.

Use of Intelligent Compaction for QC in Highway Construction. (P21-20493) Soheil Nazarian/Center for Transportation Infrastructure Systems (CTIS) Resilient Modulus Testing – QA/QC in the Lab. (P21-20495) Richard Boudreau/Boudreau Engineering, Inc. Stiffness-Based Compaction Quality Assurance Testing Using Lightweight Deflectometers. (P21-20497) Charles Schwartz/University of Maryland MnDOT Implementation of DCP, LWD, and IC during Highway Construction. (P21-20498) John Siekmeier/Minnesota Department of Transportation

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Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 12 1148 - Case Studies for Internal Curing for Bridge Deck Applications Tyson Rupnow, Louisiana Department of Transportation and Development, presiding Sponsored By Standing Committee on Advanced Concrete Materials and Characterization , Standing Committee on Properties of Concrete and Constituent Materials, Standing Committee on Durability of Concrete, Standing Committee on Concrete Bridges

Internally Cured Bridge Decks: Who, What, Where, and When (P21-21326) Jeffrey Speck/Arcosa Lightweight Indiana's Experience with Lightweight Bridge Deck Implementation (P21-21327) Tommy Nantung/Indiana Department of Transportation Lafayette Consolidated Government: Transitioning from the Laboratory to the Field (P21-21328) Tyson Rupnow/Louisiana Department of Transportation and Development

(continued) 69 Roundtable Q&A (P21-21329) Jeffrey Speck/Arcosa Lightweight, Tommy Nantung/Indiana Department of Transportation, Tyson Rupnow/Louisiana Department of Transportation and Development

1149 CM (1.50)

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 1 1149 - Effective Practices and Lessons Learned: Humanitarian Relief and Evacuations During the Pandemic R. Michael Robinson, Old Dominion University, presiding Pamela Murray-Tuite, Clemson University, presiding Sponsored By Standing Committee on Disaster Response, Emergency Evacuations, and Business Continuity

Pandemic considerations complicate already demanding, stressful emergency evacuations and sheltering of displaced individuals and families. Evacuees must consider risks of disease exposure while carrying out the simple tasks of everyday life (fueling vehicles, purchasing food and drinks) in an environment outside of their normal sphere. Shelter managers must provide materials for controlling exposure (masks, disinfectants, sanitizing gels) in normally cramped facilities while maintaining social distancing. Experts with experiences in wildfires, hurricanes, and explosive disasters will discuss how the unique responses to "double hazards" were put in place to ensure safety and security.

Impacts on Virginia Pandemic Emergency Services (P21-21033) Joshua Behr/Old Dominion University Responding to and Recovering from Three Hurricanes During a Pandemic (P21-21036) Brian Wolshon/Louisiana State University Real Time Evaluation of the Response to the Explosion in Beirut (P21-21037) Francois Grunewald/Groupe URD

1150 CM (1.50)

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 7 1150 - Greenhouse Gas Reduction Pathways: Where We Are Now and Plans For Long-Term Mitigation Jonn Axsen, Simon Fraser University, presiding Sponsored By Standing Committee on Transportation Energy, Standing Committee on Air Quality and Greenhouse Gas Mitigation, Standing Committee on Alternative Fuels and Technologies

The moderated discussion will give participants a framework for understanding what measures are needed to make deep reductions in GHG emissions, and think more broadly about how regulations, pricing, and other policy mechanisms can be used to create a more integrated policy mix. The session will examine our GHG reduction goals by describing where we are now and exploring the key question, “How can we get to where we need to be? ” We will cover three broad topics. First, the U.S. EPA will share findings from their newest update to the on-road emissions modeling tool, MOVES. EPA’s newest MOVES model version incorporates the latest adopted policies and control programs and establishes the benchmark for expected transportation criteria pollutant and GHG emissions based on current regulations. Second, researchers from MIT will share insights from their study, “Insights into Future Mobility.” The MIT findings provide insight into the steps that can be taken to reach national-scale GHG reduction goals. Third, we will share two case studies: important GHG reduction actions being taken in China and California. Participants will learn about modeling for mobile source criteria and GHG emissions, technologies and policies to meet GHG emissions reduction goals, and learn from two cases studies about real-world mitigation policies. Speaker presentations will be followed by a vigorous (and uplifting) discussion in which participants can come away with an understanding of the important work that still needs to be accomplished, as well as the tools and approaches available to make needed GHG reductions real within the foreseeable future.

The U.S. EPA MOVES model: recent advances and emissions trends (P21-20466) David Choi/U.S. Environmental Protection Agency (EPA) Insights into Future Mobility (P21-20467) Randall Field/Massachusetts Institute of Technology (MIT), Joanna Moody/Massachusetts Institute of Technology (MIT) California’s Bold Policies to Reduce Greenhouse Gas Emissions from the Transportation Sector (P21-20468) Jennifer Gress/California Air Resources Board (CARB) Greenhouse Gas Consequences of the China Dual Credit Policy (P21-20469) Xin He/Aramco Services Company

70 1151 CM (1.50)

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 5 1151 - Equity of Innovative Mobility Services and Technologies Charlotte Frei, CDM Smith, presiding Sponsored By Standing Committee on Innovative Public Transportation Services and Technologies

This session covers various aspects of equity associated with new, innovative, and emerging concepts, systems and technologies that facilitate mobility. Further, the session covers equity challenges associated with these mobility services, and research, policies, best practices, and lessons learned for enhancing access to mobility for all.

LA's TAP Program: Innovation and Equity Despite Covid-19 (P21-20258) Robin O'Hara/Los Angeles County Metropolitan Transportation Authority Making Micromobility Equitable for All (P21-20259) John MacArthur/Portland State University Equitable and Inclusive Autonomous Future for People with Disabilities (P21-20260) Tongbin Qu/Michigan State University Design, Testing, & Regional Coordination for Paratransit App Technology - Lessons from the Frontlines (P21-2 0261) Valerie Lefler/Feonix Mobility Rising

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Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 2 1152 - Track Maintenance and Design: Historical Perspective for Future Success John Edwards, University of Illinois, Urbana-Champaign, presiding Theodore Sussmann, OST-R/Volpe Center, presiding David Staplin, HNTB Corporation, presiding Conrad Ruppert, HNTB Corporation, presiding Sponsored By Standing Committee on Railroad Infrastructure Design and Maintenance

Historical Perspective on Rail Maintenance and Design (P21-21391) David Staplin/HNTB Corporation Track Maintenance Advances (P21-21392) Darrell Cantrell/Cantrell Rail Services, Inc., Fabian Hansmann/Plasser American Corporation Implementing Preventative Maintenance Strategies to Support Improved Surfacing and Undercutting Planning (P21-21393) Amanda Kessler/National Railroad Passenger Corporation (Amtrak), Skylar Leach/National Railroad Passenger Corporation (Amtrak) Implementation of Track Design Improvements at BNSF: Recent Progress and Path Forward (P21-21394) Erik Frohberg/Burlington Northern Santa Fe Railway (BNSF)

1153

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1153 - Measuring Pedestrian Experiences, Activity, and Needs and Planning for Mobility, Comfort, and Access Kevin Manaugh, McGill University, presiding Sponsored By Standing Committee on Pedestrians

An innovative Pedestrian-Centred Walkability Assessment. (TRBAM-21-01053) Carlos Canas/University of Malta, Maria Attard/University of Malta, Muki Haklay/University of Malta Curb Ramp and Accessibility Element Upgrade Prioritization: A Literature Review and Analysis of Multi-State Survey Data (TRBAM-21-01621) Hannah MacKnight/University of Virginia, Peter Ohlms/University of Virginia, T. Donna Chen/University of Virginia Defining Sidewalks: Improvements Inspired by Pedestrian Perceptions and Built Environment Characteristics ( TRBAM-21-00609) Jose Vallejo-Borda/BRT+ Centre of Excellence, German Barrero/BRT+ Centre of Excellence, Hernan Ortiz-Ramirez/BR T+ Centre of Excellence, Laura Barchelot-Aceros/BRT+ Centre of Excellence, Daysy Pabón-Poches/BRT+ Centre of Excellence, Claudia Silva-Fernández/BRT+ Centre of Excellence

(continued) 71 Does Weather Matter for Walking? Assessing the Impacts of Weather on Pedestrian Signal Activity at Signalized Intersections in Northern Utah (TRBAM-21-02352) Ferdousy Runa/Utah State University, Patrick Singleton/Utah State University Estimating Real-Time Pedestrian Volume at Button-Activated Midblock Crosswalks (TRBAM-21-03211) Xiaofeng Li/University of Arizona, Yao-Jan Wu/University of Arizona Exploring the Demographic and Behavioural Factors Associated with Public Support for Pedestrianisation: The Case of Edinburgh City Centre (TRBAM-21-01413) Torran Semple/Edinburgh Napier University, Grigorios Fountas/Edinburgh Napier University Learning from Black pedestrian experiences in Portland, Oregon (TRBAM-21-03381) Lincoln Edwards/University of Arizona, Arlie Adkins/University of Arizona, Tara Goddard/University of Arizona, Kimberly Kahn/University of Arizona, Jaboa Lake/University of Arizona Pedestrian Traffic Signal Data Accurately Estimates Pedestrian Crossing Volumes (TRBAM-21-00894) Patrick Singleton/Utah State University, Ferdousy Runa/Utah State University Street Network Configuration and Active Transport to Primary Schools (TRBAM-21-03848) Ali Soltani/University of South Australia, Masoud Javadpoor/University of South Australia, Fatemeh Shams/University of South Australia, Milad Medizadeh/University of South Australia TOPOGRAPHICAL FACTORS IN TRAVEL MODE CHOICE: EVIDENCE FROM YOKOHAMA, JAPAN (TRBAM-21-01 055) Gen Hayauchi/Yokohama National University, FUMIHIKO NAKAMURA/Yokohama National University, RYO ARIYOSHI/ Yokohama National University, SHINJI TANAKA/Yokohama National University, SHINO MIURA/Yokohama National University Utilizing Pedestrian Push-Button Data for Direct Demand Models of Pedestrian Traffic Volumes at Intersections (TRBAM-21-00874) Patrick Singleton/Utah State University, Keunhyun Park/Utah State University, Doo Hong Lee/Utah State University We shape our buildings, but do they then shape us? A longitudinal analysis of pedestrian flows and development-activity in Melbourne (TRBAM-21-03056) Andres Sevtsuk/Massachusetts Institute of Technology, Rounaq Basu/Massachusetts Institute of Technology, Bahij Chancey/Massachusetts Institute of Technology A Personalized Trip Planner for Vulnerable Road Users (TRBAM-21-02068) Khadijeh Shirzad/North Carolina A&T State University, Justice Darko/North Carolina A&T State University, Larkin Folsom/North Carolina A&T State University, Nigel Pugh/North Carolina A&T State University, Hyoshin Park/North Carolina A&T State University, Justin Owens/North Carolina A&T State University, Andrew Miller/North Carolina A&T State University Development and Validation of a Seven-County Regional Pedestrian Volume Model (TRBAM-21-01658) Robert Schneider/University of Wisconsin, Milwaukee, Schmitz Andrew/University of Wisconsin, Milwaukee, Xiao Qin/U niversity of Wisconsin, Milwaukee Static Obstructions and the Impact on Functional Sidewalk Width (TRBAM-21-02058) Nicholas Coppola/University of Colorado, Denver, Wesley Marshall/University of Colorado, Denver

1154

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1154 - Driver Behavior Modeling Erika Miller, Colorado State University, presiding Justin Owens, Virginia Polytechnic Institute and State University (Virginia Tech), presiding Sponsored By Standing Committee on Human Factors of Vehicles

Exploring the Different Patterns for Generation Process of Driving Fatigue Based on Individual Driving Behavior Parameters (TRBAM-21-01718) Zhibiao Peng/Beijing University of Civil Engineering and Architecture, Yiping Wu/Beijing University of Civil Engineering and Architecture, Chenjing Zhou/Beijing University of Civil Engineering and Architecture, Jian Rong/Beijing University of Civil Engineering and Architecture, Yuan Yuan/Beijing University of Civil Engineering and Architecture, Xiansheng Shao/ Beijing University of Civil Engineering and Architecture Anthropomorphic Automated Driving Speed Control Algorithm on Complex Alignment Freeways (TRBAM-21-02 414) Zhigui Chen/Tongji University, Xuesong Wang/Tongji University, Qiming Guo/Tongji University, Andrew P. Tarko/Tongji University Driver Behaviour Profiling Using Naturalistic Driving Data-A Systematic Review (TRBAM-21-02733) Harpreet Singh/Indian Institute of Technology Jammu, Ankit Kathuria/Indian Institute of Technology Jammu

(continued) 72 A Hybrid CatBoost Method for Identifying Feature levels Associated with Safety Critical Events: A Naturalistic Driving Study (TRBAM-21-02896) Saleh Mousa/Texas Department of Transportation, Ragab Mousa/Texas Department of Transportation, Amany Fadaly/T exas Department of Transportation, khalid jamil/Texas Department of Transportation A Deep Learning-based Car-overtaking-truck Prediction Model When Considering Individual Driving Styles (TR BAM-21-02936) Bo Yu/University of Michigan, Dearborn, Meitang Li/University of Michigan, Dearborn, Huajian Zhou/University of Michigan, Dearborn, Shan Bao/University of Michigan, Dearborn Individual Difference Analysis of Driving Behaviors Using Kinematic Vehicle Data (TRBAM-21-03795) Yao Chen/Tongji University, Jian Lu/Tongji University, Ke Wang/Tongji University A Bayesian Multinomial Logit Approach for Modeling Distracted Driving Related Crashes to Examine In-Vehicle Distraction Sources (TRBAM-21-03964) Boniphace Kutela/Texas A&M Transportation Institute, Emmanuel Kidando/Texas A&M Transportation Institute, Angela Kitali/Texas A&M Transportation Institute, Neema Langa/Texas A&M Transportation Institute, Sia Mwende/Texas A&M Transportation Institute Modeling Car-Following Heterogeneities by Considering Leader-Follower Compositions and Driving Style Differences (TRBAM-21-04385) Zhanbo Sun/Southwest Jiaotong University, Xue Yao/Southwest Jiaotong University

1155

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1155 - Vehicle-Highway Automation 2021, Part 1 (Part 2, Session 1168) Sponsored By Standing Committee on Vehicle-Highway Automation

Impacts of Automated Vehicles on Highway Infrastructure (TRBAM-21-00841) Paul Carlson/Road Infrastructure, Inc. Cooperative Car-Following and Merging: A Novel Merge Control Strategy Considering Cooperative Adaptive Cruise Control and Courtesy (TRBAM-21-03811) Yuanchang Xie/University of Massachusetts, Lowell Better than ‘Average’: Potential Crash Rate Standards for Automated Vehicles (TRBAM-21-01736) Noah Goodall/Virginia Department of Transportation Investigating the Potential of Truck Platooning on Energy Savings: an Empirical Study on the U.S. National Highway Freight Network (TRBAM-21-00659) Xiaotong Sun/University of Michigan, Ann Arbor, Yafeng Yin/University of Michigan, Ann Arbor, Bo Zou/University of Michigan, Ann Arbor, Haochen Wu/University of Michigan, Ann Arbor, Mojtaba Abdolmaleki/University of Michigan, Ann Arbor A Learning-based Stochastic Driving Model for Autonomous Vehicle Testing (TRBAM-21-03568) Lin Liu/University of Michigan, Shuo Feng/University of Michigan, Yiheng Feng/University of Michigan, Xichan Zhu/Univ ersity of Michigan, Henry Liu/University of Michigan Corner Case Generation and Analysis for Safety Assessment of Autonomous Vehicles (TRBAM-21-03603) Haowei Sun/University of Michigan, Shuo Feng/University of Michigan, Xintao Yan/University of Michigan, Henry Liu/Uni versity of Michigan Cut-in Test Scenarios Generation Method for Autonomous Vehicles (TRBAM-21-04339) Shuang Liu/Tongji University, Xuesong Wang/Tongji University Cooperative Control of Automated Vehicles of Different Cooperation Classes at a Stop-Controlled Intersection ( TRBAM-21-04000) Saeid Soleimaniamiri/University of South Florida, Handong Yao/University of South Florida, Amir Ghiasi/University of South Florida, Xiaopeng Li/University of South Florida, Pavle Bujanovic/University of South Florida, Govindarajan Vadakpat/University of South Florida, Taylor Lochrane/University of South Florida Machine Learning Aided Platoon-Based Cooperative Lane-change Control Using MPC Approach (TRBAM-21-00 931) hanyu zhang/University of Florida, Lili Du/University of Florida, Jinglai Shen/University of Florida Comparison of Automated Vehicle Struck-from-Behind Crash Rates with National Rates Using Naturalistic Data (TRBAM-21-02511) Noah Goodall/Virginia Department of Transportation Investigation on Factors that Influence People's Acceptance of Automated Driving – A Kentucky Case Study (T RBAM-21-04439) Song Wang/University of Louisville, Richard Li/University of Louisville

(continued) 73 Unmanned logistics in urban transport - a case study in The Netherlands (TRBAM-21-00063) Meng Lu/Dynniq Nederland B.V., Xiaoyun Zhang/Dynniq Nederland B.V., Steven Boerma/Dynniq Nederland B.V., Jaap Vreeswijk/Dynniq Nederland B.V. Sharing the Road with Autonomous Vehicles: A Qualitative Analysis of the Perceptions of Pedestrians and Bicyclists (TRBAM-21-02225) Md Tawhidur Rahman/West Virginia University, Kakan Dey/West Virginia University, Subasish Das/West Virginia University, Melissa Sherfinski/West Virginia University Comprehensive survival analytics for lane-changing duration (TRBAM-21-01194) Yang Li/Tongji University, Linbo Li/Tongji University, Daiheng Ni/Tongji University Qualifying the Driving Environment Dynamics from the View of Autonomous Vehicles (AVs): Inspiration for Qualitatively Defining Operational Design Domains (ODDs) (TRBAM-21-03001) Xing Fu/University of Alabama, Jun Liu/University of Alabama, Alexander Hainen/University of Alabama, Asad J. Khattak/University of Alabama Autonomous Vehicles’ Car-following Drivability Evaluation Based on Driving Behavior Spectrum Reference Model (TRBAM-21-03204) Xiao Qi/Tongji University, Ying Ni/Tongji University, Yiming Xu/Tongji University, Ye Tian/Tongji University, Junhua Wang /Tongji University, Jian Sun/Tongji University Reliability Analysis of a Passing Warning System on Two-Lane Highways Using Driving Simulator Data (TRBA M-21-00541) Udai Hassein/Ryerson University Detecting and Rectifying Vehicle Malicious Misbehavior for Intersection Movement Assist: Sensor-Based Misbehavior Detection Study (TRBAM-21-02685) Boon Teck Ong/Booz Allen Hamilton, Inc., Joshua Kolleda/Booz Allen Hamilton, Inc., Saleh Mousa/Booz Allen Hamilton, Inc., Scott Andrews/Booz Allen Hamilton, Inc., Dennis Fleming/Booz Allen Hamilton, Inc., James Marousek/Booz Allen Hamilton, Inc., Mahsa Ettefagh/Booz Allen Hamilton, Inc., Purser Sturgeon/Booz Allen Hamilton, Inc., Diego Lodato/Boo z Allen Hamilton, Inc., James Goldsmith/Booz Allen Hamilton, Inc. Microscopic Right-Of-Way Trading Mechanism for Cooperative Decision-Making: Theories and Preliminary Results (TRBAM-21-04278) Zhanbo Sun/Southwest Jiaotong University, Ziye Qin/Southwest Jiaotong University, Rui Ma/Southwest Jiaotong University, Ziyan Gao/Southwest Jiaotong University Empirical Analysis of Longitudinal and Lateral Vehicle Dynamics of Automated Vehicles (TRBAM-21-00551) Julian Staiger/Delft University of Technology, Simeon Calvert/Delft University of Technology A lane changing-based optimal control strategy for CAVs at merging sections (TRBAM-21-00225) Hongheng Chen/Jilin University, Hongri Yan/Jilin University, Wenjin Du/Jilin University, Qiaowen Bai/Jilin University Exploring the Benefits of Conversing with a Digital Voice Assistant during Automated Driving: A Parametric Duration Model of Takeover Time (TRBAM-21-00712) Kirti Mahajan/Indian Institute of Technology, Bombay, David Large/Indian Institute of Technology, Bombay, Gary Burnett /Indian Institute of Technology, Bombay, Nagendra Velaga/Indian Institute of Technology, Bombay Comfortable and Energy Efficient Velocity Control on Rough Pavements using Deep Reinforcement Learning ( TRBAM-21-03858) Jing Chen/Tongji University, Cong Zhao/Tongji University, Yuchuan Du/Tongji University Study on the Behavior Ability Testing of Automated vehicles (TRBAM-21-04209) Qian Guo/Southwest Jiaotong University, Kechen Pu/Southwest Jiaotong University, Huanwei Qi/Southwest Jiaotong University, Mingxu Li/Southwest Jiaotong University, Da Yang/Southwest Jiaotong University COLLISION AVOIDANCE FRAMEWORK FOR AUTONOMOUS VEHICLES UNDER CRASH IMMINENT SITUATIONS (TRBAM-21-03118) Runjia Du/Purdue University, Sikai Chen/Purdue University, Yujie Li/Purdue University, Paul (Young Joun) Ha/Purdue University, Jiqian Dong/Purdue University, Samuel Labi/Purdue University

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Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1156 - Advancements in Roadside Safety Analysis Sponsored By Standing Committee on Roadside Safety Design, Section ‐ Design

Comparison of Modified Yield-Line and Punching Shear Capacities for Concrete Traffic Barriers and Bridge Rails (TRBAM-21-02987) Andrew Loken/University of Nebraska, Lincoln, Joshua Steelman/University of Nebraska, Lincoln, Scott Rosenbaugh/U niversity of Nebraska, Lincoln, Ronald Faller/University of Nebraska, Lincoln, John Holt/University of Nebraska, Lincoln

(continued) 74 A Corridor-Based Procedure for Determining Longitudinal Barrier Length of Need (TRBAM-21-03844) Luke Riexinger/Virginia Polytechnic Institute and State University (Virginia Tech), Nicholas Johnson/Virginia Polytechnic Institute and State University (Virginia Tech), Hampton Gabler/Virginia Polytechnic Institute and State University (Virgini a Tech) Automated Safety Assessment of Roadside Clear Zones using LiDAR Data (TRBAM-21-04443) Maged Gouda/University of Alberta, Bruno Mello/University of Alberta, Karim El-Basyouny/University of Alberta Prediction of Occurrence and Severity of Run-off-Roadway (ROR) Crashes on Two-Lane Rural Roadways using Bayesian Networks (TRBAM-21-03456) Boniphace Kutela/Texas A&M Transportation Institute, Raul Avelar/Texas A&M Transportation Institute, Srinivas Geedipally/Texas A&M Transportation Institute, Ankit Jhamb/Texas A&M Transportation Institute

1157

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1157 - Design and Rehabilitation of Concrete Pavements Georgene Geary, GGfGA Engineering, presiding Sponsored By Standing Committee on Design and Rehabilitation of Concrete Pavements, Standing Committee on Concrete Pavement Construction and Rehabilitation

Session includes topics related to concrete overlays and overlays with fibers, reliability in concrete pavement design, calibration of concrete pavement models, CTE, and cross-tensioned concrete pavement.

Redevelopment of Artificial Neural Networks for Predicting the Response of Bonded Concrete Overlays of Asphalt for use in a Faulting Prediction Model (TRBAM-21-00174) John DeSantis/University of Illinois, Urbana-Champaign, Julie Vandenbossche/University of Illinois, Urbana-Champaign Concrete Pavement Reliability By Monte Carlo Simulation (TRBAM-21-00600) Anastasios Ioannides/Hosei Daigaku Rikogakubu Daigakuin Rikogaku Kenkyuka, Jeb Tingle/Hosei Daigaku Rikogakubu Daigakuin Rikogaku Kenkyuka Mechanistic-Empirical Faulting Prediction Model for Unbonded Concrete Overlays of Concrete (TRBAM-21-016 89) Charles Donnelly/University of Pittsburgh, John DeSantis/University of Pittsburgh, Julie Vandenbossche/University of Pittsburgh, Steven Sachs/University of Pittsburgh Calibration of the Rigid Pavement Analysis System (RPAS) Using Field Test Data (TRBAM-21-02057) Abbas TaghaviGhalesari/The Transtec Group, Inc., Nancy Beltran/The Transtec Group, Inc., Cesar Carrasco/The Transtec Group, Inc. Local Calibration of Pavement ME Faulting Reliability Using Pavement Management Data (TRBAM-21-02591) Lucio De Salles/University of Pittsburgh, Lev Khazanovich/University of Pittsburgh Pavement ME Transverse Cracking Model Calibration Using California’s Pavement Management System (TRBA M-21-03125) Ashkan Saboori/University of California, Davis, Jeremy Lea/University of California, Davis, Angel Mateos/University of California, Davis, Rongzong Wu/University of California, Davis, John Harvey/University of California, Davis An Insight into Moisture-Dependence of Concrete Coefficient of Thermal Expansion in Concrete Pavements (T RBAM-21-03471) Angel Mateos/University of California, Berkeley, John Harvey/University of California, Berkeley, Dulce Feldman/Universi ty of California, Berkeley, David Lim/University of California, Berkeley, Rongzong Wu/University of California, Berkeley, Julio Paniagua/University of California, Berkeley Prestress Force Monitoring in Cross-Tensioned Concrete Pavement Using Distributed Optical Sensing Technology (TRBAM-21-04215) Ke Cheng/Tongji University, Mengyuan Zeng/Tongji University, Hui Chen/Tongji University, Jianming Ling/Tongji University, Hongduo Zhao/Tongji University, Difei Wu/Tongji University International Roughness Index Model for Jointed Plain Concrete Highway Pavements: An Artificial Neural Network Application (TRBAM-21-04227) Salma Sultana/University of Mississippi, Hakan Yasarer/University of Mississippi, Waheed Uddin/University of Mississippi, Rulian Barros/University of Mississippi Roughness Modeling for Asphalt Overlay on Concrete Pavements Using Neural Networks (TRBAM-21-04228) Rulian Barros/University of Mississippi, Hakan Yasarer/University of Mississippi, Waheed Uddin/University of Mississippi, Salma Sultana/University of Mississippi

(continued) 75 Influence of Structural Synthetic Fibers on the Transverse Joint Behavior and Faulting of Ultra-thin and Thin Concrete Pavements (TRBAM-21-04320) Manik Barman/University of Minnesota, Duluth, Souvik Roy/University of Minnesota, Duluth, Amarjeet Tiwari/University of Minnesota, Duluth, Thomas Burnham/University of Minnesota, Duluth

1158

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1158 - Maintenance Fleet & Equipment Alternative Fuels and Emissions John Hildreth, Western Carolina University, presiding Sponsored By Standing Committee on Maintenance Fleet and Equipment

Presentations in this poster session will focus on alternative fuels/power for and emissions from heavy equipment for maintenance and construction.

Operational Feasibility Assessment of Battery Electric Construction Equipment based on In-Use Activity Data ( TRBAM-21-01671) Fuad Un-Noor/University of California, Riverside, George Scora/University of California, Riverside, Guoyuan Wu/Univer sity of California, Riverside, Kanok Boriboonsomsin/University of California, Riverside, Harikishan Perugu/University of California, Riverside, Sonya Collier/University of California, Riverside, Seungju Yoon/University of California, Riverside Case Study of Average Daily Usage of Nonroad Equipment Fleets (TRBAM-21-03217) Phil Lewis/Texas A&M University, Carl Fulper/Texas A&M University, Sarah Roberts/Texas A&M University, Jeremy Johnson/Texas A&M University, Reza Farzaneh/Texas A&M University

1159

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1159 - Advances in Light Rail Performance, Management and Design Graham Currie, Monash University, presiding Sponsored By Standing Committee on Light Rail Transit

This session presents research advances in light rail performance, management and design including papers on international comparisons of light rail, research on real time understanding of tram bunching, optimising track design for delay minimisation and mode choice during tram service disruptions.

An International Comparative Study of the Transit Performance of Small Light-Rail Systems in Spain and the United States (TRBAM-21-00267) Luis Ramos-Santiago/Clemson University, Margarita Novales Ordax/Clemson University, Francisco- Alberto Varela-Gar cía/Clemson University When Will They Bunch Next? Predictive Analytics of Streetcar Bunching Occurrence Time for Real-Time Applications (TRBAM-21-00403) Aya Aboudina/Cairo University, Ehab Diab/Cairo University, Amer Shalaby/Cairo University An optimization model for rail line crossover design considering the cost of delay (TRBAM-21-01329) Willem Trommelen/University of Twente, Konstantinos Gkiotsalitis/University of Twente, Eric C. van Berkum/University of Twente Transit Users’ Mode Choice Behavior During Short-Term LRT Planned Service Disruption (PSD) (TRBAM-21-02 394) Asim Muhammad/University of Calgary, Schulich, Adam Weiss/University of Calgary, Schulich, Lina Kattan/University of Calgary, Schulich, S.C. Wirasinghe/University of Calgary, Schulich

1160

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1160 - Current Issues in Uncrewed Aircraft Systems/Vehicles (UAS/UAV) Andrew Alden, Virginia Polytechnic Institute and State University (Virginia Tech), presiding Sponsored By Standing Committee on New Users of Shared Airspace

IDENTIFICATION OF WIND-INDUCED UAS BRIDGE INSPECTION HAZARD ZONES (TRBAM-21-00364) Jack Green/Purdue University, John Mott/Purdue University

(continued) 76 Integrating Unmanned Aircraft Systems into Highway Bridge Inspection Procedures: Challenges, Implications, and Lessons Learned (TRBAM-21-01513) Michael Plotnikov/University of Massachusetts, Amherst, John Collura/University of Massachusetts, Amherst Understanding the Energy Use of Quadcopter Package Delivery Drones (TRBAM-21-02509) Thiago Rodrigues/Carnegie Mellon University, Jay Patrikar/Carnegie Mellon University, Natalia Oliveira/Carnegie Mellon University, H. Scott Matthews/Carnegie Mellon University, Sebastian Scherer/Carnegie Mellon University, Constantine Samaras/Carnegie Mellon University Revealing Safety Risks of Unmanned Aerial Vehicles in Construction (TRBAM-21-03085) Mostafa Namian/East Carolina University, Mohammad Khalid/East Carolina University, George Wang/East Carolina University, Yelda Turkan/East Carolina University Benchmarking UAS-Assisted Inspection of Steel Bridges for Fatigue Cracks (TRBAM-21-03251) Sattar Dorafshan/University of North Dakota, Leslie Campbell/University of North Dakota, Marc Maguire/University of North Dakota, Rob Connor/University of North Dakota Efficiency of UAV-based Last-Mile Delivery under Congestion in Low-Altitude Air (TRBAM-21-03807) Ruifeng She/University of Illinois, Urbana-Champaign, Yanfeng Ouyang/University of Illinois, Urbana-Champaign

1161

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1161 - Current Research Related to Ports and Channels Mihalis Golias, University of Memphis, presiding Sponsored By Standing Committee on Ports and Channels

A Vectorized AIS-based Algorithm for Waterway Traffic Feature Analysis: A Case Study of Houston Ship Channel (TRBAM-21-00560) Sepideh Zohoori/Lamar University, Masood Jafari Kang/Lamar University, Maryam Hamidi/Lamar University, Brian Craig/Lamar University Using Crowdsourced Big Data to Estimate the Impact of Cruise Shipping Activity on Port Cities (TRBAM-21-006 41) Agustina Calatayud/Inter-American Development Bank, Santiago Sanchez-Gonzalez/Inter-American Development Bank, Jose Maria Marquez/Inter-American Development Bank Integrating vessel arrival time prediction having interval uncertainty into the berth allocation and quay crane assignment (TRBAM-21-01525) Jingjing Yu/Universitat Hamburg, Stefan Voß/Universitat Hamburg, Philip Cammin/Universitat Hamburg Analysis of Blockchain’s Impacts on and Applicability to Maritime Industry (TRBAM-21-02966) Cassia Galvao/Texas A&M University, Galveston, Joan Mileski/Texas A&M University, Galveston, Jim Kruse/Texas A&M University, Galveston, Juan Carlos Villa/Texas A&M University, Galveston Using Automatic Identification System (AIS) Data to Quantify Narrow Waterways Congestion: A Case Study of Houston Ship Channel (TRBAM-21-00486) Masood Jafari Kang/Lamar University, Sepideh Zohoori/Lamar University, Maryam Hamidi/Lamar University, Brian Craig/Lamar University A Novel Methodology for Integrated Problem of Stowage Planning with Crane Split in Container Terminals (TR BAM-21-00657) Yimei Chang/Beijing Wuzi University, Ali Haghani/Beijing Wuzi University, Masoud Hamedi/Beijing Wuzi University Emerging trends defining the Ports of the Future: application of Delphi method (TRBAM-21-02824) Javier Garrido/Center For Innovation in Transport - CENIT, Sergi Saurí/Center For Innovation in Transport - CENIT, Esther Raventós/Center For Innovation in Transport - CENIT, Carles Rúa/Center For Innovation in Transport - CENIT, Jordi Torrent/Center For Innovation in Transport - CENIT Big Data for Big Ships: Insights Into Container Vessel Dwell Times (TRBAM-21-02916) Daniel Smith/Tioga Group Macroeconomic and Environmental Impacts of Port Electrification: Four Port Case Studies (TRBAM-21-02921) Ellen Schenk/University of Delaware, Edward Carr/University of Delaware, James Corbett/University of Delaware

77 1162

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1162 - Current Research in Inland Water Transportation Elizabeth Burkhart, Collins Engineers, Inc., presiding Sponsored By Standing Committee on Inland Water Transportation

Commodity-based Vessel Trip Characterization on an Inland Waterway Network (TRBAM-21-00123) Magdalena Asborno/U.S. Army Corps of Engineers (USACE), Sarah Hernandez/U.S. Army Corps of Engineers (USAC E) Waterway Maintenance Budget Allocation in A Multimodal Network (TRBAM-21-03656) Ahmadreza Mahmoudzadeh/Texas A&M University, Mohammadadel Khodakarami/Texas A&M University, Chaolun Ma/ Texas A&M University, Xiubin Bruce Wang/Texas A&M University, Kenneth Mitchell/Texas A&M University, Yunlong Zhang/Texas A&M University

1163

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1163 - Current Research in Marine Environment James Corbett, University of Delaware, presiding Sponsored By Standing Committee on Marine Environment

Trends in Emission Inventory of Marine Traffic for Port of Haifa (TRBAM-21-02980) Elyakim BenHakoun/Technion-Israel Institute of Technology, Eddy Van De Voorde/Technion-Israel Institute of Technology, Yoram Shiftan/Technion-Israel Institute of Technology Moving perishable cargoes and decarbonization targets of shipping (TRBAM-21-04279) Thalis Zis/Technical University of Denmark, Harilaos Psaraftis/Technical University of Denmark Can ports assist in the decarbonization of maritime transport? (TRBAM-21-04337) Thalis Zis/Technical University of Denmark Competition and Cooperation Strategy analysis of Seaports and Inland ports Under Carbon Emission Constraints (TRBAM-21-01286) Jiawei Wang/Southwest Jiaotong University, Qinglan Huang/Southwest Jiaotong University, Mi Gan/Southwest Jiaotong University

1164

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1164 - Current Research in Marine Safety and Human Factors Tracey Mayhew, Paul Hall Center for Maritime Training & Education, presiding Sponsored By Standing Committee on Marine Safety and Human Factors

Maritime Safety in a Developing Country, Bangladesh: Where We Are and the Way Forward (TRBAM-21-02945) Md. Imran Uddin/Bangladesh University of Engineering and Technology, Md Asif Raihan/Bangladesh University of Engineering and Technology, Zobair Awal/Bangladesh University of Engineering and Technology Analysis of Port Accidents and Calibration of Heinrich’s Pyramid (TRBAM-21-02560) Arnab Majumdar/Imperial College London, Iulia Manole/Imperial College London, Ryan Nalty/Imperial College London Stochastic Programming for Liner Ship Routing and Scheduling under Uncertain Sea Ice Conditions in the Northern Sea Route (TRBAM-21-03588) Jiaxuan Ding/Tongji University, Chi Xie/Tongji University

1165

Tuesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1165 - Current Research in Ferry Transportation Cassandra Durkin, KPFF Consulting Engineers, presiding Sponsored By Standing Committee on Ferry Transportation

(continued) 78 Travel Preferences for Alternative Islandic Ferry Transport Hubs in the Aegean Archipelago for Tourism (TRBA M-21-01227) Fani Hatziioannidu/University of the Aegean, Amalia Polydoropoulou/University of the Aegean Potential Role of Hydrogen and Fuel Cells for Maritime Applications: Ferries 1 and Towboats (TRBAM-21-02970 ) John Kopasz/Argonne National Laboratory, Rajesh Ahluwalia/Argonne National Laboratory, Dionissios Papadias/Argon ne National Laboratory, Xiaohua Wang/Argonne National Laboratory, Theodore Krause/Argonne National Laboratory A Comprehensive Economic Assessment of Electric and Diesel Vessels (TRBAM-21-00262) Trine Heinemann/Centre for Research and Technology (CERTH) - Hellenic Institute of Transport (HIT), Annie Kortsari/C entre for Research and Technology (CERTH) - Hellenic Institute of Transport (HIT), Lambros Mitropoulos/Centre for Research and Technology (CERTH) - Hellenic Institute of Transport (HIT), Georgia Ayfantopoulou/Centre for Research and Technology (CERTH) - Hellenic Institute of Transport (HIT), Henrik Mikkelsen/Centre for Research and Technology (CERTH) - Hellenic Institute of Transport (HIT)

Tuesday, 11:00 a.m. - 03:00 p.m., Virtual Sessions, Virtual Exhibit Hall Live Exhibit Hours Sponsored By Technical Activities Council

Visit the virtual exhibit hall, to view a wide range of exhibits, showcasing a variety of transportation-related products and services from commercial organizations and TRB sponsors. The exhibit hall will be "live" from 11:00 AM to 3:00 PM each day, on January 21–22 and January 25-29. During that time, visit the booths, to meet with exhibitors who can explain their products and services and answer your questions via live chat and one-on-one audio and video conferencing.In addition to the live hours, the exhibit booths will be available for viewing on a 24-hour basis from January 21 through February 19. So, regardless of your time zone, you can visit the exhibits—at a time that’s convention for you—to read and watch videos about new products and solutions, download information, leave your business card, or post a question.While in the Exhibit Hall, be sure to visit the TRB booths, where you can learn more about TRB’s activities, and find out how you can get involved in any of TRB’s 177 standing committees.

1166

Tuesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1166 - Emerging Technologies: User Understanding and Opinions Swaroop Dinakar, Crash Safety Research Center, LLC, presiding Shannon Roberts, University of Massachusetts, Amherst, presiding Sponsored By Standing Committee on Human Factors of Vehicles

There are eight papers presented in this session.

Exploring User Understanding of ADAS Iconography Using Novel Survey Methods (TRBAM-21-01506) Steven Landry/General Motors Company, Bobbie Seppelt/General Motors Company, Martin Krampell/General Motors Company, Luca Russo/General Motors Company How Much Drivers Know About Adaptive Cruise Control: A Survey of Owners and Non-Owners (TRBAM-21-017 40) Chelsea DeGuzman/University of Toronto, Birsen Donmez/University of Toronto Exploring Public Perception of Level-2 Automation and Full Automation: Interview Based Study (TRBAM-21-01 824) Sanaz Motamedi/University of Florida, Pei Wang/University of Florida, Ching-Yao Chan/University of Florida Effects of Auditory Display Types and Acoustic Variables on Subjective Driver Assessment in a Rail-Crossing Context (TRBAM-21-02398) Chihab Nadri/Virginia Polytechnic Institute and State University (Virginia Tech), Seulchan Lee/Virginia Polytechnic Institute and State University (Virginia Tech), Siddhant Kekale/Virginia Polytechnic Institute and State University (Virginia Tech), Yinjia Li/Virginia Polytechnic Institute and State University (Virginia Tech), Xuan Li/Virginia Polytechnic Institute and State University (Virginia Tech), Pasi Lautala/Virginia Polytechnic Institute and State University (Virginia Tech), David Nelson/Virginia Polytechnic Institute and State University (Virginia Tech), Myounghoon Jeon/Virginia Polytechnic Institute and State University (Virginia Tech)

(continued) 79 Perceptions of Multimodal Traffic Safety Concerns in a University Population (TRBAM-21-03244) Md Rafiur Rahman/Utah State University, Niranjan Poudel/Utah State University, Patrick Singleton/Utah State University The Effect of Ride Experience on Changing Opinions Toward Autonomous Vehicle Safety (TRBAM-21-03983) Xiaowei Shi/University of South Florida, Zhen Wang/University of South Florida, Xiaopeng Li/University of South Florida Comparison of acceptance of highly automated vehicles between car users and pedestrians (TRBAM-21-04394) Yu Zhang/Wuhan University, Liu Yang/Wuhan University, Rongkai Su/Wuhan University, Xinyue Wang/Wuhan University, Weijia Sun/Wuhan University, Han Wang/Wuhan University Safety Enhancements to Reduce Speeding in School Zones Using Driving Simulation (TRBAM-21-04370) Yindhira Taveras/Recinto Universitario de Mayaguez Universidad de Puerto Rico, Didier Valdés/Recinto Universitario de Mayaguez Universidad de Puerto Rico, Benjamín Colucci Ríos/Recinto Universitario de Mayaguez Universidad de Puerto Rico, Alberto Figueroa Medina/Recinto Universitario de Mayaguez Universidad de Puerto Rico, Maria Rojas/Rec into Universitario de Mayaguez Universidad de Puerto Rico, Rocío Sotomayor-Irizarry/Recinto Universitario de Mayaguez Universidad de Puerto Rico, Cindy Sierra/Recinto Universitario de Mayaguez Universidad de Puerto Rico

1168

Tuesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1168 - Vehicle-Highway Automation 2021, Part 2 (Part 1, Session 1155) Sponsored By Standing Committee on Vehicle-Highway Automation

Stabilizing Mixed Traffic Flow using Connected Autonomous Vehicles: Consideration of Perception-reaction Time Delay and Driver Behavioral Heterogeneity of Human-driven Vehicles (TRBAM-21-02646) Yujie Li/Purdue University, Sikai Chen/Purdue University, Paul (Young Joun) Ha/Purdue University, Jiqian Dong/Purdue University, Runjia Du/Purdue University, Aaron Steinfeld/Purdue University, Samuel Labi/Purdue University Traffic Congestion and Shockwave Damping through Advanced Driver Assistance System (ADAS) Longitudinal Vehicle Control (TRBAM-21-04191) Yizhou Wang/Rutgers University, Peter Jin/Rutgers University Fully Distributed Optimization based CAV Platooning Control under Linear Vehicle Dynamics (TRBAM-21-01003 ) Jinglai Shen/University of Maryland, Baltimore County, Eswar Kumar Hathibelagal Kammara/University of Maryland, Baltimore County, Lili Du/University of Maryland, Baltimore County Efficient Connected and Automated Driving System with Multi-agent graph Reinforcement Learning (TRBAM-2 1-01767) Tianyu Shi/McGill University, Jiawei Wang/McGill University, Yuankai Wu/McGill University, Luis Miranda-Moreno/McGill University, Lijun Sun/McGill University A Framework to Determine Road Networks’ Platoonability (TRBAM-21-00265) Egemen Okte/University of Illinois, Urbana-Champaign, Imad Al-Qadi/University of Illinois, Urbana-Champaign Handling Unconnected Vehicles in Cooperative Automated Driving: Adaptive Model Predictive Control Approach (TRBAM-21-02365) Zheng Chen/University of Virginia, B. Brian Park/University of Virginia, Ahmed Sakr/University of Virginia Review of Learning-based Longitudinal Motion Planning for Autonomous Vehicles: Implications on Traffic Congestion (TRBAM-21-04248) Hao Zhou/Georgia Institute of Technology (Georgia Tech), Jorge Laval/Georgia Institute of Technology (Georgia Tech), Anye Zhou/Georgia Institute of Technology (Georgia Tech), Yu Wang/Georgia Institute of Technology (Georgia Tech), Wenchao Wu/Georgia Institute of Technology (Georgia Tech), Zhu Qing/Georgia Institute of Technology (Georgia Tech), Srinivas Peeta/Georgia Institute of Technology (Georgia Tech) Exploring the effects of connected and automated vehicles at fixed and actuated signalized intersections with different market penetration rates (TRBAM-21-00365) Li Song/University of North Carolina, Charlotte, Wei Fan/University of North Carolina, Charlotte, Pengfei Liu/University of North Carolina, Charlotte Connected and Automated Driving: Expectations and Concerns of European Citizens (TRBAM-21-01064) Monica Grosso/European Commission Joint Research Centre, Amandine Duboz/European Commission Joint Research Centre, María Alonso Raposo/European Commission Joint Research Centre, Jette Krause/European Commission Joint Research Centre, Andromachi Mourtzouchou/European Commission Joint Research Centre, Fabio Luis Marques dos Santos/European Commission Joint Research Centre, Biagio Ciuffo/European Commission Joint Research Centre Investigating User Intentions of AV Use While Impaired (TRBAM-21-04034) Diwas Thapa/University of Memphis, Vit Gabrhel/University of Memphis, Sabya Mishra/University of Memphis

(continued) 80 LANE-CHANGING INTENTION IDENTIFICATION ON HIGHWAY (TRBAM-21-02625) Zhao Yang/Chang'an University, Hong Chen/Chang'an University, Yuwen Liu/Chang'an University The Impact of the Choice of Liability Regime on Automated Vehicles’ Driving Behavior and Network Throughput (TRBAM-21-04083) Danqi Shen/Southwest Jiaotong University, Scott Le Vine/Southwest Jiaotong University, Xiaobo Liu/Southwest Jiaotong University Field Experiments of Commercially Available Automated Vehicles on Freeways (TRBAM-21-03778) Pablo Chon Kan/University of California, Berkeley, Servet Lapardhaja/University of California, Berkeley, Xingan (David) Kan/University of California, Berkeley Lane Keeping and Lane Changing of Automated Control Based on Driving Safety Domain (TRBAM-21-00130) CHUAN SUN/Tsinghua University, Sifa Zheng/Tsinghua University, Yulin Ma/Tsinghua University, Li Wei/Tsinghua University, Duanfeng Chu/Tsinghua University, Junru Yang/Tsinghua University, Yicheng Li/Tsinghua University NDP-TP3: An Intersection Management Framework for Signal Optimization and Trajectory Control in Mixed Connected Automated Traffic (TRBAM-21-02933) Yi Guo/University of California, Los Angeles, Jiaqi Ma/University of California, Los Angeles Cooperative Perception for Estimating and Predicting Macroscopic Traffic States (TRBAM-21-02942) Tao Li/University of California, Los Angeles, Jiaqi Ma/University of California, Los Angeles Freeway Cooperative Merge Control via Centralized Multi-Agent Deep Reinforcement Learning (TRBAM-21-029 85) Xu Han/University of California, Los Angeles, Jiaqi Ma/University of California, Los Angeles A model-based validation framework for safety evaluation of autonomous systems (TRBAM-21-04094) Linda Capito/Ohio State University, Umit Ozguner/Ohio State University Analysis of Advanced Driver Systems for Lane Keeping Aids (TRBAM-21-00704) Kamal Windom/Prairie View A&M University, Sarhan Musa/Prairie View A&M University Connected and Automated Vehicles On-Ramp Merging Strategy Based on Complete Information Static Game ( TRBAM-21-01018) Yukun Fang/Chang'an University, Haigen Min/Chang'an University, Zhigang Xu/Chang'an University, Xiangmo Zhao/Ch ang'an University Integrated Longitudinal and Lateral Decentralized Control of Connected and Automated Vehicles Cooperative Merging at On-ramps (TRBAM-21-01795) Shoucai Jing/Chang'an University, Fei Hui/Chang'an University, Xiangmo Zhao/Chang'an University, Jackeline Rios- Tor res/Chang'an University, Asad Khattak/Chang'an University Freeway Cooperative Merge in Dense Traffic Using Decentralized Genetic Fuzzy Systems (TRBAM-21-02456) Anoop Sathyan/University of Cincinnati, Jiaqi Ma/University of Cincinnati, Kelly Cohen/University of Cincinnati Evaluating Cost Savings of Truck Caravanning (TRBAM-21-03280) Vasileios Liatsos/University of Memphis, Dimitrios Giampouranis/University of Memphis, Mihalis Golias/University of Memphis, Sabya Mishra/University of Memphis, Razi Nalim/University of Memphis, Mark Frohlich/University of Memphis, Clayton Nicolas/University of Memphis Stated Preference Analysis of Autonomous Vehicles Among California Residents Using Probabilistic Inferences (TRBAM-21-03698) Jimoku Salum/Florida International University, Boniphace Kutela/Florida International University, Angela Kitali/Florida International University, Emmanuel Kidando/Florida International University

1169

Tuesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1169 - Safety Performance and Analysis, Act 1: Pedestrians, Bicyclists, E-Bikes, and Couriers (Act 2, Session 1202; Act 3, Session 1295; Act 4, Session 1327) Sponsored By Standing Committee on Safety Performance Analysis

TOWARDS ACTIVITY-BASED EXPOSURE MEASURES IN SPATIAL ANALYSIS OF PEDESTRIAN-MOTOR VEHICLE CRASHES (TRBAM-21-04363) Ni Dong/Southwest Jiaotong University, Fanyu Meng/Southwest Jiaotong University, Jie Zhang/Southwest Jiaotong University, S.C. Wong/Southwest Jiaotong University, Pengpeng Xu/Southwest Jiaotong University Risk from Left Turns Across Multiple Lanes to Bicyclists in a Separated Path: A Case for Protected-Only Left Turns (TRBAM-21-03931) Ray (Mohammad) Saeidi Razavi/Northeastern University, Peter Furth/Northeastern University

(continued) 81 Spatial Models for High-Accurate Hot Zone Identification for E-bikes (TRBAM-21-01968) Xuesong Wang/Tongji University, Yongfeng Tang/Tongji University, Mohammed Quddus/Tongji University, Qingya Zhou/ Tongji University, Xinyi Hou/Tongji University Geographically Weighted Poisson Regression under Linear Model of Coregionalization Assistance: Application to a bicycle crashes study (TRBAM-21-01987) Shujuan Ji/Chang'an University, Yuanqing Wang/Chang'an University, Yao Wang/Chang'an University Grouped random parameter multinomial logit for studying the influence of traffic, geometric and context variables on urban crash types (TRBAM-21-02219) Paolo Intini/Politecnico di Bari, Nicola Berloco/Politecnico di Bari, Achille Fonzone/Politecnico di Bari, Grigorios Fountas/ Politecnico di Bari, Vittorio Ranieri/Politecnico di Bari, Pasquale Colonna/Politecnico di Bari The Role of Lighting Condition Across the Pedestrian Injury Severity Spectrum (TRBAM-21-00491) Nick Ferenchak/University of New Mexico, Risa Gutierrez/University of New Mexico, Patrick Singleton/University of New Mexico A Comparison of Pedestrian Injury Severity Crash Factors at Intersections and Non-Intersection Locations (TR BAM-21-00819) Zade Koch/Massachusetts Institute of Technology, Jinhua Zhao/Massachusetts Institute of Technology, Sirisha Rangavajhala/Massachusetts Institute of Technology, Peter Miraglia/Massachusetts Institute of Technology How Built Environment Characteristics of Pedestrian-Vehicle Collision Locations Affect Pedestrian Injury Severity Involving Distracted Driving? (TRBAM-21-00934) Nazmul Arefin Khan/Dalhousie University, Muhammad Habib/Dalhousie University Investigating Factors Affecting Pedestrian Crash Severity at High Speed Urban Arterial Roadways: A Case Study of Louisiana (TRBAM-21-00950) Raju Thapa/Louisiana Department of Transportation and Development, Julius Codjoe/Louisiana Department of Transportation and Development, Paul Kornyoh/Louisiana Department of Transportation and Development Predicting Pedestrian Crash Occurrence And Injury Severity In Texas (TRBAM-21-00955) Mashrur Rahman/University of Texas, Austin, Kara M. Kockelman/University of Texas, Austin, Kenneth Perrine/Universit y of Texas, Austin Automated Video Processing for Pedestrian-Vehicle Conflict Analysis (TRBAM-21-01654) Spencer Maddox/Georgia Institute of Technology (Georgia Tech), Colin Usher/Georgia Institute of Technology (Georgia Tech), Kari Watkins/Georgia Institute of Technology (Georgia Tech) Using Bus Driving Events as Surrogate Safety Measures for Pedestrian and Bicycle Based on GPS Trajectory Data (TRBAM-21-01722) Pei Li/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida Factors related to road safety of couriers: A comparison of three regions in China (TRBAM-21-01839) Changxin Sun/Wuhan University of Technology, Yi HE/Wuhan University of Technology, Chaozhong Wu/Wuhan University of Technology Pedestrian Safety Hazard Due to Jaywalking and Cell Phone Induced Distractions: A Synopsis from Highway Intersections in Bangladesh (TRBAM-21-04058) Moinul Hossain/Islamic University of Technology (IUT), Afia Jahin Prema/Islamic University of Technology (IUT), Dewan Tanvir Ahammed/Islamic University of Technology (IUT), Niaz Mahmud/Islamic University of Technology (IUT), Md Asif Raihan/Islamic University of Technology (IUT), Md. Abdullah Al Mamun/Islamic University of Technology (IUT) Categorical Principal Component Analysis (CATPCA) of Pedestrian Crashes in Central Florida (TRBAM-21-0421 3) Hatem Abou-Senna/University of Central Florida, Essam Radwan/University of Central Florida, Hassan Tahsin/Universit y of Central Florida Effects of Various Speed Management Countermeasures on Bicycle Crashes for Urban Roads in Central Florida (TRBAM-21-03023) Jorge Ugan/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida, Qing Cai/University of Central Florida, Nada Mahmoud/University of Central Florida, Ma'en Al-Omari/University of Central Florida, Brenda Young/University of Central Florida

82 1170

Tuesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1170 - Mining Data Deeper to Understand Travel Behavior Patrick Coleman, AECOM, presiding Vincent Bernardin, Caliper Corporation, presiding Sponsored By Standing Committee on Urban Transportation Data and Information Systems , Subcommittee on Urban Big Data

These presentations illustrate the wide range of applications of big data analytics to understand travel behavior and patterns. The applications include both international and U.S. studies, with analysis and insights on diverse topics including remote detection of illegal parking of e-scooters, the equity of developer impact fees, the route choice sets of taxis, origin-destination spatial patterns and repeated individual significant places, congestion, safety, and impacts of COVID-19 on travel.

Interactive, Web-based Platform for “Big” Transportation Data Integration and Analytics (TRBAM-21-01195) Xiaofan Shu/University of Missouri, Columbia, Yaw Adu-Gyamfi/University of Missouri, Columbia, Carlos Sun/University of Missouri, Columbia, Praveen Edara/University of Missouri, Columbia Going the Extra Mile: Using Connected Vehicle Data to Study Commute Patterns in Relation to Impact Fees (TR BAM-21-01410) Aisling O'Reilly/Civilitude, Daniel Hennessey/Civilitude, Jackson Archer/Civilitude Crowd-sourcing Micro-mobility Parking Violation Reporting – User Interface Design Motivation and Analytical Opportunities from Data Collected (TRBAM-21-01420) Chintan Pathak/University of Washington, Borna Arabkhedri/University of Washington, Don Mackenzie/University of Washington A Big-Data Driven Approach to Analyzing and Modeling Human Mobility Trend under Non-Pharmaceutical Interventions during COVID-19 Pandemic (TRBAM-21-01562) Songhua Hu/University of Maryland, Chenfeng Xiong/University of Maryland, Mofeng Yang/University of Maryland, Hannah Younes/University of Maryland, Weiyu Luo/University of Maryland, Lei Zhang/University of Maryland Impacts of COVID-19 Pandemic on the Travel Behaviors of Free-Floating Electric Bike Sharing Service Users: An Unsupervised Learning Method (TRBAM-21-02082) Seung Eun Choi/Yonsei University, Jinhee Kim/Yonsei University, Dayoung Seo/Yonsei University, Yeonjin Cho/Yonsei University Mining Route Set Distribution Range And Affecting Factor Threshold Based On GPS Data (TRBAM-21-02419) Yajuan Deng/Chang'an University, Sanghuiyu Yan/Chang'an University, Peng Zhang/Chang'an University, Xianbiao Hu/ Chang'an University Using Big Data and Interactive Maps for Long-term and COVID-era Congestion Monitoring in San Francisco (T RBAM-21-02659) Bhargava Sana/San Francisco County Transportation Authority (SFCTA), Xu Zhang/San Francisco County Transportation Authority (SFCTA), Joe Castiglione/San Francisco County Transportation Authority (SFCTA), Mei Chen/S an Francisco County Transportation Authority (SFCTA), Dr. Gregory Erhardt/San Francisco County Transportation Authority (SFCTA) Micromobility Trip Origin and Destination Inference using General Bikeshare Feed Specification (GBFS) data (T RBAM-21-03203) Yiming Xu/University of Florida, Xiang Yan/University of Florida, Virginia Sisiopiku/University of Florida, Louis Merlin/Uni versity of Florida, Fangzhou Xing/University of Florida, Xilei Zhao/University of Florida Mining Vehicle Trajectories to Discover Individual Significant Places: Case Study Using Floating Car Data in the Paris Region (TRBAM-21-04218) Danyang Sun/Ecole des Ponts ParisTech, Fabien Leurent/Ecole des Ponts ParisTech, Xiaoyan Xie/Ecole des Ponts ParisTech Operationalizing Mobile Data for Urban Transport: Lessons from Freetown, Sierra Leone (TRBAM-21-01383) Dunstan Matekenya/The World Bank, Fatima Arroyo Arroyo/The World Bank, Xavier Espinet Alegre/The World Bank, Marta Gonzalez/The World Bank

83 1172

Tuesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1172 - Public Transportation and Shared Mobility Bo Zou, University of Illinois, Chicago, presiding Sponsored By Standing Committee on Transportation Network Modeling

A MULTI-TASK GRAPH NEURAL NETWORK FOR JOINT-PREDICTION OF ZONE-BASED AND OD-BASED RIDE- HAILING DEMAND (TRBAM-21-00846) Siyuan Feng/Hong Kong University of Science and Technology, Jintao Ke/Hong Kong University of Science and Technology, Hai Yang/Hong Kong University of Science and Technology Modeling and Managing Ride-hailing Curbside Pick-ups and Drop-offs with a Novel Bi-Modal User Equilibrium Model (TRBAM-21-00899) Koutian Huang/Carnegie Mellon University, Wei Ma/Carnegie Mellon University, Sean Qian/Carnegie Mellon University A school bus routing problem with a mixed ride, mixed load, and heterogeneous fleet (TRBAM-21-00966) Mengyun Li/New York University, Joseph Chow/New York University Spatial Pricing of Ride-sourcing Services in a Congested Transportation Network (TRBAM-21-01377) Fatima Afifah/University of Central Florida, Zhaomiao Guo/University of Central Florida ROBUST MATCHING-INTEGRATED VEHICLE REBALANCING IN RIDE-HAILING SYSTEM WITH UNCERTAIN DEMAND (TRBAM-21-02814) Xiaotong Guo/Massachusetts Institute of Technology (MIT), Nicholas Caros/Massachusetts Institute of Technology (MIT ), Jinhua Zhao/Massachusetts Institute of Technology (MIT) An Analytical Model to Estimate Ride Pooling Traffic Impacts by Using the Macroscopic Fundamental Diagram (TRBAM-21-03368) Aledia Bilali/Technical University of Munich, Ulrich Fastenrath/Technical University of Munich, Klaus Bogenberger/Techn ical University of Munich Peak-Load Pricing and Demand Management for Ridesourcing Platforms (TRBAM-21-03427) Cesar Yahia/University of Texas, Austin, Stephen Boyles/University of Texas, Austin A General Model of Demand-Responsive Transportation Services: From Taxi to Ridesharing to Dial-A-Ride (TR BAM-21-03792) Carlos Daganzo/University of Illinois, Urbana-Champaign, Yanfeng Ouyang/University of Illinois, Urbana-Champaign Optimality Conditions of the Single Bottleneck Model in the Morning Commute with Homogeneous Ridesharing Travelers and Time-varying Ridesharing Occupancy Ratio (TRBAM-21-03910) Rui Ma/University of Alabama, Huntsville Assessing the Effects of Limited Curbside Pickup Capacity in Meal Delivery Operations for Increased Safety during a Pandemic (TRBAM-21-02993) Hossein Fotouhi/George Mason University, Nicholas Mori/George Mason University, Elise Miller-Hooks/George Mason University, Vadim Sokolov/George Mason University, Sagar Sahasrabudhe/George Mason University Optimal Routing of Multiple Vacant Taxis: A Policy Gradient Method with Endogenous State Transition Probabilities (TRBAM-21-04165) Xinlian Yu/Southeast University, Song Gao/Southeast University Set Cover-based Formulation and Decomposition Solution Approach for the Crowdsourced Package Delivery Problem (TRBAM-21-04151) Dingtong Yang/University of California, Irvine, Michael Hyland/University of California, Irvine, R. Jayakrishnan/University of California, Irvine Dynamic Pricing in Free-Floating Carsharing Systems - A Model Predictive Control Approach (TRBAM-21-02279 ) Cornelius Hardt/Technical University of Munich, Klaus Bogenberger/Technical University of Munich Offline-Online Approximate Dynamic Programming for Stochastic Carsharing Systems with Relocation Incentives (TRBAM-21-04306) Yang Liu/National University of Singapore, Jiaohong Xie/National University of Singapore, Nan Chen/National University of Singapore Optimal Rebalancing and On-board Charging of Shared Electric Scooters (TRBAM-21-03539) Jesus Javier Osorio Fuenmayor/University of Illinois, Urbana-Champaign, Chao Lei/University of Illinois, Urbana-Cham paign, Yanfeng Ouyang/University of Illinois, Urbana-Champaign Reliable Positioning and Operation of Standby Buses for Bunching Control (TRBAM-21-03526) Antoine Petit/University of Illinois, Urbana-Champaign, Yanfeng Ouyang/University of Illinois, Urbana-Champaign Review of Length Approximations for Tours with Few Stops (TRBAM-21-02044) Youngmin Choi/University of Maryland, College Park, Paul Schonfeld/University of Maryland, College Park

(continued) 84 Mobility Service Design via Joint Optimization of Transit Networks and Taxi Feeder Systems (TRBAM-21-04013) Yining Liu/University of Illinois, Urbana-Champaign, Yanfeng Ouyang/University of Illinois, Urbana-Champaign A Model and Heuristic for the Pickup and Delivery Problem with Dynamic Synchronized Transfers (TRBAM-21-0 0818) Zhexi Fu/New York University, Joseph Chow/New York University, Tai-Yu Ma/New York University Planning Bus Systems for Mega-Cities: A Case Study for Beijing (TRBAM-21-03961) Xuejie Liu/University of Illinois, Urbana-Champaign, Jiazheng Zhu/University of Illinois, Urbana-Champaign, Tengteng Ma/University of Illinois, Urbana-Champaign, Yanfeng Ouyang/University of Illinois, Urbana-Champaign, Carlos Daganzo/University of Illinois, Urbana-Champaign

1173

Tuesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1173 – The Times They are a Changing - Workforce Development and Organizational Excellence as impacted by COVID-19 Victoria Beale, Ohio Department of Transportation, presiding Sponsored By Standing Committee on Workforce Development and Organizational Excellence, Subcommittee on Organizational Management

Rapid change has been a hallmark of the 2020 pandemic. How have your colleagues across the country adapted, changed and overcome to meet workforce development and organizational excellence needs? Look no further than this poster session! Invited transportation professionals from many agencies, firms and employers share their success stories.

Preparing Ohio’s Smart Mobility Workforce, from Pre-K to PhD (P21-21355) Rich Granger/Ohio Department of Transportation CALIFORNIA SUSTAINABLE FREIGHT ACTION PLAN (CSFAP) PILOT CERTIFICATE PROGRAM FOR MIDDLE MANAGERS (P21-21356) Deanna Matsumoto/Center for International Trade and Transportation Integrating Goods Movement Workforce Development in Public Transportation Programs (P21-21357) Michael Cano/Los Angeles County Metropolitan Transportation Authority An overview on Development of Workforce Education Materials and Equipment (P21-21354) Anjan Rayamajhi/Leidos, Inc. Developing a Competency Model for Highway Safety Engineers: A Delphi Method (P21-21358) Garrett Wheat/Louisiana Department of Transportation and Development Success Partnerships and Lessons Learned in Workforce Development and Organizational Excellence in Surface Transportation through the Puerto Rico Transportation Technology Transfer Center (P21-21359) Benjamín Colucci Ríos/Recinto Universitario de Mayaguez Universidad de Puerto Rico

1174

Tuesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1174 – Workforce Development Life Cycle: Meeting the Needs of the Tranportation Workforce Poster Session Sponsored By Standing Committee on Workforce Development and Organizational Excellence

Survey of Influences on Student Pathways to Railway Transportation Education and Careers (TRBAM-21-01561 ) Leonel Evans/University of Illinois, Urbana-Champaign, Tyler Dick/University of Illinois, Urbana-Champaign Connected and Automated Vehicle education (CAVe)-in-a-box (TRBAM-21-00779) Anjan Rayamajhi/Northwestern University, Mafruhatul Jannat/Northwestern University, Animesh Balse/Northwestern University, Thomas Bayhi/Northwestern University, Sharika Hegde/Northwestern University, Deborah Curtis/Northweste rn University Development of NCDOT CLEAR Program for Enhanced Project Performance (TRBAM-21-01803) Clare Fullerton/North Carolina State University, Alyson Tamer/North Carolina State University, Siddharth Banerjee/North Carolina State University, Abdullah Alsharef/North Carolina State University, Edward Jaselskis/North Carolina State University

85 1175

Tuesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1175 – Current Issues in Public Engagement and Communications Sponsored By Standing Committee on Public Engagement and Communications

Broad Stakeholder Engagement in Connected and Automated Vehicle (CAV) Planning: Survey and Case Study of Louisiana (TRBAM-21-00271) Christopher Melson/Louisiana Department of Transportation and Development, Jiaqi Ma/Louisiana Department of Transportation and Development Twelve Years of Transportation Annual Meeting Hashtag: Implications for Networking and Research Trends (TR BAM-21-01995) Subasish Das/Texas A&M University, Anandi Dutta/Texas A&M University Redesigning the Table: Equitable Engagement for Equitable Outcomes in Congestion Pricing (TRBAM-21-0340 8) Brooke Staton/SFCTA, Julia Kong/SFCTA, Paige Miller/SFCTA, Colin Dentel-Post/SFCTA, Grasielita Buenrostro Diaz/S FCTA Impacts of COVID-19 on Transport Modes and Mobility Behaviour: Analysis of Public Discourse in Twitter (TRB AM-21-00937) Muhammad Habib/Dalhousie University, Md Asif Hasan Anik/Dalhousie University Experimentation as a Public Engagement Strategy in the Bridge X Proposal for Reimagining Brooklyn Bridge ( TRBAM-21-01416) Andrew Nash/St. Pölten University, Wendy Wang/St. Pölten University, Cy Chengzhe Zhang/St. Pölten University, Jeremy Pi/St. Pölten University The Role of Partnerships in Virtual Public Involvement Activities (P21-20053) Derek Krevat/Massachusetts Department of Transportation Vision Zero Traffic Safety Messaging Research (P21-20055) Bruce Brown/PRR, Inc., Dawn Schellenberg/Seattle Department of Transportation Union County Critical Intersection Analysis (P21-20056) Jenny Noonkester/RS&H, Inc., Bjorn Hansen/Union County North Carolina Best Practices for Rural Community Engagement in Tennessee as Guided by OCT Supervisors' Interview Data ( P21-20057) Mohammad Uddin/East Tennessee State University Moving Forward, the Next Regional Transportation Plan for the NY Metro Region (P21-20058) Leslie Black/Fitzgerald & Halliday, Inc., Gerry Bogacz/New York Metropolitan Transportation Council UVU Pedestrian Bridge over I-15 (P21-20059) Jeannie Lambert/Penna Powers Public Engagement Methods in the Classroom: Application to an Undergraduate Transportation Course (P21-2 0065) Michelle Oswald Beiler/Bucknell University

1176

Tuesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session Improving Site Characterization and Reliability with Innovative Laboratory and Field Testing Krystle Pelham, New Hampshire Department of Transportation, presiding Sponsored By Standing Committee on Soil and Rock Properties and Site Characterization, Subcommittee on Geophysics

This session details advanced methods of testing and site characterization to address site variability.

The Advantages of Geophysics to Improve Site Characterization and Reliability: Case Studies from Arkansas Department of Transportation Civil Projects (TRBAM-21-01655) Salman Rahimi/University of Arkansas, Fayetteville, Clinton Wood/University of Arkansas, Fayetteville, Panagiota Kokkali/University of Arkansas, Fayetteville, Benjamin Rivers/University of Arkansas, Fayetteville Ring Shear Testing of Expansive Clays for Landslide Evaluation in Western Alabama (TRBAM-21-02924) Mengwei Xuan/Auburn University, Jack Montgomery/Auburn University, Lydia Kennedy/Auburn University, J. Brian Anderson/Auburn University, Dan Jackson/Auburn University

(continued) 86 A Table Method for Coded Target Decoding with Application to 3-D Reconstruction of Soil Samples during Triaxial Testing. (TRBAM-21-03799) Xiaolong Xia/Missouri University of Science and Technology, Xiong Zhang/Missouri University of Science and Technology, Sara Fayek/Missouri University of Science and Technology, Zhaozheng Yin/Missouri University of Science and Technology A Critical Assessment of Soil Disturbances during Triaxial Testing using a Photogrammetry-based Method (TR BAM-21-04035) Sara Fayek/Missouri University of Science and Technology, Xiong Zhang/Missouri University of Science and Technology, Xiaolong Xia/Missouri University of Science and Technology Evaluation of Site Variability and Its Implementation into LRFD Design of Pile Foundations (TRBAM-21-01032) Murad Abu-Farsakh/Louisiana Department of Transportation and Development, MD Habibur Rahman/Louisiana Department of Transportation and Development, Ismaail Ghaaowd/Louisiana Department of Transportation and Development, Navid Jafari/Louisiana Department of Transportation and Development

1177

Tuesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session Advances in Cementitious Stabilization Technology Haifang Wen, Washington State University, presiding Abbas TaghaviGhalesari, The Transtec Group, Inc., presiding Sponsored By Standing Committee on Stabilization of Geomaterials and Recycled Materials

Session will focus on several recent advancements in cementitious stabilization.

Improvement of Strength and Volume-Change Properties of Expansive Clays with Geopolymer Treatment (TRB AM-21-01375) Rinu Samuel/Texas A&M University, College Station, Anand Puppala/Texas A&M University, College Station, Aritra Banerjee/Texas A&M University, College Station, Oscar Huang/Texas A&M University, College Station, Miladin Radovic/ Texas A&M University, College Station, Sayantan Chakraborty/Texas A&M University, College Station Time Delay Effects on Compactability of Soil-cement Materials during Proctor Testing (TRBAM-21-01378) William Sullivan/Mississippi Department of Transportation, Isaac Howard/Mississippi Department of Transportation Effect of Moisture Changes on Mechanical Properties of a Lime-Treated Soil with Organic Matter (TRBAM-21-01 463) Natalia Perez/Instituto Mexicano del Transporte, Paul Garnica/Instituto Mexicano del Transporte, Delwyn Fredlund/Instit uto Mexicano del Transporte, Francisco Castañeda/Instituto Mexicano del Transporte Characterization of Mellowing Process to Control Expansion in High Sulfate-Bearing Soil (TRBAM-21-03764) Chang-Seon Shon/Nazarbayev University, Tom Scullion/Nazarbayev University, Wade Blackmon/Nazarbayev University , Dichuan Zhang/Nazarbayev University, Jong Ryeol Kim/Nazarbayev University

1178

Tuesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1178 - Asphalt Materials Doctoral Student Research Amir Golalipour, Federal Highway Administration (FHWA), presiding Benjamin Bowers, Auburn University, presiding Sponsored By Standing Committee on Binders for Flexible Pavement, Section ‐ Materials, Standing Committee on Production and Use of Asphalt, Standing Committee on Binders for Flexible Pavement, Standing Committee on Asphalt Materials Selection and Mix Design, Standing Committee on Asphalt Mixture Evaluation and Performance

Effect of Rejuvenation on the Rheological, Microscopic, and Chemical Properties of Binder Blends with High RAP Content (P21-21242) Amal Abdelaziz/Texas A&M University Evaluation of Curing Effects on Cold In-Place Recycled Materials (P21-21243) Chibuike Ogbo/University of New Hampshire Implementation of a Mixture Cracking Test for Asphalt Mix Design and Quality Control/Quality Assurance (P21- 21244) David Vivanco-Sala/Auburn University

(continued) 87 Three-dimensional Finite Element Modeling and Discussion of Cold Central Plant Recycling Pavements in Accelerated Pavement Testing (P21-21245) Bilin Tong/Virginia Polytechnic Institute and State University (Virginia Tech) Implementing Machine Learning to Evaluate Pavement Condition and Predict Asphalt Mixture Performance (P2 1-21246) Hamed Majidifard/University of Missouri Balanced/Performance Engineered Mixture Designs: Effect on Pavement Structure and Performance, Traffic Diversion, and User Costs (P21-21247) Rami Chkaiban/University of Nevada, Reno New Methodologies to Evaluate Asphalt Concrete Base Course Design, Construction Quality and Performance (P21-21248) Johnnatan Garcia-Ruiz/Ohio University Evaluation of Electrically Conductive Asphalt Mixtures for Snow and Ice Removal Applications: An Experimental and a Field Test (P21-21249) Rahaf Hasan/Rowan University Balanced Mix Design Approach for Superpave Hot-Mix Asphalt (HMA) Mixtures with RAP (P21-21250) Haydar Al-Khayat/Texas A&M University Characterization of Deterministic and Stochastic Fatigue Cracking in Asphalt Binder (P21-21251) Hui Li/Zhejiang University

1179

Tuesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1179 - Structures Maintenance George Hearn, University of Colorado, Boulder, presiding Sponsored By Standing Committee on Structures Maintenance

Improving The Long-Term Performance Of Concrete Bridge Deck Using Deck Sealers (TRBAM-21-00848) Karim Mostafa/Florida International University, David Sanders/Florida International University Effects of Corrosion and Sustained Loading on Bridge Deck Performance (TRBAM-21-01516) Anil Patnaik/University of Akron, Srikanth Marchetty/University of Akron, Prince Baah/University of Akron, Perry Ricciardi /University of Akron, Waseem Khalifa/University of Akron Incorporating Vehicle Spray of Deicing Salts in the Estimation of Corrosion Initiation Time of Highway Bridges (TRBAM-21-01533) Hanmin Wang/University at Buffalo, SUNY, Ravi Ranade/University at Buffalo, SUNY, Pinar Okumus/University at Buffalo, SUNY PERFORMANCE OF WATERPROOFING MEMBRANE STRATEGIES TO PROTECT CONCRETE BRIDGE DECKS ( TRBAM-21-01600) Matthew Haynes/Oregon State University, Erdem Coleri/Oregon State University Drone Based Vibration Monitoring and Assessment of Structures (TRBAM-21-01997) Sabrina Carroll/University of South Carolina, Joud Satme/University of South Carolina, Shadhan Alkharusi/University of South Carolina, Nikolaos Vitzilaios/University of South Carolina, Austin Downey/University of South Carolina, Dimitris Rizos/University of South Carolina Prediction of Load Resistance Reduction of a Slab on Steel I-girder Bridge due to Corrosion Progression with Climate Change Effects (TRBAM-21-02304) Istemi Ozkan/National Research Council Canada, Husham Almansour/National Research Council Canada, Dario Markovinovic/National Research Council Canada Modeling Impact Echo Data for Predicting Condition Rating (TRBAM-21-03200) Agnimitra Sengupta/Pennsylvania State University, S. Ilgin Guler/Pennsylvania State University, Parisa Shokouhi/Penns ylvania State University Residual Strength of Reinforced Concrete Columns After Cover Spalling (TRBAM-21-03559) Nibras Khalid/University of Akron, Srikanth Marchetty/University of Akron, Mohamed Habouh/University of Akron, Anil Patnaik/University of Akron IMPACT OF SPECIALIZED HAULING VEHICLES AND EMERGENCY VEHICLES ON THE STATES’ LOAD RATING AND POSTING POLICIES (TRBAM-21-03952) Peng Lou/Rutgers University, Chan Yang/Rutgers University, Hani Nassif/Rutgers University

(continued) 88 Grayscale Drone Inspection Image Enhancement Framework for Advanced Bridge Damage Measurement (TRB AM-21-00520) Euiseok Jeong/South Dakota State University, Junwon Seo/South Dakota State University, James Wacker/South Dakota State University

1180

Tuesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1180 - Traffic Safety, Mode Choice, and Vehicle Use in Developing Countries Ajay Kumar, The World Bank, presiding Joanna Moody, Massachusetts Institute of Technology (MIT), presiding Manjiri Akalkotkar, VIA Metropolitan Transit, presiding Sponsored By Standing Committee on Transportation in the Developing Countries

Millions of people die each year on the world’s roads, with many more sustaining serious injuries as a result of road traffic crashes. Road safety issues are most severe in low- and middle-income countries and are most likely to affect vulnerable road users such as pedestrians, cyclists, and users of two- and three-wheelers. As these countries continue to motorize, road safety impacts may worsen. This poster session presents research from a variety of developing countries looking at the adoption of personal vehicles and implications for road safety, congestion, and the environment.

Automobile Level of Service Criteria for the Urban Corridors in India (TRBAM-21-00141) Drisya Manghat/National Institute of Technology, Calicut, Krishnamurthy Karuppanagounder/National Institute of Technology, Calicut Modeling Conflict Risk Severity during Overtaking Maneuver in Two-Lane Two-Way Highway in Heterogeneous Traffic Environment of a Developing Country (TRBAM-21-00156) S M Mahmud/Accident Research Institute (ARI), Luis Ferreira/Accident Research Institute (ARI), Md. Shamsul Hoque/A ccident Research Institute (ARI), Ahmad Tavassoli/Accident Research Institute (ARI) A Systematic Modeling Approach for Estimation of Mode Shift Behavior and Policy Analysis to Encourage E-Bi ke Use in India (TRBAM-21-00353) Manivel M/National Institute of Technology, Calicut, Sankaran Marisamynathan/National Institute of Technology, Calicut Pedestrian Behavior in A Mexican Signalized Intersection: An Observational Study in Santiago De Querétaro (T RBAM-21-00406) Saul Obregon-Biosca/Universidad Autonoma de Queretaro, Anubis Navarro Rosas/Universidad Autonoma de Queretaro Analysis of Factors Influencing Delivery E-bikes’ Red-light Running Behavior: A Mixed Binary Logit Approach ( TRBAM-21-01106) Fan Zhang/Southeast University, Huitao Lv/Southeast University, Yanjie Ji/Southeast University Investigating factors that affect the intention to use electric motorcycles: A case study of Karachi, Pakistan (TR BAM-21-01114) Sajan Shaikh/Dalian University of Technology, Hong-feng Xu/Dalian University of Technology, Farrukh Baig/Dalian University of Technology, Dong Zhang/Dalian University of Technology Fatal Crash Reporting in Media: A Case Study on Bangladesh (TRBAM-21-02246) Subasish Das/Texas A&M University Analyzing Habit of Using Personal Modes and its Breaking through Structural Equation Modeling (TRBAM-21-0 2284) Vasudevan N/Sardar Vallabhbhai National Institute of Technology, Ninad Gore/Sardar Vallabhbhai National Institute of Technology, Rupali Zope/Sardar Vallabhbhai National Institute of Technology, Shriniwas Arkatkar/Sardar Vallabhbhai National Institute of Technology, Gaurang Joshi/Sardar Vallabhbhai National Institute of Technology Factors Affecting Motorcyclists’ Injury Severities in Pakistan: A Random Parameter Logit Model Approach (TR BAM-21-02553) Amjad Pervez/Central South University, Jaeyoung Lee/Central South University Self-Reported Driving Behavior and Risk Perception in Auto-Rickshaw Drivers in Varanasi (TRBAM-21-04401) Shrey Agrawal/Indian Institute of Technology, Varanasi, Abhisek Mudgal/Indian Institute of Technology, Varanasi What Affects Pedestrian Crossing Difficulty at Urban Intersections in a Developing Country? (TRBAM-21-03058 ) Dipanjan Mukherjee/The World Bank, Sudeshna Mitra/The World Bank Modelling the Effects of COVID-19 on Mode Choice Behaviour in India (TRBAM-21-02702) Eeshan Bhaduri/University of Leeds, Manoj BS/University of Leeds, Zia Wadud/University of Leeds, Arkopal Goswami/ University of Leeds, Charisma Choudhury/University of Leeds

(continued) 89 Exploring Public Perception towards Travel and COVID-19 Preventive Measures: Insights from the Early Stages of Lockdown in India (TRBAM-21-04167) Kinjal Bhattacharyya/Indian Institute of Technology Kharagpur, Saurabh Dandapat/Indian Institute of Technology Kharagpur, Sai Annam/Indian Institute of Technology Kharagpur, KAUSTUBH SAYSARDAR/Indian Institute of Technology Kharagpur, Bhargab Maitra/Indian Institute of Technology Kharagpur Impact of COVID-19 on Transportation in Lagos, Nigeria (TRBAM-21-03939) Emmanuel Mogaji/Central South University, Amjad Pervez/Central South University

1181

Tuesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1181 - Neighborhood Level Impact Analysis Alec Biehl, Oak Ridge National Laboratory, presiding Eleni Bardaka, North Carolina State University, presiding Sponsored By Standing Committee on Community Resources and Impacts

How to Capture Trips within n-Minute Neighborhoods and Does It Always Work? Threshold Effects of Built Environment on Travel Behaviors (TRBAM-21-03836) Wenjia Zhang/Singapore-MIT Alliance for Research and Technology, Xueyao Luo/Singapore-MIT Alliance for Research and Technology, Hongmou Zhang/Singapore-MIT Alliance for Research and Technology, Jie Yin/Singapore-MIT Alliance for Research and Technology, Yanwei Chai/Singapore-MIT Alliance for Research and Technology Land Use Regression of Long-Term Transportation Data on Metabolic Syndrome Risk Factors in Low-income Communities (TRBAM-21-03060) Juan Aguilera/University of Texas, El Paso, Soyoung Jeon/University of Texas, El Paso, Mayra Chavez/University of Texas, El Paso, Gabriel Ibarra-Mejia/University of Texas, El Paso, Leah Whigham/University of Texas, El Paso, Wen-W hai Li/University of Texas, El Paso Travel Behavior in Sustainable Communities: The Case of the Sustainable City in Dubai (TRBAM-21-03987) Alimurtaza Kothawala/University of California, Davis, Giovanni Circella/University of California, Davis, Farzad Alemi/Uni versity of California, Davis, Maya Abou-Zeid/University of California, Davis, Tim Rogmans/University of California, Davis , Karim El-Jisr/University of California, Davis Quantifying the Health Benefits of Transit-Oriented Development: Development and Application of the San Diego Public Health Assessment Model (SD-PHAM) (TRBAM-21-03453) Lawrence Frank/Urban Design 4 Health, Inc., Eric Fox/Urban Design 4 Health, Inc., Jared Ulmer/Urban Design 4 Health , Inc., James Chapman/Urban Design 4 Health, Inc., Lindsay Braun/Urban Design 4 Health, Inc. The Disconnect Between the Practice’s and Community’s View on Transportation Performance (TRBAM-21-031 32) Carlye Lide/University of Texas, Arlington, Myriam Igoufe/University of Texas, Arlington, Stephen Mattingly/University of Texas, Arlington, Kate Hyun/University of Texas, Arlington Neighborhood Effects of Safe Routes to School Programs on the Likelihood of Active Travel to School (TRBAM -21-00576) Carole Voulgaris/Harvard University, Reyhane Hosseinzade/Harvard University, Anurag Pande/Harvard University, Serena Alexander/Harvard University Investigating transit-induced commercial gentrification in Charlotte, North Carolina (TRBAM-21-01483) Chang Liu/North Carolina State University, Eleni Bardaka/North Carolina State University Ridesourcing Demand During Rail Transit Disruptions: A Multilevel Analysis of Neighborhood Effects in Chicago, Illinois (TRBAM-21-03716) Elisa Borowski/Northwestern University, Jason Soria/Northwestern University, Joseph Schofer/Northwestern University, Amanda Stathopoulos/Northwestern University

1183

Tuesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1183 - Emergency Response, Incident Management, and Public Health Steven Polunsky, University of Alabama, presiding Sponsored By Standing Committee on Disaster Response, Emergency Evacuations, and Business Continuity, Joint Subcommittee on Emergency Response (with AMR20, ACS10, and ACP10)

(continued) 90 An Integrated Spatio-temporal Analysis of Emergency Medical Service Response Characteristics for Stroke Events Across Alabama (TRBAM-21-00412) Xiaobing Li/University of Alabama, Qinglin Hu/University of Alabama, Abbey Gregg/University of Alabama Analysis and Comparison Between Crash- and Health-based Emergency Medical Service Response Across Alabama (TRBAM-21-00501) Xiaobing Li/University of Alabama, Qinglin Hu/University of Alabama, Abbey Gregg/University of Alabama Modular technology for Emergency Medical Services (TRBAM-21-03691) Gaby Joe Hannoun/New York University, Abu Dhabi, Monica Menendez/New York University, Abu Dhabi Exploring Influencing Factors on Crash-related Emergency Response Time: A Machine Learning Approach (TR BAM-21-00614) Aryan Hosseinzadeh/University of Louisville, Mohamadreza Haghani/University of Louisville, Robert Kluger/University of Louisville Freeway Incident Diversion Behavior as a Measure of Transportation Network Resiliency (TRBAM-21-02851) Ravindra Gudishala/Arcadis, Saurabha Bawankule/Arcadis, Chester Wilmot/Arcadis, Brian Wolshon/Arcadis

1184

Tuesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1184 - Implications of Land Use for Travel and Modeling Kristina Currans, University of Arizona, presiding Sponsored By Standing Committee on Economic Development and Land Use

A New Approach to Develop Large Scale Land Use Models Using Open Source Data (TRBAM-21-03967) Ali Riahi Samani/University of Memphis, Sabya Mishra/University of Memphis, David Lee/University of Memphis, Mihalis Golias/University of Memphis, Jerry Everett/University of Memphis An Approach to Measure Land Use Heterogeneity to Identify Homogeneous Urban Activity-Clusters (TRBAM-21 -03330) Pedram Fard/University of Waterloo, Jeffrey Casello/University of Waterloo, Xiaomeng Xu/University of Waterloo Anticipating Land Use Impacts Of Self-Driving Vehicles In The Austin, Texas Region (TRBAM-21-00670) Kara M. Kockelman/University of Texas, Austin, Tyler Wellik/University of Texas, Austin Nonlinear Effects of Land Use on Metro Ridership in Shenzhen: Implications for TOD Planning (TRBAM-21-007 23) Qifan Shao/Peking University, Wenjia Zhang/Peking University, Xinyu (Jason) Cao/Peking University, Jiawen Yang/Peki ng University, Jie Yin/Peking University The Evolution of Choice Set Formation in Dwelling and Location with Rising Prices: Decadal Panel Analysis in Greater Toronto Area (TRBAM-21-00438) Jason Hawkins/University of Toronto, Khandker Nurul Habib/University of Toronto Using an Experimental Approach to Examine the Effectiveness of Scenario-Building to Integrate Land Use and Transport (TRBAM-21-00540) Amor Ariza-Álvarez/Universidad Politecnica de Madrid, Julio A. Soria-Lara/Universidad Politecnica de Madrid, Rosa M. Arce-Ruíz/Universidad Politecnica de Madrid, M. Eugenia López-Lambas/Universidad Politecnica de Madrid, Montaña Jiménez-Espada/Universidad Politecnica de Madrid

1185

Tuesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1185 - Transit Security Events - Addressing Crime and Passenger Safety Lisa Staes, USF Center for Urban Transportation Research, presiding Sponsored By Standing Committee on Transit Safety And Security

This sesion discusses the relationship of neighborhood crime to transit stations, effect on ridership, and mitigating safety measures,

The Relationship Between Metro Stations and Neighborhood Crime: The Case of San Francisco, California (T RBAM-21-02159) Lu Yu/Tongji University, Hao Li/Tongji University The Effect of Crime on Ridership Under an Integrated Framework (TRBAM-21-02722) Sahar Esfandyari/University of Texas, Arlington, Jianling Li/University of Texas, Arlington

(continued) 91 Harnessing Basic Safety Messages to Identify High-Risk Hotspots for Transit Buses (TRBAM-21-03606) Antora Mohsena Haque/University of Tennessee, Knoxville, Ramin Arvin/University of Tennessee, Knoxville, Asad J. Khattak/University of Tennessee, Knoxville Learning From Rider Security and Service Programs in U.S. Transit Systems (TRBAM-21-03509) William Schroeer/East Metro Strong, Mary Kay Bailey/East Metro Strong

1186

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 8 1186 - The Critical Link between Human Factors and Safety: an NTSB Perspective Jana Price, National Transportation Safety Board (NTSB), presiding Julie Kang, National Transportation Safety Board (NTSB), presiding Birsen Donmez, University of Toronto, presiding Sponsored By Standing Committee on Human Factors of Vehicles

In this panel session, we bring together NTSB accident investigators from multiple transport modes to discuss human performance factors they observe in their investigations.

NTSB Highway (P21-20782) Dennis Collins/National Transportation Safety Board (NTSB) NTSB Rail (P21-20784) Anne Garcia/National Transportation Safety Board (NTSB) NTSB Aviation (P21-20788) Sathya Silva/National Transportation Safety Board (NTSB)

1187

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 6 1187 - Managed Lanes: Adapting, Enduring, Anticipating Darren Henderson, WSP, presiding Carlos Campo, WSP, presiding Sponsored By Standing Committee on Managed Lanes

lnnovate 680: Reimagining the Corridor of Tomorrow (P21-21176) Timothy Haile/Contra Costa Transportation Authority Managed Lanes: The First 50 Years (P21-21467) Dan Lamers/North Central Texas Council of Governments Possible Futures for Priced Managed Lanes (P21-21468) Robert Poole/Reason Foundation Connecting Vehicles and Managed Lanes (P21-21469) Suzanne Murtha/AECOM Discussion/Q&A (P21-21470)

Concluding Remarks (P21-21471)

1188

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 10 1188 - Active Transportation & Public Lands Johanna Cockburn, City of Greensboro, presiding Sponsored By Standing Committee on Transportation Needs of National Parks and Public Lands

The presentations within this session will detail the myriad of transportation needs, opportunities and challenges found across public lands in the U.S.

Capacity of America's State Parks During COVID (P21-20668) Linda Lanterman/Kansas Department of Wildlife, Parks and Tourism

(continued) 92 Public Lands Adapting to Change: An overview of the year 2020 in the National Park Service (P21-20865) Krista Sherwood/U.S. National Park Service Improving Access by Pedestrians and Bicyclists to Public Lands in Florida (P21-20738) Mary Anne Koos/Florida Department of Transportation Analyzing trends, barriers, and motivators to walking and bicycling on trails (P21-20739) Torsha Bhattacharya/Rails-To-Trails Conservancy USFWS Nationwide Trails Inventory (P21-21051) Peter Tomczik/USFWS

1189

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 9 1189 – Evaluation Practices Across the Research and Technology Lifecycle David Kuehn, Federal Highway Administration (FHWA), presiding Sponsored By Standing Committee on Research Innovation Implementation Management

With limited resources and an increasingly fast changing landscape that requires new technical solutions, it is increasingly important to assess and communicate the progress and impact of transportation research and technology. Research has been hard to evaluate with impacts that are often diffuse reflecting work across multiple organizations and across long time horizons. This session will focus on introducing practical evaluation approaches designed for and applied to different portions of the research and technology lifecycle from early stage research through take up of new technology.

Benefits of Implementing Transportation Research in Utah (P21-20125) Cameron Kergaye/Utah Department of Transportation Everybody Wins: TRL Assessments and the FHWA SBIR Program (P21-20126) Craig Thor/Federal Highway Administration (FHWA) Quantitative and Qualitative Methods for Capturing the Impacts and Value of NCHRP Research (P21-20127) Johanna Zmud/Texas A&M Transportation Institute Building the Bridge as you Drive It: Iterative Development and Deployment of the Congestion Management Process Assessment Web Tool (P21-20128) Matthew Miller/Texas A&M Transportation Institute

1190

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 4 1190 - Confronting Uncertainty in Transportation Decision Making – Experiences and Opportunities Susan Martinovich, HNTB Corporation, presiding Sponsored By Standing Committee on Data for Decision Making

A key function of planning is to support decision making in the face of uncertainty . Uncertainties in climate, the economy , health, technologies, and global affairs are increasingly disrupting transportation facilities and services . In this session, four transportation leaders will describe some of the principal uncertainties they are facing, how they are addressing them now, and what can be done to support such efforts in the future through research on methods or models , better data, or alternative strategies. A panel discussion will follow the presentations.

Addressing Uncertainties - Perspectives from California (P21-20745) Avital Barnea/California State Transportation Agency (CalSTA) Responding to Uncertainties in Massachusetts (P21-20848) Meghan Haggerty/Massachusetts Department of Transportation Transportation Uncertainties in Colorado (P21-20850) Elizabeth Kemp Herrera/Colorado Department of Transportation Preparing for Uncertainty in an MPO - NCTCOG experience (P21-20853) Michael Morris/North Central Texas Council of Governments

93 1191

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 14 1191 - Legal Lessons Learned From the Pandemic Monica Aleman-Smoot, Texas Department of Transportation, presiding Sponsored By Standing Committee on Tort Liability and Risk Management, Standing Committee on Transit and Intermodal Transportation Law

The pandemic has impacted and changed the manner in which transportation agencies operate. Attorneys who represent several different agencies will discuss how COVID-19 has affected their agencies. Topics include responses to homeless encampments, accident severity and occurrence, reduced work force and reduced work load and contract provisions.

Panel Discussion (P21-21011) April Greenhouse Weaver/Metropolitan Transit Authority of Harris County, Lauren Machado/California Department of Transportation (CALTRANS), Terri Parker/Missouri Department of Transportation Legal and Practical Challenges Faced by State and Local DOTs During the Pandemic (P21-21409) Monica Aleman-Smoot/Texas Department of Transportation

1192

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 12 1192 - Roundabouts and Alternative Intersections Video Theatre Rachel Price, Roundabotix, presiding Sponsored By Standing Committee on Roundabouts and other Intersection Design and Control Strategies

The Video Theater will feature discussion on current practices and emerging issues related to all stages of intersection design. Using videos rather than standard power-point presentations, each presenter will highlight a specific topic and lead the ensuing dialogue. Their experience will be used to encourage others in current and planned projects. The video medium has been a successful way to encourage participation while fostering an enthusiasm for constructing safer and more efficient intersection designs. By showcasing innovative details and concepts from around the world in this engaging way, design that prioritizes society as a whole as they meet and diverge safely at intersections, gains momentum.

NE 145th St & I-5 Interchange Roundabouts (P21-21192) Katie Handel/Lochner Greatest hits from North Carolina’s alternative intersections and interchanges (P21-21194) Joseph Hummer/North Carolina Department of Transportation Nova Scotia - 40 Roundabouts and Growing (P21-21197) Keith Boddy/Nova Scotia Department of Transportation and Infrastructure Renewal South Jersey Transportation Planning Organization's (SJTPO) Six Points Peanut Roundabout (P21-21198) Michael Mastaglio/Urban Engineers, Inc. Roundabouts as an Economic Development Tool (P21-21199) Jeremy Kashman/City of Carmel

94 1193

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 15 1193 - Geotechnology Accomplishments - A Historical Review and Future Outlook Erol Tutumluer, University of Illinois, Urbana-Champaign, presiding Anand Puppala, Texas A&M University, College Station, presiding Sponsored By Section ‐ Geology and Geotechnical Engineering, Standing Committee on Transportation Earthworks, Standing Committee on Geotechnical Instrumentation and Modeling, Standing Committee on Foundations of Bridges and Other Structures, Standing Committee on Aggregates

The session is envisioned to showcase TRB’s accomplishments in Geotechnology as a legacy session to highlight some of the significant historical developments led or contributed by TRB Geotechnology committees in the past 100 years and also, to include future outlook for innovations, new practices and emerging topics. Especially, invited presentations from AKG00 committees that produced Centennial papers and summary accomplishments and documented milestones in the 100 year history of TRB are targeted in this session.

Developing Our Understanding of Aggregates and Granular Materials (P21-20262) Andrew Dawson/University of Nottingham Transportation Earthworks: A Perspective at the TRB Centennial (P21-20264) Jie Han/University of Kansas Implementing Performance Measures during Highway Construction (P21-20263) John Siekmeier/Minnesota Department of Transportation Observation on Centennial Circular: History and Future Perspectives on Foundation Design for Transportation Structures (P21-20489) Chad William Harden/Michael Baker When Water Meets Geomaterials; History, Theory, and Practice (P21-21143) Mohamed Elfino/No Organization

1194

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 13 1194 - Resiliency and Concrete Pavement Rehabilitation Design Georgene Geary, GGfGA Engineering, presiding Sponsored By Standing Committee on Design and Rehabilitation of Concrete Pavements, Standing Committee on Concrete Pavement Construction and Rehabilitation

Session will discuss the importance of resiliency in pavement design and address how concrete overlays, AASHTO PMED, and other tools can be part of resilient concrete rehabilitation designs.

Resiliency and Concrete Pavements (P21-20625) James Mack/CEMEX Concrete Overlays and Rehabilitation (P21-20626) Sheue Torng Lee/WSB AASHTO PMED for concrete rehabilitation design (P21-20627) Wouter Brink/Applied Research Associates, Inc. (ARA) Designing New Concrete Pavements for Resiliency (P21-20647) Nancy Beltran/Cement Council of Texas

95 1195

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 11 1195 - COVID-19 Pandemic Effects on Maintenance and Operations David Bergner, Monte Vista Associates, LLC, presiding Sponsored By Standing Committee on Maintenance and Operations Management, Subcommittee on Environmental Maintenance and Decarbonization, Subcommitte on Maintenance Personnel

This event explores multiple maintenance and operations impacts of the COVID19 Pandemic. From field data to personnel to environmental and service continuity, those in the maintenance field have had to adapt and overcome to continue providing service to the traveling public.

"This is not an exercise!" Adapting and Responding to a Multiple Major Disaster Environment While Maintaining Operational Excellence (P21-20720) Richard Fimbel/DeAngelo Brothers, Inc. Pandemic's Impact on the State and Local Roadway Maintenance and Operations Workforces (P21-20722) David Bergner/Monte Vista Associates, LLC Can DOTs Reduce Maintenance Costs by Facilitating Access in Other Ways (P21-20743) Elizabeth Dooher/California Department of Transportation (CALTRANS) COVID Impacts on New York State Department of Transportation's Maintenance and Operations (P21-20798) Rob Fitch/New York State Department of Transportation

1196 CM (1.50)

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 1 1196 - Emerging Mobility Technologies: User Perceptions and Preferences on Accessibility Todd Hansen, Texas A&M Transportation Institute, presiding Joseph Goldman, Kearns & West, presiding Sponsored By Standing Committee on Accessible Transportation and Mobility

Emerging technologies continue to improve mobility and available transportation options through trip planning apps, on- demand booking, and vehicle automation. However, as technologies in transportation improve, the level of accessibility for these options remains a question either in practice or perception of end users. This session will feature presentations from research on the factors from different transportation options considered by older adults and persons with disabilities, and the perceptions of these users groups of transportation mode or technology viability in meeting their accessibility needs. Papers presented will include analyses of user satisfaction, safety messages in automated vehicles, booking ride-hailing services.

Factors Affecting Older Adults’ Satisfaction with Mobility (P21-21333) Hany Hassan/Louisiana State University Elderly Perceptions of Safety-related Messages about Safety of Automated Vehicles (P21-21334) Ryan Best/RAND Corp The Use of Ride-hailing Booking Technology by Older Adults in California (P21-21335) Manish Shirgaokar/University of Colorado, Denver Perceptions of Disabled People in San Francisco about New Mobility Services (P21-21336) Madeline Ruvolo/University of California, Los Angeles

96 1197 CM (1.50)

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 5 1197 - Planning for Transit in a Post-Pandemic Future Laura Aston, Monash University, presiding Sponsored By Standing Committee on Public Transportation Planning and Development , Standing Committee on Transportation Planning Policy and Processes

The COVID-19 pandemic has had a tremendous impact on the public transportation industry, affecting everything from operations to ridership to financial stability. Although the industry has shown substantial resilience in responding to the pandemic in the short-term, the longer-term effects must also be considered. This session will consider the longer-term effects on the transit industry and how agencies are planning for the uncertain future .

Planning for the Post-Covid-19 New Normal (P21-20300) Donald Emerson/WSP Washington Metropolitan Area Transit Authority (P21-20298) Shyam Kannan/Washington Metropolitan Area Transit Authority Southeastern Pennsylvania Transportation Authority (P21-20256) Ryan Judge/Southeastern Pennsylvania Transportation Authority New York Metropolitan Transportation Authority (P21-20301) Lawrence Lennon/Metropolitan Transportation Authority (MTA) Greater Richmond Transit Company (P21-20302) Julie Timm/Greater Richmond Transit Company Regional Transportation District (P21-20303) William Van Meter/Regional Transportation District (Denver) Georgia Institute of Technology (P21-20304) Kari Watkins/Georgia Institute of Technology (Georgia Tech)

1198

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 2 1198 - Thinking Outside the Box(Car) - Innovative Ways to Improve Freight Rail Transportation Ida Posner, Railroad Development Corporation, presiding Sponsored By Standing Committee on Rail Rolling Stock and Motive Power, Standing Committee on Railroad Operating Technologies, Standing Committee on Rail Safety

The North American freight rail industry is regarded worldwide as the most efficient and profitable freight rail system , but the industry is seeking to find ways to attract new shippers and handle their freight efficiently . This session aims to outline technological improvements, or even conceptual ideas, in the rail industry that are designed to ease barriers to entry and incentivize carload and/or short haul shipment of rail freight. The focus of the session is on equipment-related advancements that aid in attracting new customers to this efficient means of transportation .

Innovations in Freight Car Technologies (P21-21309) Rod Case/Oliver Wyman, Inc. TTX North American Boxcar Outlook (P21-21311) Frank Adcock/TTX Company A New Era for Freight Car Fleets (P21-21312) Michael McClellan/Norfolk Southern Corporation European Carload Freight Technologies (P21-21313) Andreas Hoffrichter/DB Engineering & Consulting USA Inc., Steffen Bobsien/DB Cargo Rail Freight Operational Practices (P21-21410) Aaron Ratledge/BNSF Railway Company

97 1199 CM (1.50)

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 7 1199 - Integrating New Aviation Technologies into Airport System Planning Leah Whitfield, The Aviation Planning Group, presiding Sponsored By Standing Committee on Aviation System Planning, Standing Committee on New Users of Shared Airspace

What are the impacts and challenges of integrating emerging technologies such as urban air mobility into the aviation system at a national, state, and local level? Are the current roles airports play in the overall aviation system changing? Hear from industry experts, state, and local airport officials regarding how they are preparing to integrate emerging technologies and their impacts.

Integrating Urban Air Mobility Nationally (P21-20770) Kirsten Bartok Touw/AirFinance Thinking Better: Adapting our mindset to take advantage of transformational opportunities in aviation (P21-207 64) Jim Halley/Texas Department of Transportation Integrating Urban Air Mobility Regionally (P21-20775) Ernest Huffman/North Central Texas Council of Governments Future Role for Small Hub Airports in UAM (P21-21172) Mike Edwards/Baton Rouge Metropolitan Airport

1200

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 3 1200 - Freight Day, Part 2: Atypical Disruptions Reshaping Marine Transportation Genevieve Clifton, New Jersey Department of Transportation, presiding Sponsored By Marine Group, Freight Systems Group

Given the transportation sector’s impact on the modern society, and, in particular, in a disrupted scenario for freight transportation, the sector’s providers are challenged with presenting alternative solutions to move goods . This session debate is on the Value of Marine Highway Program and Domestic Ferry Service in the Carriage of (Unaccompanied) Freight.

America’s Marine Highway Program (P21-20158) Mauricio Castro/Maritime Administration (MARAD) The Cape May-Lewes Ferry Experience – Passengers and Trucks (P21-20163) Noel Comeaux/Metro Analytics Washington State Ferries and Supply Chain Shifts (P21-20914) Raymond Deardorf/Washington State Department of Transportation, Justin Resnick/Washington State Department of Transportation Operationalizing Marine Highway Service and What it Takes to Meet Service and Economic Objectives (P21-209 16) Alan Meyers/WSP

1201

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1201 - Highway Capacity and Quality of Service for Interrupted Flow Facilities 2021 Sponsored By Standing Committee on Highway Capacity and Quality of Service

Some New Developments in TWSC Procedures and Recommendations for a Future Version of Highway Capacity Manual (HCM) (TRBAM-21-00131) Ning Wu/Ruhr-Universitat, Bochum, Werner Brilon/Ruhr-Universitat, Bochum Developing Mixed Traffic Equivalency Factors to Estimate Saturation Flow at Urban Signalized Intersections (T RBAM-21-02172) Pinakin Patel/Sardar Vallabhbhai National Institute of Technology, Dr. Ashish Dhamaniya/Sardar Vallabhbhai National Institute of Technology

(continued) 98 Modeling Capacity of Through Movement at Signalized Intersection Impacted by Short Left-Turn Bay under Different Signal Settings (TRBAM-21-02792) Zihang Wei/Texas A&M University, College Station, Yunlong Zhang/Texas A&M University, College Station, Xiaoyu Sky Guo/Texas A&M University, College Station, Xin Zhang/Texas A&M University, College Station Effects of Pedestrian Crossing on Minor Road Capacity at Two-Way Stop-Controlled Intersections (TRBAM-21- 03757) Rui Yue/North Carolina State University, Guangchuan Yang/North Carolina State University, Yichen Zheng/North Carolina State University, Zong Tian/North Carolina State University Comparative Study of Estimation Models and Sensor Data Application for Delay Estimation at Pre-Timed Signalized Intersections under Mixed Traffic Conditions (TRBAM-21-02967) Muhammed Hafiz A.N./Trivandrum, Aneesh Babu/Trivandrum, Anusha P./Trivandrum Examine the Impact of Using Connected Vehicles on Traffic Delay at Signalized Intersections (TRBAM-21-04423 ) Ahmed Elawady/University of Sharjah, Muamer Abuzwidah/University of Sharjah, Waleed Zeiada/University of Sharjah Retiming Signalized Intersections at Ramp Terminals to Mitigate Effects of On-Ramp Queue Spillback using Highway Capacity Manual Methodologies (TRBAM-21-01806) Fabio Sasahara/University of Florida, Ageliki Elefteriadou/University of Florida Application of Analytical Methods for Traffic Delay Estimation Using High-resolution Signal and Detection Data (TRBAM-21-04276) Nemanja Dobrota/University of Pittsburgh, Aleksandar Stevanovic/University of Pittsburgh, Nikola Mitrovic/University of Pittsburgh Highway Capacity Manual (HCM) Capacity Adjustment Factor (CAF) Development for Connected and Automated Traffic at Signalized Intersections (TRBAM-21-03049) Adekunle Adebisi/University of California, Los Angeles, Yi Guo/University of California, Los Angeles, Bastian Schroeder/ University of California, Los Angeles, Jiaqi Ma/University of California, Los Angeles, Burak Cesme/University of California, Los Angeles, Apoorba Bibeka/University of California, Los Angeles, Abby Morgan/University of California, Los Angeles Estimation of Waiting Pedestrian Occupancy-time at Signalized Crosswalks for Turning Vehicle Maneuver Analysis (TRBAM-21-02175) Yonas Emagnu/Nagoya Daigaku, Xin Zhang/Nagoya Daigaku, Miho Iryo-Asano/Nagoya Daigaku, Hideki Nakamura/Na goya Daigaku Roundabout Entry Capacity Estimation under the Condition of Autonomous Vehicle Mixed Traffic Flows (TRBA M-21-02165) Nan Kang/Nanjing Technical University, Xin Zhang/Nanjing Technical University, Hideki Nakamura/Nanjing Technical University

1202

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1202 - Safety Performance and Analysis, Act 2: Surrogates, Conflicts, and Other Safety Data (Act 1, Session 1169; Act 3, Session 1295; Act 4, Session 1327) Sponsored By Standing Committee on Safety Performance Analysis

Investigating Distracted Driving at Roundabouts and Different Road Configurations Using a Driving Simulator ( TRBAM-21-00071) Jackson Goetz/Western Kentucky University, Kirolos Haleem/Western Kentucky University An Indicator for Evaluating Regional Safety Performance using In-vehicle Hazardous Driving Event Data (TRBA M-21-00094) Subin Park/Hanyang University, Cheol Oh/Hanyang University, Shinhye Joo/Hanyang University, Sungmin Hong/Hanya ng University Using Machine Learning Algorithms and Fine Geo-resolution Vehicle Telemetric Data to Predict Crash Spots (T RBAM-21-00588) Sijun Shen/Nationwide Children's Hospital, Simon Lin/Nationwide Children's Hospital, Motao Zhu/Nationwide Children's Hospital Safe Route Mapping of Roadways Using Multiple Sourced Data (TRBAM-21-01009) Shan Jiang/Rutgers University, Mohsen Jafari/Rutgers University, Mohammad Jalayer/Rutgers University

(continued) 99 Left-turn Conflict Identification at Signal Intersections Based on Vehicle Trajectory Reconstruction Via Kalman Filtering (TRBAM-21-01109) Yanli Ma/Harbin Institute of Technology, Jieyu Zhu/Harbin Institute of Technology, Ke Chen/Harbin Institute of Technology Exploration and evaluation of crash-and simulation-based safety performance of freeway facilities (TRBAM-21- 01202) Hyeonseo Kim/Hanyang University, Ansan, Kyeongju Kwon/Hanyang University, Ansan, Nuri Park/Hanyang University, Ansan, Juneyoung Park/Hanyang University, Ansan, Mohamed Abdel-Aty/Hanyang University, Ansan A Proactive Approach to Evaluating Intersection Safety Using Hard-braking Data (TRBAM-21-01539) Margaret Hunter/Purdue University, Enrique Saldivar-Carranza/Purdue University, Jairaj Desai/Purdue University, Jijo Mathew/Purdue University, Howell Li/Purdue University, Darcy Bullock/Purdue University Analysis of Speed Profiles of Near-Misses from On-Board Cameras in Taxicabs (TRBAM-21-01590) Panos Prevedouros/University of Hawaii, Braxton Chong/University of Hawaii, Luana Pereira,/University of Hawaii Trajectory Fusion-based Real-Time Crash Likelihood Prediction Using LSTM-CNN with Attention Mechanism (T RBAM-21-01697) Pei Li/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida Identifying Wrong-Way Driving (WWD) Crashes in Police Reports Using Text Mining Techniques (TRBAM-21-01 970) Parisa Hosseini/Rowan University, Mohammad Jalayer/Rowan University, Subasish Das/Rowan University, Huaguo Zhou/Rowan University Using Vehicular Trajectory Data to Explore Risky Factors and Unobserved Heterogeneity during Lane-Changin g (TRBAM-21-02212) Qinghong Chen/Central South University, Ruifeng Gu/Central South University, Helai Huang/Central South University, Jaeyoung Lee/Central South University, Xiaoqi Zhai/Central South University, Ye Li/Central South University Analysis of Risky Factors and Unobserved Heterogeneity for Different Lane-Changing Vehicle Patterns (TRBA M-21-02215) Qinghong Chen/Central South University, Helai Huang/Central South University, Xiaoqi Zhai/Central South University, Ye Li/Central South University American Generations and Traffic Fatalities: Exploratory Evaluation from Person Level Data (TRBAM-21-02378) Subasish Das/Texas A&M University Modelling Vehicle-Based Safety Threat: The Incorporation of New Factors under Uncertainty (TRBAM-21-02470 ) Nicolette Formosa/Loughborough University, Mohammed Quddus/Loughborough University, Stephen Ison/Loughborou gh University Examining Causal Factors of Traffic Conflicts at Intersections Using Vehicle Trajectory Data (TRBAM-21-02527) Xiaoyan Xu/Tongji University, Xuesong Wang/Tongji University, Xiangbin Wu/Tongji University, Yu Lin/Tongji University, Xinyi Hou/Tongji University Use of Naturalistic Driving Data to Quantify Influencing Factors of Driving Risk based on a New Surrogate Measure of Safety (TRBAM-21-02639) Qiangqiang Shangguan/Tongji University, Ting Fu/Tongji University, Rui Jiang/Tongji University, Shou'en Fang/Tongji University Improving Safety Analyses by Incorporating the Impacts of Travel Time Reliability (TRBAM-21-02828) Jenna Kirsch/Wayne State University, Stephen Remias/Wayne State University, Steven Lavrenz/Wayne State University Examining Vehicle Kinematics of Rear-End Safety-Critical Events using Naturalistic Driving Data (TRBAM-21-03 149) Nipjyoti Bharadwaj/University of Missouri, Columbia, Praveen Edara/University of Missouri, Columbia, Carlos Sun/Unive rsity of Missouri, Columbia Identification of Safety Critical Events from Vehicle Kinematic Data using Convolutional Neural Networks (TRB AM-21-03292) Zulqarnain Khattak/Oak Ridge National Laboratory, Michael Fontaine/Oak Ridge National Laboratory, Asad J. Khattak/ Oak Ridge National Laboratory Extreme Value Theory to Estimate Safety using Right Turn on Red Conflicts (TRBAM-21-03550) Hiba Nassereddine/University of Wisconsin, Madison, Kelvin Santiago-Chaparro/University of Wisconsin, Madison, David Noyce/University of Wisconsin, Madison Are Older Drivers Safe on Interchanges? Analyzing Driving Errors Causing Crashes (TRBAM-21-03992) Denis Monyo/University of North Florida, Henrick Haule/University of North Florida, Angela Kitali/University of North Florida, Thobias Sando/University of North Florida

(continued) 100 Investigating the Predictability of Crashes on Different Freeway Segments Using Real-time Crash Risk Model ( TRBAM-21-04128) Qikang Zheng/Southeast University, Pan Liu/Southeast University, Chengcheng Xu/Southeast University, Yao Xiao/Sou theast University Inclusion of Phone Use while Driving Data in Predicting Distraction-affected Crashes (TRBAM-21-04183) Xiaoyu Sky Guo/Texas A&M Transportation Institute, Lingtao Wu/Texas A&M Transportation Institute, Xiaoqiang Kong/T exas A&M Transportation Institute, Yunlong Zhang/Texas A&M Transportation Institute Real-time Crash Prediction for Expressways Considering Segment Type Heterogeneity (TRBAM-21-04294) Kang Wang/Tongji University, Ling Wang/Tongji University, Wanjing Ma/Tongji University, Hao Zhong/Tongji University, Hongge Zhu/Tongji University Use of Real-Time Traffic and Signal Timing Data in Modeling Occupant Injury Severity at Signalized Intersections (TRBAM-21-04444) Emmanuel Kidando/Florida International University, Angela Kitali/Florida International University, Boniphace Kutela/Flori da International University, Alican Karaer/Florida International University, Mahyar Ghorbanzadeh/Florida International University, Mohammadreza Koloushani/Florida International University, Eren Ozguven/Florida International University Application of Machine Learning Techniques in Predicting the Occurrence of Distraction-affected Crashes with Phone Use Data (TRBAM-21-04119) Chaolun Ma/Texas A&M Transportation Institute, Yongxin Peng/Texas A&M Transportation Institute, Lingtao Wu/Texas A&M Transportation Institute, Xiaoyu Sky Guo/Texas A&M Transportation Institute, Xiubin Bruce Wang/Texas A&M Transportation Institute

1203

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1203 - Advances in Travel Behavior Research Abolfazl Mohammadian, University of Illinois, Chicago, presiding Sponsored By Standing Committee on Traveler Behavior and Values, Subcommittee on Time Use and Activity Patterns, Joint Subcommittee on Route Choice and Spatio-Temporal Behavior (with AEP40), Subcommittee on International Travel Behavior, Subcommittee on Behavioral Processes: Qualitative and Quantitative Methods

Path modeling and case analysis based on improved cumulative prospect theory (TRBAM-21-00048) Junxiang XU/Southwest Jiaotong University, Jin Zhang/Southwest Jiaotong University, Jingni Guo/Southwest Jiaotong University The Role of the Built Environment on Travel Mode Choice across Different Age Groups in Seoul, Korea: A Random Forest Approach (TRBAM-21-00164) Kyusik Kim/Korea Research Institute for Human Settlements, Kyusang Kwon/Korea Research Institute for Human Settlements, Mark Horner/Korea Research Institute for Human Settlements From Desire to Satisfaction: Introducing the Travel Mode Choice Cycle (TRBAM-21-00189) Jonas De Vos/University College London, Patrick Singleton/University College London, Tommy Gärling/University College London Who (never) Makes Long-distance Leisure Trips? Disentangling Structurally Zero Trips from Usual Trip Generation Processes (TRBAM-21-00367) Sung Hoo Kim/Georgia Institute of Technology (Georgia Tech), Patricia Mokhtarian/Georgia Institute of Technology (Ge orgia Tech) What Would Have Been the Substitute Travel Modes of Ride-Sourcing Trips if There Were No Ride-Sourcing Services? (TRBAM-21-00380) Patrick Loa/University of Toronto, Sk Md Mashrur/University of Toronto, Khandker Nurul Habib/University of Toronto An Exploration of the Relationship between Travel Mode Choice and Trip Chain Pattern Evidence from Commuters' Multi-Day Trips in Shanghai, China (TRBAM-21-00424) Yuqiao Huang/Shanghai Jiao Tong University, Linjie Gao/Shanghai Jiao Tong University, Anning Ni/Shanghai Jiao Tong University, Xiaoning Liu/Shanghai Jiao Tong University What Happens When Post-Secondary Programmes Go Virtual for COVID-19? Effects of Forced Telecommuting on Travel Demand of Post-Secondary Students (TRBAM-21-00628) Kaili Wang/University of Toronto, Sanjana Hossain/University of Toronto, Khandker Nurul Habib/University of Toronto Investigating the Willingness to Purchase and Use Small Vehicles: An Empirical Study Through Internet-Based Survey (TRBAM-21-00637) Hesham El Masry/Ain Shams University, Mohamed El Esawey/Ain Shams University, Khaled El-Araby/Ain Shams University, Ahmed Osama/Ain Shams University

(continued) 101 Learning-based Model for Evaluating the Impact of Neighbourhood Design on Travel Behaviour (TRBAM-21-00 701) Abdul Rahman Masoud/University of British Columbia, Okanagan, Ahmed Idris/University of British Columbia, Okanagan, Gordon Lovegrove/University of British Columbia, Okanagan The Travel Behavior of Immigrants in the U.S.: the Immigrant Effect for Carsharing, Ridesharing, and Bikesharing Services (TRBAM-21-00703) Sangwan Lee/Portland State University, Michael Smart/Portland State University, Aaron Golub/Portland State University How Socio-demographic Characteristics Impact Sustainable Transportation Mode Choices: An Interdisciplinary Approach to Exploring Mode Choices and Preferences (TRBAM-21-00774) Patrick Singleton/Utah State University, Antje Graul/Utah State University, Niranjan Poudel/Utah State University A Socio-Technical Model of Autonomous Vehicle Adoption Using Ranked Choice Stated Preference Data (TRBA M-21-00853) Katherine Asmussen/University of Texas, Austin, Aupal Mondal/University of Texas, Austin, Chandra Bhat/University of Texas, Austin Travel Behaviour of Households with Pre-School Aged Children: A Structural Equation Modelling Approach (TR BAM-21-00907) Muhammad Habib/Dalhousie University, Md Asif Hasan Anik/Dalhousie University, Caroline Robertson/Dalhousie University The Trade-Off Behaviours between Virtual and Physical Activities during COVID-19 Pandemic Period (TRBAM-2 1-01063) Elisa Bin/KTH Royal Institute of Technology, Claudia Andruetto/KTH Royal Institute of Technology, Yusak Susilo/KTH Royal Institute of Technology, Anna Pernestål/KTH Royal Institute of Technology Adoption and Frequency of Use of Ride-Hailing Services in a European City: an Individual-Level Model in Madrid, Spain (TRBAM-21-01130) Juan Gomez/Universidad Politécnica de Madrid, Alvaro Aguilera-Garcia/Universidad Politécnica de Madrid, Felipe Dias/ Universidad Politécnica de Madrid, Chandra Bhat/Universidad Politécnica de Madrid, Jose Manuel Vassallo/Universidad Politécnica de Madrid Human Activity Patterns Clustering with a Markov-Chain-Based Mixture Model (TRBAM-21-01136) Yang Zhou/Tongji University, Quan Yuan/Tongji University, Chao Yang/Tongji University, Yinhai Wang/Tongji University STABILITY AND VARIABILITY OF TRAVEL DECISIONS: AN APPROACH TO ANALYZE SOCIAL NETWORK CONFIGURATIONS (TRBAM-21-01151) Maike Puhe/Karlsruhe Institute of Technology (KIT), Jens Schippl/Karlsruhe Institute of Technology (KIT), Torsten Fleischer/Karlsruhe Institute of Technology (KIT), Peter Vortisch/Karlsruhe Institute of Technology (KIT) Who is Still Travelling by Public Transport During COVID-19? Socioeconomic Factors Explaining Travel Behaviour in Stockholm Using Smart Card Data (TRBAM-21-01182) Erik Almlöf/KTH Royal Institute of Technology, Isak Rubensson/KTH Royal Institute of Technology, Matej Cebecauer/KT H Royal Institute of Technology, Erik Jenelius/KTH Royal Institute of Technology Explaining Shared Micromobility Usage, Competition and Mode Choice by Modelling Empirical Data from Zurich, Switzerland (TRBAM-21-01317) Daniel Reck/ETH Zurich, Sergio Guidon/ETH Zurich, He Haitao/ETH Zurich, Kay Axhausen/ETH Zurich The Activity-based Path Planning Problem in the era of Mobility as a Service (TRBAM-21-01349) Yuchen Song/Southeast University, Dawei Li/Southeast University Differences in Attitudes towards Driverless Shuttles in Pilot and Non-pilot Cities (TRBAM-21-01357) Zhiqiu Jiang/University of Virginia, Max Zheng/University of Virginia, Andrew Mondschein/University of Virginia Examining the Effects of the Residential Relocation Choice on Car Ownership and Use and Its Carbon Dioxide Emissions: an Empirical Study in Beijing, China (TRBAM-21-01386) Fei Xue/Beijing Jiaotong University, Enjian Yao/Beijing Jiaotong University Millennials and Automated Mobility:Exploring the Role of Generation and Attitudes on AV Adoption and Willingness-to-Pay (TRBAM-21-01439) Hamidreza Asgari/Florida International University, Rajesh Gupta/Florida International University, Xia Jin/Florida International University Preparing Data For Microsimulation Of Smart Transport Systems: A Tool For Exploiting Existing Travel Model Results And Open-Source Data (TRBAM-21-01451) Jun Liu/University of Texas, Austin, Kara M. Kockelman/University of Texas, Austin A Multiple Discrete Extreme Value Choice Model with Grouped Consumption Data and Unobserved Budgets (T RBAM-21-01491) Chandra Bhat/University of Texas, Austin, Aupal Mondal/University of Texas, Austin, Katherine Asmussen/University of Texas, Austin, Aarti Bhat/University of Texas, Austin

(continued) 102 Well-being, Health, and Social Considerations Motivate Transportation Mode Decisions for Active Travel Mode Users (TRBAM-21-01662) Joshua Ward/Utah State University, Patrick Singleton/Utah State University, Antje Graul/Utah State University, Mackenzie Garrison/Utah State University The Role of Modality Style on the Adoption and Willingness to Pay for Autonomous Vehicles (TRBAM-21-01758 ) Alireza Rahimi/Florida International University, Ghazaleh Azimi/Florida International University, Hamidreza Asgari/Florid a International University, Xia Jin/Florida International University Decomposing Generational Gap in Attitudes Toward Automated Vehicles and Conventional Modes of Transportation (TRBAM-21-01791) Alireza Rahimi/Florida International University, Ghazaleh Azimi/Florida International University, Xia Jin/Florida International University Behavioral Factors Affecting Adoption of Microtransit by Commuters (TRBAM-21-01887) Stavroula Maria Mavrouli/Ohio State University, Andre Carrel/Ohio State University, PRIYAMVADA NATARAJAN/Ohio State University, Andrea Broaddus/Ohio State University, Richard Twumasi-Boakye/Ohio State University, Cathy Xia/Oh io State University Measuring the Value of Travel Time Savings of AV Commuters: A Segmented Valuation for Inter- and Intra-city Trips (TRBAM-21-02122) Sungtaek Choi/Gangneung-Wonju National University, Joonho Ko/Gangneung-Wonju National University, Daejin Kim/G angneung-Wonju National University, Yongseok Ko/Gangneung-Wonju National University, Jonghan Park/Gangneung- Wonju National University Synthetic population for the state of California based on open-data: examples of San Francisco Bay area and San Diego County (TRBAM-21-02206) Miloš Balać/Eidgenossische Technische Hochschule Zurich, Sebastian Hörl/Eidgenossische Technische Hochschule Zurich The Impact of Travel Distance on Autonomous Driving Preferences and Type of In-vehicle Activities (TRBAM-21 -02241) Jaehyung Lee/Yonsei University, Euntak Lee/Yonsei University, Jaewoong Yun/Yonsei University, Jin-Hyuk Chung/Yons ei University, Jinhee Kim/Yonsei University Multi-tasking While Travelling: Patterns, Determinants and Complementarities (TRBAM-21-02250) David Palma/University of Leeds, Chiara Calastri/University of Leeds, Jacek Pawlak/University of Leeds Understanding the Potential Influence of Media Commentary and Social Network Sentiment on the Adoption of Driverless Cars (TRBAM-21-02273) Milad Ghasri/University of New South Wales, Akshay Vij/University of New South Wales Research on Tourists' Travel Mode Choice based on Activity Chain Analysis: A Case study of Nanjing, China. (TRBAM-21-02302) Ruiying Lu/Southeast University, Xiucheng Guo/Southeast University, Pei Liu/Southeast University, Cong Qi/Southeast University, Juchen Li/Southeast University Assessing the Impacts of COVID-19 on Activity-Travel Scheduling: A Survey in the Greater Toronto Area (TRBA M-21-02331) Alireza Dianat/University of Toronto, Khandker Nurul Habib/University of Toronto, Jason Hawkins/University of Toronto Pattern recognition of daily activity patterns using human mobility motifs and sequence analysis (TRBAM-21-0 2403) Konstadinos Goulias/University of California, Santa Barbara, Rongxiang Su/University of California, Santa Barbara, Elizabeth McBride/University of California, Santa Barbara Traveler Segmentation by Modal Orientation: Evidence for Household Vehicle Ownership and Mode Use from the Small Urban Area of Chittenden County, Vermont (TRBAM-21-02598) Andrea Hamre/Montana State University Behavioral Comparisons of Route Choice for Travel Time Attributes on the Metro Network (TRBAM-21-02624) Shin Hyung Cho/Korea National University of Transportation, Eun Hak Lee/Korea National University of Transportation, Hosuk Shin/Korea National University of Transportation, Dong-Kyu Kim/Korea National University of Transportation, Seung-Young Kho/Korea National University of Transportation Studying the Trip Choice Behavior of Individuals in Urban Road Network after the Earthquake disaster (Case study of Qazvin City) (TRBAM-21-02744) Fatemeh Mohajeri/Imam Khomeini International University, Babak Mirbaha/Imam Khomeini International University Understanding Attendee Satisfaction at Planned Special Events: Role of Quality of Transportation Services and Prior Expectations (TRBAM-21-02879) Christopher Cummings/Northwestern University, Divyakant Tahlyan/Northwestern University, Hoseb Abkarian/Northwes tern University, Hani Mahmassani/Northwestern University

(continued) 103 Understanding Mobility Portfolio Decisions: A Case Study Of London (TRBAM-21-03105) Abdulfatah Abu/Imperial College London, Chenyang Wu/Imperial College London, Aruna Sivakumar/Imperial College London Give Public Transit a Chance: A Comparative Analysis of Competitive Travel Time in Public Transit Modal Share. (TRBAM-21-03167) Marcelo Altieri/Universidade do Porto Faculdade de Engenharia, Cecília Silva/Universidade do Porto Faculdade de Engenharia, Shintaro Terabe/Universidade do Porto Faculdade de Engenharia Keep Pushing! Analysing Public Transit and Car Competitiveness in Tokyo. (TRBAM-21-03183) Marcelo Altieri/Universidade do Porto Faculdade de Engenharia, Cecília Silva/Universidade do Porto Faculdade de Engenharia, Shintaro Terabe/Universidade do Porto Faculdade de Engenharia Sustainable transport choices in transit station access: Travel behavior differences between college students and other younger adults (TRBAM-21-03290) Chang Liu/North Carolina State University, Eleni Bardaka/North Carolina State University Disentangling Social Capital – Understanding the Effect of Social Support and Social Network Resources on Social Activity Participation (TRBAM-21-03349) Divyakant Tahlyan/Northwestern University, Amanda Stathopoulos/Northwestern University, Michael Maness/Northwest ern University Analyzing Simple Work Time and Commute Time Tradeoffs for Insights into Components of the Value of Travel Time Savings (TRBAM-21-03378) Patrick Singleton/Utah State University, Niranjan Poudel/Utah State University Estimation of Joint Activity/Travel Benefit with Travel Characteristics Survey Data (TRBAM-21-03388) Xiao Fu/Southeast University, Chen Yang/Southeast University, Zhiyuan Liu/Southeast University Car Crazed? The Role of Lifecycle, Cohort and Period Effects in Vehicle Ownership Trends (TRBAM-21-03523) Julene Paul/University of California, Los Angeles, Evelyn Blumenberg/University of California, Los Angeles Mixed Multinomial Probit Model Accommodating Flexible Covariance Structure and Random Taste Variation: An Application to Commute Mode Choice Behavior (TRBAM-21-03564) Ke Wang/Tongji University, Xin Ye/Tongji University Development of Probit-Based Discrete-Continuous Choice Model to Explore the Relationship between Household Car Ownership and Duration of Commuters’ Outdoor Non-Work Activities in Xiaoshan District of Hangzhou, China (TRBAM-21-03583) Ke Wang/Tongji University, Xin Ye/Tongji University, Cheng Shi/Tongji University An Investigation into Comfort of Riding by Surface Type when using Shared Electric Scooters (TRBAM-21-0369 3) Adam Weiss/Carleton University, Sam Pollock/Carleton University, Lina Kattan/Carleton University Development of Multinomial Probit Model for Shanghai Commute Mode Choices Using Matrix-Based Analytical Approach (TRBAM-21-03719) Ke Wang/Tongji University, Xin Ye/Tongji University Learning Ride-Sourcing Drivers' Customer-Searching Behavior: A Dynamic Discrete Choice Approach (TRBAM -21-03878) Junji Urata/George Washington University, Zhengtian Xu/George Washington University, Jintao Ke/George Washington University, Guojun Wu/George Washington University, Yafeng Yin/George Washington University, Hai Yang/George Washington University, Jieping Ye/George Washington University An Exploratory Analysis of Attitude towards Automated Vehicles (AV) (TRBAM-21-03895) Annesha Enam/Argonne National Laboratory, Ali Ardeshiri/Argonne National Laboratory, Taha Rashidi/Argonne National Laboratory, Joshua Auld/Argonne National Laboratory Classification of Workers Based on Trip Chain Behavior in A Developing Country City (TRBAM-21-04030) Tanjeeb Ahmed/University of California, Irvine, Rezwana Rafiq/University of California, Irvine, Sarwar Jahan/University of California, Irvine Comprehensive Analysis of Leisure Activity Variety as an Instrumental Outcome of Social Capital (TRBAM-21-0 4109) Trang Luong/University of South Florida, Michael Maness/University of South Florida Characterizing zero-vehicle households: A double-hurdle problem perspective (TRBAM-21-04110) Divyakant Tahlyan/Northwestern University, Hani Mahmassani/Northwestern University Perceived Risk of Using Shared Mobility Services During the COVID-19 Pandemic (TRBAM-21-04256) Ehsan Rahimi/University of Illinois, Chicago, Ramin Shabanpour/University of Illinois, Chicago, Ali Shamshiripour/Unive rsity of Illinois, Chicago, Abolfazl Mohammadian/University of Illinois, Chicago A Preference Study of the Middle-aged and Elderly Using Mobile Payment on Shared Autonomous Vehicles：An Example of LINE Pay (TRBAM-21-04346) Tsai-Yun Liao/National Chiayi University, Yi-Zhou Chen/National Chiayi University, Ta-Yin Hu/National Chiayi University

(continued) 104 CLASSIFYING CAR OWNERS IN LATENT PSYCHOGRAPHIC PROFILES (TRBAM-21-04369) Sascha von Behren/Karlsruher Institut fur Technologie, Lisa Boenisch/Karlsruher Institut fur Technologie, Jan Vallée/Kar lsruher Institut fur Technologie, Peter Vortisch/Karlsruher Institut fur Technologie COVID – 19: Modeling Out-Of-Home and In-home Activity Participation during the Pandemic (TRBAM-21-04372) Md. Shahadat Hossain/University of British Columbia, Khademul Haque/University of British Columbia, Mahmudur Fatmi/University of British Columbia

1204

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1204 - Innovative Steel Bridge Research Ryan Sherman, Georgia Institute of Technology (Georgia Tech), presiding Jamie Farris, Texas Department of Transportation, presiding Sponsored By Standing Committee on Steel Bridges

This session will give insight into current innovative steel bridge research. Tune in to hear about gusset plate connections, an innovative beam end repair, comparisons of international fracture design codes, slip coefficient testing of dissimilar metal bolted connections, simultaneous vehicle crossing effects on fatigue limit, and tensile testing of an old railroad bridge.

Slip Coefficient Testing of ASTM A709 Grade 50CR and Dissimilar Metal Bolted Connections (TRBAM-21-01281) Jason Provines/Virginia Transportation Research Council, Haddis Abebe/Virginia Transportation Research Council Comparison of International Brittle Fracture Design Code Provisions for Steel Bridges (TRBAM-21-01695) Michelle Fan/University of Waterloo, Scott Walbridge/University of Waterloo, Bertram Kühn/University of Waterloo Simultaneous Vehicle Crossing Effects on Fatigue Limit for North American Roadway Bridges (TRBAM-21-0289 4) Ali Chehrazi/University of Waterloo, Michelle Fan/University of Waterloo, Scott Walbridge/University of Waterloo ASSESSMENT OF PROVISIONS FOR LOAD RATING GUSSET PLATES IN STEEL TRUSS BRIDGES (TRBAM-21-0 3313) Chan Yang/Rutgers University, Peng Lou/Rutgers University, Hani Nassif/Rutgers University Tensile Test and Stress-Strain Behavior of Steel Material from a More 1 than Century Old Railroad Bridge (TRB AM-21-03571) Celso Cruz de Oliveira/University of Connecticut, Sachin Tripathi/University of Connecticut, Mark Castaldi/University of Connecticut, Ramesh Malla/University of Connecticut A Nonlinear Finite Element Analysis Approach for Gusset Plate Connections of Steel Truss Bridges (TRBAM-21 -03628) Alireza Mohammadi/WSP, Walid Najjar/WSP Learnings from the Field Implementation of a Novel UHPC Beam End Repair on a Corroded Steel Girder Bridge in Connecticut (TRBAM-21-03662) Alexandra Hain/University of Connecticut, Arash Esmaili Zaghi/University of Connecticut

1205

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1205 - Frontiers in Construction Management and Project Delivery Sponsored By Standing Committee on Construction Management, Standing Committee on Project Delivery Methods

Effects of Flexible Notice-To-Proceed Provisions on the Performance of Transportation Infrastructure Projects ( TRBAM-21-00638) Meng Wai Yaw/Texas A&M University, Hyungseok Jeong/Texas A&M University, Kunhee Choi/Texas A&M University Application of Unmanned Aerial Vehicles (UAVs) in Highway Construction Progress Monitoring (TRBAM-21-026 65) Reihaneh Samsami/Michigan Technological University, Amlan Mukherjee/Michigan Technological University AN ANALYSIS OF CONSTRUCTABILITY PRACTICES IN STATE DEPARTMENTS OF TRANSPORTATION UNDER ORGANIZATIONAL CONSTRAINTS (TRBAM-21-04373) Ghada Gad/California State Polytechnic University, Pomona, Edward Minchin/California State Polytechnic University, Pomona

(continued) 105 Evaluating Yielding Strategies at Bi-directional Single Lanes for Construction Vehicles (TRBAM-21-00140) Erik Uhlin/Statens Vag och Transportforkningsinstitut, Jiali Fu/Statens Vag och Transportforkningsinstitut, Jan Åslund/St atens Vag och Transportforkningsinstitut Construction Inspection Made Easier: Automatic Generation of Customized Inspection Checklists for Construction Activities (TRBAM-21-00769) Xin Xu/Purdue University, JungHo Jeon/Purdue University, Yuxi Zhang/Purdue University, Liu Yang/Purdue University, Hubo Cai/Purdue University Complex Networks Perspectives towards Accelerated Bridge Construction (TRBAM-21-00926) MD ASHRAF AHMED/Florida International University, Arif Mohaimin Sadri/Florida International University, Armin Mehrabi/Florida International University, Atorod Azizinamini/Florida International University Low Powered Wide-Area Network Setup for Asset Tracking of Non-Powered Temporary Construction Equipment (TRBAM-21-02871) Thomas Brennan/College of New Jersey, Joseph Jesson/College of New Jersey, Anthony Deese/College of New Jersey, Andrew Bechtel/College of New Jersey, Efrain Rodriguez/College of New Jersey Total road closure or partial closure – Insights for road project scheduling (TRBAM-21-03614) Sania E. Seilabi/Purdue University, Amir Davatgari/Purdue University, Mohammad Miralinaghi/Purdue University, Samuel Labi/Purdue University Constructability Reviews Utilization across Alternative Project Delivery Methods (TRBAM-21-03506) Adi Smadi/University of Kansas, Daniel Tran/University of Kansas, Edward Minchin/University of Kansas Ultra-Wideband (UWB)-Based System for Positioning at Tunnelling Construction Site (TRBAM-21-02804) Sicong Zhu/Hebei University, Xiangdi Li/Hebei University, Yanchi Li/Hebei University, Dongxiao Yu/Hebei University, Lei Yu/Hebei University, Qing Lan/Hebei University Supply Chain Management for the Ready-mixed Concrete with the Use of Blockchain (TRBAM-21-04412) Wen Wang/Shanghai Jiao Tong University, Hao Hu/Shanghai Jiao Tong University, Toong Khuan Chan/Shanghai Jiao Tong University, Shang Gaol/Shanghai Jiao Tong University, Zhe Hu/Shanghai Jiao Tong University Assessing Owner Expectations in Making the Project Delivery Method Selection Decision (TRBAM-21-00277) Douglas Gransberg/Gransberg & Associates, Inc., Daniel D'Angelo/Gransberg & Associates, Inc. Dynamic Performance Management of Non-cost Objectives in Alliance Projects (TRBAM-21-01917) Eric Scheepbouwer/University of Canterbury, J. Daniel Van Der Walt/University of Canterbury

1206

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session Safe and Sustainable Roadside Design - Perspectives from North America, Europe and Asia Keith Robinson, Gray Bowen Scott, presiding Sponsored By Standing Committee on Landscape and Environmental Design

Highway design and management practices that support safe and sustainable roadside design will he discussed, including design guidelines, tree placement and vegetation used as a method to mitigate GHGs.

The German Guidelines on Urban Road Design: Approach, Current Practice, and Perspectives (TRBAM-21-0008 8) Regine Gerike/Technische Universitat Dresden Unclear Territory: The Clear Zone, Roadside Trees, and Collaboration in State Highway Agencies (TRBAM-21-03 997) Ellen White/Rutgers University Impacts of Roadside Vegetation on Nearby Exposure levels to Air Pollutants (TRBAM-21-01955) Tie Zheng/Shanghai Jiao Tong University, Si-Yu Li/Shanghai Jiao Tong University, Zhong-Ren Peng/Shanghai Jiao Tong University

1207

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1207 - Pavement Management Decisions Sponsored By Standing Committee on Pavement Management Systems

A number of factors are needed in support of pavement management decisions . This session presents papers ranging from condition assessment to treatment selection.

(continued) 106 Effectiveness and Cost-effectiveness Evaluation of Pavement Maintenance Treatments Based on Multiple Regression Analysis and Life-Cycle Cost Analysis (TRBAM-21-00261) Yuanyuan Pan/Southeast University, Yue Shang/Southeast University, Ye Xing/Southeast University, Guoqiang Liu/Sout heast University, Anqi Chen/Southeast University, Yongli Zhao/Southeast University Minimizing the Global Warming Potential of Pavement Infrastructure through Reinforcement Learning (TRBAM- 21-01770) Benjamin Corbett/University of British Columbia, Sophie Renard/University of British Columbia, Omar Swei/University of British Columbia Detection of pavement maintenance treatments using deep-learning network (TRBAM-21-02107) Lu Gao/University of Houston, Yao Yu/University of Houston, Yi Hao Ren/University of Houston, Pan Lu/University of Houston Solving the Combinational Optimization in Pavement Management Based on Binary Cuckoo Search (TRBAM-2 1-02257) Feng Xiao/Southeast University, Shunxin Yang/Southeast University, Jianchuan Cheng/Southeast University Use of Time-Temperature Superposition Principle to Create Pavement Performance Mastercurves and Relate PCI and IRI. (TRBAM-21-02904) Jose Medina/Arizona State University, Akshay Gundla/Arizona State University, Ali Zalghout/Arizona State University, Samuel Castro/Arizona State University, Kamil Kaloush/Arizona State University Pavement Management Programs based on Quantitative Performance Targets (TRBAM-21-03289) MUHAMMAD BEG/AgileAssets Inc. A Framework for Integrated Infrastructure Condition Assessment and Traffic Assignment (TRBAM-21-03970) Mirla Abi Aad/Virginia Polytechnic Institute and State University (Virginia Tech), Montasir Abbas/Virginia Polytechnic Institute and State University (Virginia Tech) Segmentation of Highway Networks for Maintenance Operations (TRBAM-21-00927) Moo Yeon Kim/University of Texas, Austin, Jorge Prozzi/University of Texas, Austin, Moo Yeon Kim/University of Texas, Austin, Moo Yeon Kim/University of Texas, Austin

1208

Tuesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1208 - Transit Emergency Management and Evacuation Lisa Staes, USF Center for Urban Transportation Research, presiding Sponsored By Standing Committee on Transit Safety And Security

This session discusses resilience of urban rail transit networks and models of metro station evacuatlon under emergency conditions.

Disposal model for mass passenger flow emergency at metro stations with train collaborative adjustment (TRB AM-21-01405) Wei Li/Shenzhen Technology University, Qin Luo/Shenzhen Technology University Evacuation Demand Prediction under Metro Rail Disruptions Based on Normal Historical Data (TRBAM-21-0426 3) Xiaoqing Dai/Ministry of Transport of the People’s Republic of China, Han QIU/Ministry of Transport of the People’s Republic of China, Lijun SUN/Ministry of Transport of the People’s Republic of China The Strategies to Enhance the Resilience of an Urban Rail Transit Network (TRBAM-21-00531) Jinqu Chen/Southwest Jiaotong University, Jie Liu/Southwest Jiaotong University, Qiyuan Peng/Southwest Jiaotong University, Yong Yin/Southwest Jiaotong University

1209

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1209 - Omnibus Bicycle Research Poster Session Raktim Mitra, Ryerson University, presiding Sponsored By Standing Committee on Bicycle Transportation, Joint Subcommittee on Emerging Vehicles for Low Speed Transportation (with ACH10, ANB40, and AP020)

Research in bicycle safety, mode choice, operations, user preference, and more

(continued) 107 Calibrating the Wiedemann 99 Car-Following Model for Bicycle Traffic (TRBAM-21-00040) Heather Kaths/Technische Universitaet Muenchen, Andreas Keler/Technische Universitaet Muenchen, Klaus Bogenberger/Technische Universitaet Muenchen Could There Be Spillover Effects between Recreational and Utilitarian Cycling? A Multivariate Model (TRBAM-2 1-00098) Francesco Piras/University of Cagliari, Eleonora Sottile/University of Cagliari, Giovanni Tuveri/University of Cagliari, Italo Meloni/University of Cagliari Bicycle Level of Service: Accounting for protected lanes, traffic exposure, and delay (TRBAM-21-00593) Nicholas Fournier/University of California, Berkeley, Jiayun Huang/University of California, Berkeley, Alexander Skabardonis/University of California, Berkeley The Growing Gap in Pedestrian and Cyclist Fatality Rates between the United States and Western European Countries, 1990-2018 (TRBAM-21-00217) Ralph Buehler/Virginia Polytechnic Institute and State University (Virginia Tech), John Pucher/Virginia Polytechnic Institute and State University (Virginia Tech) Physiological Markers of Traffic-Related Stress during Active Travel (TRBAM-21-00887) Fajar Ausri/University of British Columbia, Alexander Bigazzi/University of British Columbia Modeling the Level of Service of the Non-motorized Vehicle Crossing the Signalized Intersection (TRBAM-21-00 753) Xiaofei Ye/Ningbo University, Ye Yao/Ningbo University, Tao Wang/Ningbo University, Jun Chen/Ningbo University, Xingchen Yan/Ningbo University, Xuan Li/Ningbo University Bicycle Longitudinal Motion Modeling (TRBAM-21-00382) Karim Fadhloun/Virginia Polytechnic Institute and State University (Virginia Tech), Hesham Rakha/Virginia Polytechnic Institute and State University (Virginia Tech), Archak Mittal/Virginia Polytechnic Institute and State University (Virginia Tech) A Bike Count Forecast Model with Multimodal Network Connectivity Measures (TRBAM-21-00987) Bingqing Liu/New York University, Divya Bade/New York University, Joseph Chow/New York University Analyzing transportation equity: Is there unobserved heterogeneity? (TRBAM-21-01364) Zhiwei Chen/University of South Florida, Xiaopeng Li/University of South Florida Inequities in Cycling: A Review of Key Findings and Future Directions (TRBAM-21-00983) Danial Jahanshahi/University of Auckland, Subeh Chowdhury/University of Auckland, Seosamh Costello/University of Auckland, Bert van Wee/University of Auckland Auditory Alerts and Safety with Simulated Bicycles and Motor Vehicles (TRBAM-21-01607) Curtis Craig/University of Minnesota, Nichole Morris/University of Minnesota, Jacob Achtemeier/University of Minnesota, Katelyn Schwieters/University of Minnesota Is There Space For Cyclists? Understanding the Impact of Cycle Lanes on Passing Distance (TRBAM-21-02935) Thiago Louro/Universidade Estadual de Londrina, Gabriel Gardin/Universidade Estadual de Londrina, Heliana Fontenele/Universidade Estadual de Londrina, Carlos Silva Junior/Universidade Estadual de Londrina Exposure-Based Models of Trail User Crashes at Roadway Crossings (TRBAM-21-01569) Robert Schneider/University of Wisconsin, Milwaukee, Schmitz Andrew/University of Wisconsin, Milwaukee, Greg Lindsey/University of Wisconsin, Milwaukee, Xiao Qin/University of Wisconsin, Milwaukee Who are the fastest cyclists? An analysis of speed pedelec users in the Netherlands (TRBAM-21-01371) Maud van der Salm/Universiteit Utrecht, Zheyan Chen/Universiteit Utrecht, Dea van Lierop/Universiteit Utrecht An Empirical Study of the Impacts of Bicycles on Passenger Car Speeds on Urban Roads without Bicycle Lanes (TRBAM-21-01830) Jaclyn Schaefer/Portland State University, Miguel Figliozzi/Portland State University, Avinash Unnikrishnan/Portland State University Integrated Weather Effects on E-cycling in Daily Commuting: A Longitudinal Evaluation of Weather Effects On E-cycling in the Netherlands (TRBAM-21-00546) Joost de Kruijf/Universiteit Utrecht, Dick Ettema/Universiteit Utrecht, Dea van Lierop/Universiteit Utrecht, Peter Van Der Waerden/Universiteit Utrecht, Tao Feng/Universiteit Utrecht, Lars Bocker/Universiteit Utrecht, Martin Dijst/Universiteit Utrecht Examining Crowdsourced Cyclists Near-Miss and Collision Events Using Text Mining and Artificial Neural Networks (TRBAM-21-01461) Keneth Kwayu/Western Michigan University, Valerian Kwigizile/Western Michigan University, Kevin Lee/Western Michigan University, Jun-Seok Oh/Western Michigan University, Trisalyn Nelson/Western Michigan University Infrequent Bicyclists Have A Different Safety Perception Than Frequent Bicyclists: Findings from Revealed Preference Study Using Bikeshare Data (TRBAM-21-02742) Nitesh Shah/University of Tennessee, Knoxville, Christopher Cherry/University of Tennessee, Knoxville Modeling the Impacts of Electric Bicycle Purchase Incentives (TRBAM-21-01709) Alexander Bigazzi/University of British Columbia, Elmira Berjisian/University of British Columbia (continued) 108 Quantifying the effect of signage on bicycle ridership (TRBAM-21-02820) Ali Al-Ramini/University of Nebraska, Lincoln, Mohammad Ali Takallou/University of Nebraska, Lincoln, Daniel Piatkowski/University of Nebraska, Lincoln, Fadi Alsaleem/University of Nebraska, Lincoln Assessment of Barriers to Adoption of Electric Bicycles in Centre Region, Pennsylvania (TRBAM-21-03362) Emmeline Evans/Pennsylvania State University, University Park, Reilly Smith/Pennsylvania State University, University Park, Elizabeth Traut/Pennsylvania State University, University Park Assessing the Impact of Bicycle Infrastructure Treatment Type on the Frequency of Right-Hook Conflicts Between Bicyclists and Motorized Vehicles at Signalized intersections (TRBAM-21-02920) Katerina Deliali/National Technical University of Athens (NTUA), Chengbo Ai/National Technical University of Athens (N TUA), Eleni Christofa/National Technical University of Athens (NTUA) Prediction of Non-Motorized Vehicle’s Overtaking Trajectory on Shared Bicycle Lane (TRBAM-21-03019) Ailing Yin/Tongji University, Xiaohong Chen/Tongji University, Lishengsa Yue/Tongji University Cyclist Behaviour Towards Stop Signs. A Before-After Study on Stop-Controlled Intersections Using Video Trajectory and Surrogate Methods (TRBAM-21-04453) Bismarck Ledezma-Navarro/McGill University, Nicolas Saunier/McGill University, Luis Miranda-Moreno/McGill University Examining the Use of Microsimulation Modeling to Assess Bicycle-Vehicle Conflicts at Intersections: A Case St udy Incorporating Field-Observed Conflict Data (TRBAM-21-03286) David Lemcke/Northern Arizona University, Katherine Riffle/Northern Arizona University, Brendan Russo/Northern Arizona University, Edward Smaglik/Northern Arizona University Modeling and Simulation of High-density Through Bicycle Flow at Mixed-traffic Intersections (TRBAM-21-03369 ) Yixin Li/Tongji University, Ying Ni/Tongji University, Jian Sun/Tongji University The (In)Equitable Distribution of Bicycling Facilities & the Causality Dilemma with Socioeconomic Change (TR BAM-21-03474) Nick Ferenchak/University of New Mexico, Wesley Marshall/University of New Mexico Regional Bicycle Network Evaluation and Strategic Planning - A Quantitative Methodological Approach Despite Limited Data Sources for Cycling (TRBAM-21-04295) Alex van Dulmen/Technische Universitat Graz, Martin Fellendorf/Technische Universitat Graz Limitations of Recursive Logit for Inverse Reinforcement Learning of Bicycle Route Choice Behavior in Amsterdam (TRBAM-21-03680) Thomas Koch/Vrije Universiteit, Elenna Dugundji/Vrije Universiteit Bike Boxes: A Review of Design Guidelines Across the US and Impacts on Safety (TRBAM-21-04126) Katerina Deliali/National Technical University of Athens (NTUA), Eleni Christofa/National Technical University of Athens (NTUA), Chengbo Ai/National Technical University of Athens (NTUA) Creating a Road Environment where People on Foot and on Bike Are as Safe as People in Cars (TRBAM-21-040 28) Ge Shi/University of Connecticut, Vannesa Methoxha/University of Connecticut, Carol Atkinson-Palombo/University of Connecticut, Norman Garrick/University of Connecticut The influence of the Ecobici Bike Share Program on Drivers’ Perceptions towards Cyclists (TRBAM-21-03703) Yazmin Valdez-Torres/Florida State University, Michael Duncan/Florida State University Modeling Bicyclists’ Speed Using GPS Data (TRBAM-21-03938) Muntahith Orvin/University of British Columbia, Mahmudur Fatmi/University of British Columbia Impacts of Cyclability Features on Optimal Cycling Route (TRBAM-21-03535) Axel Grante/Ecole Polytechnique de Montreal, Catherine Morency/Ecole Polytechnique de Montreal, Jean-Simon Bourdeau/Ecole Polytechnique de Montreal A Method to Define the Influence Area of Transferred Shared Bicycle in Rail Transit Based on Multi-source Data (TRBAM-21-01124) Yu Zeng/Southeast University, Jun Chen/Southeast University, Jun Hao/Southeast University

1210

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1210 - Signal Timing Performance Sponsored By Standing Committee on Traffic Signal Systems

(continued) 109 A Kalman Filtering Method for Real-Time Queue Length Estimation in a Connected Vehicle Environment (TRBA M-21-00342) Zhihong Yao/Southwest Jiaotong University, Yang Cheng/Southwest Jiaotong University, Yangsheng Jiang/Southwest Jiaotong University, Bin Ran/Southwest Jiaotong University Assessing the Effects of a Dual-Service Left-Turn Phase (TRBAM-21-00683) Harrison Turner/University of Alabama, Alexander Hainen/University of Alabama, Jason Taylor/University of Alabama Safety Effectiveness of Protected Only over Permitted/Protected Left Turn Phasing in Louisiana (TRBAM-21-00 962) Md Asaduzzaman/Louisiana Department of Transportation and Development, Raju Thapa/Louisiana Department of Transportation and Development, Julius Codjoe/Louisiana Department of Transportation and Development Green Time Usage Metrics on Signalized Intersections and Arterials using High-Resolution Traffic Data (TRBA M-21-00975) Renato Guadamuz/Pennsylvania State University, Houjun Tang/Pennsylvania State University, Zhengyao Yu/Pennsylva nia State University, S. Ilgin Guler/Pennsylvania State University, Vikash Gayah/Pennsylvania State University Study of Driver Behavior at Different PPLT Operations (TRBAM-21-02756) Sri Rama Bhaskara Kumari Duvvuri/Arcadis US Inc, Montasir Abbas/Arcadis US Inc Impact of Turning Lane Storage Length and Turning Proportions on Throughput at Oversaturated Signalized Intersections (TRBAM-21-02984) A M Tahsin Emtenan/Iowa State University, Christopher Day/Iowa State University Estimating Network-Level Turning Movement Counts using Traffic Controller Event-Based Data (TRBAM-21-03 066) Peipei Xu/University of Arizona, Xiaofeng Li/University of Arizona, Hyunsoo Noh/University of Arizona, Yao-Jan Wu/Univ ersity of Arizona Assessment of Arterial Signal Timings based on Various Operational Policies and Optimization Tools (TRBAM- 21-03665) Suhaib Al Shayeb/University of Pittsburgh, Nemanja Dobrota/University of Pittsburgh, Aleksandar Stevanovic/University of Pittsburgh, Nikola Mitrovic/University of Pittsburgh Offline Arterial Signal Timing Optimization based on Virtual Phase Link Model - A Real-world Case Study (TRBA M-21-03683) Qichao Wang/National Renewable Energy Laboratory (NREL), Joseph Severino/National Renewable Energy Laboratory (NREL), Juliette Ugirurmurera/National Renewable Energy Laboratory (NREL), Wesley Jones/National Renewable Energy Laboratory (NREL), Jibonananda Sanyal/National Renewable Energy Laboratory (NREL) Cumulative Flow Diagram Estimation and Prediction Based on Sampled Vehicle Trajectories at Signalized Intersections (TRBAM-21-03930) Chaopeng Tan/Tongji University, Jiarong Yao/Tongji University, Xuegang Ban/Tongji University, Keshuang Tang/Tongji University Traffic Signal Systems Effectiveness in Connected Vehicle Environments: Application of Trajectory Analytics ( TRBAM-21-03932) Marija Ostojic/Northwestern University, Hani Mahmassani/Northwestern University Arterial Signal Offset Optimization Using Crowdsourced Speed Data (TRBAM-21-03971) Liang Xia/Southwest Jiaotong University, Xiaofeng Li/Southwest Jiaotong University, Mohammad Razaur Rahman Shaon/Southwest Jiaotong University, Yao-Jan Wu/Southwest Jiaotong University, Xinguo Jiang/Southwest Jiaotong University A Cost-effective Approach to Signal Re-timing through Leveraging Controller Operational Data (TRBAM-21-040 04) Aobo Wang/University of Nevada, Reno, Zong Tian/University of Nevada, Reno Automating the Traffic Signal Performance Measures for Adaptive Traffic Signal Control Systems (TRBAM-21-0 4207) Tianya Zhang/Rutgers University, New Brunswick, Peter Jin/Rutgers University, New Brunswick, Thomas Brennan/Rutg ers University, New Brunswick, Kelly McVeigh/Rutgers University, New Brunswick, Mohammad Jalayer/Rutgers University, New Brunswick Impacts of Phase Assignment on the Operational Performance of Traffic Signals (TRBAM-21-04225) Zahra Khalilzadeh/Iowa State University, Dorcas Okaidjah/Iowa State University, Christopher Day/Iowa State University Deriving Operational Traffic Signal Performance Measures from Vehicle Trajectory Data (TRBAM-21-01472) Enrique Saldivar-Carranza/Purdue University, Howell Li/Purdue University, Jijo Mathew/Purdue University, Margaret Hunter/Purdue University, Jim Sturdevant/Purdue University, Darcy Bullock/Purdue University Evaluating Lost Capacity at Intersections from Distractive Behaviors (TRBAM-21-04043) Jobaidul Alam Boni/University of Texas, Arlington, Kate Hyun/University of Texas, Arlington, Stephen Mattingly/Universit y of Texas, Arlington

110 1211

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1211 - Multimodal Traffic Signal Control Sponsored By Standing Committee on Traffic Signal Systems

Developing Guidelines for Implementing Transit Signal Priority (TSP) and Freight Signal Priority (FSP) Using Simulation Modeling and Decision Tree Algorithm (TRBAM-21-03266) Shahadat Iqbal/New York State Department of Transportation, Taraneh Ardalan/New York State Department of Transportation, Mohammed Hadi/New York State Department of Transportation, Evangelos Kaisar/New York State Department of Transportation Traffic Signal Priority Control Strategy for Connected Emergency Vehicles with Dilemma Zone Protection for Freight Vehicles (TRBAM-21-03344) Debashis Das/University of Arizona, Niraj Altekar/University of Arizona, K. Larry Head/University of Arizona, Faisal Saleem/University of Arizona Conditional Transit Signal Priority for Connected Transit Vehicles (TRBAM-21-03367) Zorica Cvijovic/University of Wyoming, Milan Zlatkovic/University of Wyoming, Aleksandar Stevanovic/University of Wyoming, Yu Song/University of Wyoming Freight Signal Priority (FSP): Assessment of Environmental and Mobility Impact and Feasibility for Implementation (TRBAM-21-04252) Md Tausif Murshed/Florida Atlantic University, Md Ashraful Imran/Florida Atlantic University, Pablo Chon Kan/Florida Atlantic University, Xingan (David) Kan/Florida Atlantic University, Aleksandar Stevanovic/Florida Atlantic University Development of Pedestrian Recall versus Actuation Guidelines for Pedestrian Crossings at Signalized Intersections (TRBAM-21-00610) Burak Cesme/Kittelson & Associates, Inc. (KAI), Peter Furth/Kittelson & Associates, Inc. (KAI), Ryan Casburn/Kittelson & Associates, Inc. (KAI), Kevin Lee/Kittelson & Associates, Inc. (KAI) Impact of COVID-19 on Traffic Signal Systems: A Survey of Agency Interventions and Observed Changes in Pedestrian Activity (TRBAM-21-01390) Patrick Singleton/Portland State University, Mark Taylor/Portland State University, Christopher Day/Portland State University, Subhadipto Poddar/Portland State University, Sirisha Kothuri/Portland State University, Anuj Sharma/Portlan d State University Optimizing Right-Turn Signals to Benefit Pedestrian-Vehicle Interactions (TRBAM-21-00296) Jiawen Wang/University of Shanghai for Science and Technology, Chengcheng Yang/University of Shanghai for Science and Technology, Jieshuang Dong/University of Shanghai for Science and Technology, Xizhao Zhou/University of Shanghai for Science and Technology

1212

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1212 - Highway Capacity and Quality of Service for Uninterrupted Flow Facilities 2021 Sponsored By Standing Committee on Highway Capacity and Quality of Service

A Non-Linear Evaluation Model to Analyse Saturation Flow under Weak-Lane Disciplined Mixed Traffic Stream ( TRBAM-21-02234) Satyajit Mondal/Indian Institute of Technology (BHU) Varanasi, Ankit Gupta/Indian Institute of Technology (BHU) Varanasi REVISTING BPR VOLUME DELAY FUNCTIONS: A SPACE-TIME NETWORK-BASED MODELING PERSPECTIVE ( TRBAM-21-04024) Yuyan Pan/Beijing University of Technology, Jifu Guo/Beijing University of Technology, Han Zheng/Beijing University of Technology, Yanyan Chen/Beijing University of Technology, Xuesong (Simon) Zhou/Beijing University of Technology Inferencing Hourly Traffic Volume using Data-Driven Machine Learning and Graph Theory (TRBAM-21-02067) Zhiyan Yi/University of Utah, Xiaoyue Cathy Liu/University of Utah, Nikola Markovic/University of Utah, Jeff Phillips/Univ ersity of Utah Stochastic Capacity Modeling of Freeway Facilities with Managed Lanes via Empirical and Feature Selection Approaches (TRBAM-21-03537) Zhuo Chen/University of Utah, Xiaoyue Cathy Liu/University of Utah, Scott Himes/University of Utah, Richard Porter/Uni versity of Utah

(continued) 111 Empirical Verification of Car-Following Parameters Using Naturalistic Driving Data on Freeway Segments (TRB AM-21-03798) Yirong Zhou/University of Utah, Juan Medina/University of Utah, Jeffrey Taylor/University of Utah, Xiaoyue Cathy Liu/Uni versity of Utah Statistical Distance Based Travel Time Reliability Measurement for Freeway Bottleneck Identification and Ranking (TRBAM-21-03515) Zhuo Chen/University of Utah, Xiaoyue Cathy Liu/University of Utah Effect of Gradient on Operating Speed and Capacity of Two-Lane Rural Roads under Mixed Traffic Conditions ( TRBAM-21-02572) Manish Jain/Sardar Vallabhbhai National Institute of Technology, Ninad Gore/Sardar Vallabhbhai National Institute of Technology, Shriniwas Arkatkar/Sardar Vallabhbhai National Institute of Technology, Said Easa/Sardar Vallabhbhai National Institute of Technology On The Equilibrium and Non-equilibrium Features of Adaptive Cruise Control Vehicles: A Study based on Empirical Experiments (TRBAM-21-04424) Tienan Li/University of Massachusetts, Lowell, Danjue Chen/University of Massachusetts, Lowell, Hao Zhou/University of Massachusetts, Lowell, Jorge Laval/University of Massachusetts, Lowell, Yuanchang Xie/University of Massachusetts , Lowell The Effect of Data Aggregation and Connected Vehicles on Arterial Travel Time Reliability Measures (TRBAM-2 1-03876) Ernest Tufuor/University of Nebraska, Lincoln, Laurence Rilett/University of Nebraska, Lincoln A Comparison of Empirical Data to the Highway Capacity Manual Estimated Travel Time Distribution on Urban Streets (TRBAM-21-04438) Ernest Tufuor/University of Nebraska, Lincoln, Laurence Rilett/University of Nebraska, Lincoln, Sean Murphy/University of Nebraska, Lincoln A New Travel Time Reliability Methodology for Urban Arterial Roadways (TRBAM-21-01623) Ernest Tufuor/University of Nebraska, Lincoln, Laurence Rilett/University of Nebraska, Lincoln Modeling Level of Service of Urban Road Segments in Mixed Traffic Conditions – Comparison of Perception and Nonperception based Approaches (TRBAM-21-02117) Jithin Raj/Indian Institute of Technology, Bombay, P Vedagiri/Indian Institute of Technology, Bombay Applying New Methods for Assessing the Impact of Weaving and Lane Changing Intensity on Motorway Capacity (TRBAM-21-01156) Hendrik Zurlinden/VicRoads, Matthew Hall/VicRoads, John Gaffney/VicRoads An Alternative Regression Model Structure for the HCM-6 EC-PCE Methodology (TRBAM-21-03179) Antonio Hurtado-Beltran/University of Nebraska, Lincoln, Laurence Rilett/University of Nebraska, Lincoln Supervised and Unsupervised Data Analytic Techniques to Support Integrated Facility and Segment Level of Service Analysis (TRBAM-21-02857) Hector Mata/Florida International University, Mohammed Hadi/Florida International University Two-Lane Highway Capacity Estimation (TRBAM-21-04022) Asean Davis/No Organization, Scott Washburn/No Organization Impact of Commercially Available Automated Vehicles on Freeway Bottleneck Capacity (TRBAM-21-02087) Servet Lapardhaja/University of California, Berkeley, Yaobang Gong/University of California, Berkeley, Md Tausif Murshed/University of California, Berkeley, Xingan (David) Kan/University of California, Berkeley Development of a System Analysis Method for the Highway Capacity Manual (TRBAM-21-00945) Ageliki Elefteriadou/University of Florida, Fabio Sasahara/University of Florida, Keir Opie/University of Florida, Richard Margiotta/University of Florida, Alexander Skabardonis/University of Florida Heterogeneous Flows of Autonomous and Human Driven Vehicles: An Analysis of the Impacts of Vehicle Size on Road and Passenger Capacity (TRBAM-21-02231) Canwen Zhong/Imperial College London, Tang Li/Imperial College London, Fangce Guo/Imperial College London, Aruna Sivakumar/Imperial College London, Rajesh Krishnan/Imperial College London Characterization and calibration of volume-to-capacity ratio in volume-delay functions on freeways based on a queue analysis approach (TRBAM-21-04304) Xin Wu/Arizona State University, Arup Dutta/Arizona State University, Zhang Wang/Arizona State University, Haidong Zhu/Arizona State University, Vladimir Livshits/Arizona State University, Xuesong Zhou/Arizona State University

112 1213

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1213 - Artificial Intelligence and Machine Learning Methods for Transportation Applications (Part I) Mohamed H. Zaki, University of Central Florida, presiding Sponsored By Standing Committee on Artificial Intelligence and Advanced Computing Applications

This session presents a variety of artificial intelligence and machine learning methods and tools that have been recently applied to solve problems and improve the operation and safety in a wide spectrum of transportation applications.

Incident Duration Time Prediction Using A Supervised Topic Modeling Method (TRBAM-21-03632) Jihyun Park/New Jersey Institute of Technology, Joyoung Lee/New Jersey Institute of Technology, Branislav Dimitrijevic/ New Jersey Institute of Technology Automated Detection and Quantification of Cracks and Spalls in Concrete Bridge Decks Using Deep Learning ( TRBAM-21-00490) Qianyun Zhang/University of Pittsburgh, Saeed Babanajad/University of Pittsburgh, Franklin Moon/University of Pittsburgh, Amir Alavi/University of Pittsburgh A route choice model based on cellular automaton and bounded rationality: Empirical analysis of transportation network in Sichuan-Tibet region (TRBAM-21-00024) Junxiang XU/Southwest Jiaotong University, Jin Zhang/Southwest Jiaotong University, Jingni Guo/Southwest Jiaotong University Lightweight Convolutional Neural Networks for Crowd Density Estimation (TRBAM-21-04466) Shuo Wang/University of Washington, Ziyuan Pu/University of Washington, Qianxia Cao/University of Washington, Qianmu Li/University of Washington, Yinhai Wang/University of Washington How Does Machine Learning Compare To Conventional Econometrics For Transport Data Sets? A Test Of ML V s MLE (TRBAM-21-00235) Weijia (Vivian) Li/University of Texas, Austin, Kara M. Kockelman/University of Texas, Austin Predicting Cycle-Level Traffic Movements at Signalized Intersections Using Machine Learning Models (TRBAM- 21-00283) Nada Mahmoud/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida, Qing Cai/University of Central Florida, Jinghui Yuan/University of Central Florida A deep learning approach for evaluating the impacts of traffic states on crash risk in the vicinities of weaving segments (TRBAM-21-02199) jingya zhao/Southeast University, Pan Liu/Southeast University, Chengcheng Xu/Southeast University Restricted Exploration Problem of Reinforcement Learning-based Traffic Signal Control Model and Development of Transferable Policy using Graph Neural Networks (TRBAM-21-00568) Jinwon Yoon/Korea Advanced Institute of Science and Technology (KAIST), Kyuree Ahn/Korea Advanced Institute of Science and Technology (KAIST), Jinkyoo Park/Korea Advanced Institute of Science and Technology (KAIST), Hwasoo Yeo/Korea Advanced Institute of Science and Technology (KAIST) Short-term Forecasting of on-street Parking Occupancy Using Multivariate Spatiotemporal Variable Based on Long and Short Memory (TRBAM-21-01305) Mengqi Lv/Southeast University, Yanjie Ji/Southeast University, Shuichao Zhang/Southeast University A Deep Q-learning Method for Optimal Dynamic Privileged Parking Permit Policy (TRBAM-21-01648) Yun Yuan/University of Utah, Xin Wang/University of Utah, Xin Li/University of Utah, Xianfeng Yang/University of Utah Sensor-based Transportation Mode Recognition Using Variational Autoencoder: Application of Smart Phone Data in the Context of P2V (TRBAM-21-00401) Zubayer Islam/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida Design of an Autonomous Ride-sharing Service through a Graph Embedding Integrated Dial-a-ride Problem: Application to the Last-mile Transit in Lyon City (TRBAM-21-01312) Omar Rifki/Ecole des Mines de Saint-Etienne, Nicolas Chiabaut/Ecole des Mines de Saint-Etienne, Jean-Pierre Nicolas/ Ecole des Mines de Saint-Etienne Optimal Travel Route Recommendation for Tourist by Ant Colony Optimization Algorithm Based on Mobile Phone Signaling Data (TRBAM-21-01998) Haodong Sun/Beijing University of Technology, Yanyan Chen/Beijing University of Technology, Jianming Ma/Beijing University of Technology, Xiaoming Liu/Beijing University of Technology

(continued) 113 An Interactive Covid-19 Mobility Impact and Social Distancing Analysis Platform (TRBAM-21-01831) Lei Zhang/University of Maryland, College Park, Sepehr Ghader/University of Maryland, College Park, Michael Pack/Uni versity of Maryland, College Park, Aref Darzi/University of Maryland, College Park, Chenfeng Xiong/University of Maryland, College Park, Mofeng Yang/University of Maryland, College Park, Qianqian Sun/University of Maryland, College Park, Aliakbar Kabiri/University of Maryland, College Park, Songhua Hu/University of Maryland, College Park Multivariate Multi-Step Train Delay Forecasting: A Hydrid LSTM-CPS Solution (TRBAM-21-01183) Jianqing Wu/University of Wollongong, Qiang Wu/University of Wollongong, Luping Zhou/University of Wollongong, Chen Cai/University of Wollongong, Bo Du/University of Wollongong, Yanlong Zhai/University of Wollongong, Wei Wei/ University of Wollongong, Jun Shen/University of Wollongong, Qingguo Zhou/University of Wollongong Automated Deep Learning-Based Approach for Pavement Crack Detection Using an Inexpensive Global Shutter RGB-D Sensor and Raspberry Pi Computer (TRBAM-21-03273) Pouria Asadi/University of Rhode Island, Hamid Mehrabi/University of Rhode Island, Alireza Asadi/University of Rhode Island, Melody Ahmadi/University of Rhode Island Pattern Recognition from Rail Grade Crossing Fatal Crashes (TRBAM-21-01776) Subasish Das/Texas A&M University, Steven Lavrenz/Texas A&M University, Lingtao Wu/Texas A&M University, Mohammad Jalayer/Texas A&M University, Xiaoqiang Kong/Texas A&M University Enhancing the Performance of Vehicle Passenger Detection Under Adverse Weather Conditions Using Augmented-Reality-Based Machine Learning Technology (TRBAM-21-01099) JAEYUN LEE/GnT Solution, Inc., SANGCHEOL KANG/GnT Solution, Inc., JAEDEOK LIM/GnT Solution, Inc., SEONG GEON KIM/GnT Solution, Inc., Changmo Kim/GnT Solution, Inc. A Lane-Changing Prediction Method Based on Temporal Convolution Network (TRBAM-21-02050) Yue Zhang/Tongji University, Yajie Zou/Tongji University, Jinjun Tang/Tongji University, Jian Liang/Tongji University Predicting Freeway Traffic Speed using Attention-Based Multi-Encoder-Decoder Neural Networks (TRBAM-21-0 3753) Amr Abdelraouf/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida, Jinghui Yuan/University of Central Florida A Note on Random Forest Visualization Tools in Post-Hoc Interpretation of Nonparametric Real-Time Risk Assessment Models (TRBAM-21-03295) Arash Khoda Bakhshi/University of Wyoming, Mohamed Ahmed/University of Wyoming Robust Ship Trajectory Restoraction via Denoised AIS Sensing Data (TRBAM-21-00672) Xinqiang Chen/Shanghai Maritime University, jun Ling/Shanghai Maritime University, Yongsheng Yang/Shanghai Maritime University, Hailin Zheng/Shanghai Maritime University, Octavian Postolache/Shanghai Maritime University LSTM-based Human-Driven Vehicle Trajectory Prediction in a Connected and Autonomous Vehicle Environment (TRBAM-21-01269) Lei Lin/University of Rochester, Siyuan Gong/University of Rochester, Srinivas Peeta/University of Rochester, Xia Wu/U niversity of Rochester Personalized Short Term Trajectory Prediction Considering Car-following Behaviors (TRBAM-21-04393) Ruibin Zhao/Southwest Jiaotong University, Ziyan Gao/Southwest Jiaotong University, Zhanbo Sun/Southwest Jiaotong University A Neural Network Optimal Model for Classification of Unclassified Vehicles in Weigh-in-Motion Traffic Data (TR BAM-21-02768) Cheng Peng/Purdue University, Yi Jiang/Purdue University, Shuo Li/Purdue University, Tommy Nantung/Purdue University Recovering the Association Between Unlinked Fare Machines and Stations Using Automated Fare Collection Data in Metro Systems (TRBAM-21-04026) Pengfei Zhang/Monash University, Zhenliang Ma/Monash University, Xiaoxiong Weng/Monash University, Haris Koutsopoulos/Monash University Two Algorithms for Measuring Attitudes using Natural Language (TRBAM-21-01762) Monique Stinson/Argonne National Laboratory, Abolfazl Mohammadian/Argonne National Laboratory TRAJGAIL: GENERATING URBAN VEHICLE TRAJECTORIES USING GENERATIVE ADVERSARIAL IMITATION LEARNING (TRBAM-21-02153) Seongjin Choi/Korea Advanced Institute of Science and Technology (KAIST), Jiwon Kim/Korea Advanced Institute of Science and Technology (KAIST), Minju Park/Korea Advanced Institute of Science and Technology (KAIST), Hwasoo Yeo/Korea Advanced Institute of Science and Technology (KAIST) Linear Regularization-based Analysis and Prediction of Human Mobility in the U.S. during the COVID-19 Pandemic (TRBAM-21-01692) Meghna Chakraborty/Michigan State University, Md Shakir Mahmud/Michigan State University, Timothy Gates/Michigan State University, Subhrajit Sinha/Michigan State University

(continued) 114 A DRL-based Multiagent Cooperative Control Framework for CAV Networks: a Graphic Convolution Q Network (TRBAM-21-03674) Jiqian Dong/Purdue University, Sikai Chen/Purdue University, Paul (Young Joun) Ha/Purdue University, Runjia Du/Purd ue University, Yujie Li/Purdue University, Samuel Labi/Purdue University Optimal Matching Time Interval Policy for Ride-Hailing Services Using Reinforcement Learning (TRBAM-21-018 74) Guoyang Qin/Tongji University, Qi Luo/Tongji University, Yafeng Yin/Tongji University, Jian Sun/Tongji University, Jieping Ye/Tongji University

1214

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1214 - Changes in Activity Patterns, Use of ICT and Advanced Mobility during the COVID-19 Pandemic Deborah Salon, Arizona State University, presiding Sponsored By Standing Committee on Effects of Information and Communication Technologies (ICT) on Travel Choices

Dose COVID-19 affect the behavior of buying fresh food? Evidence from Wuhan, China (TRBAM-21-00991) Jing Chen/Southeast University, Yong Zhang/Southeast University, shiyao zhu/Southeast University, Lei Liu/Southeast University, nana geng/Southeast University Impact of COVID-19 on Remote Work and Shared Travel Modes: A Matched Pre- / Post-Lockdown Study in Singapore (TRBAM-21-01628) Rachel Luo/Massachusetts Institute of Technology (MIT), Joanna Moody/Massachusetts Institute of Technology (MIT), Jinhua Zhao/Massachusetts Institute of Technology (MIT) Longitudinal Analysis of COVID-19 Impacts on Mobility: An Early Snapshot of the Emerging Changes in Travel Behavior (TRBAM-21-04310) Grant Matson/University of California, Davis, Sean McElroy/University of California, Davis, Yongsung Lee/University of California, Davis, Giovanni Circella/University of California, Davis Impact of Social Media Use on Travel Behavior during COVID19 Outbreak: Evidence from New York City (TRBA M-21-02778) Qian Ye/Tongji University, Kaan Ozbay/Tongji University, Fan Zuo/Tongji University, Xiaohong Chen/Tongji University Understanding the impacts of COVID-19 pandemic on dynamics of online shopping behavior (TRBAM-21-03965 ) Ramin Shabanpour/University of North Florida, Ali Shamshiripour/University of North Florida, Ehsan Rahimi/University of North Florida, Nima Golshani/University of North Florida, Abolfazl Mohammadian/University of North Florida Shifting Behaviors in Unprecedented Times: How Are Intentions to Use Shared Modes Changing During the COVID-19 Pandemic (TRBAM-21-03130) Maher Said/Northwestern University, Jason Soria/Northwestern University, Amanda Stathopoulos/Northwestern University The Prevalence of Telework Under COVID-19 in Canada: Implications for Urban Transportation and Real Estate Markets (TRBAM-21-03852) Murtaza Haider/Ryerson University Assessing U.S. Current and Future Impacts of Telework During the COVID-19 Pandemic (TRBAM-21-04064) Andrew Duvall/National Renewable Energy Laboratory (NREL), Joshua Sperling/National Renewable Energy Laboratory (NREL), Alana Wilson/National Renewable Energy Laboratory (NREL), Stanley Young/National Renewable Energy Laboratory (NREL), Daniel Zimny-Schmitt/National Renewable Energy Laboratory (NREL) An Equilibrium Analysis of Travel and Work Schedule Choice in The Post-Pandemic New Normal with Telecommuting (TRBAM-21-01295) Qida Su/Nanyang Technological University, David Z.W. Wang/Nanyang Technological University

1215

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1215 – Dwight David Eisenhower Transportation Fellowship Program Posters, Part 2 (Part 1, Session 1113; Part 3, Session 1306; Part 4, Session 1397) Sponsored By Section - Executive Management Issues

U.S. DOT Dwight David Eisenhower Transportation Fellowship Program student posters.

(continued) 115 Intersection Priority Auctions with Vehicle Sequencing (P21-20648) Carlin Liao/University of Texas, Austin Assessing Network Safety and Continuity Through Non-Motorist Crashes and Roadway Lighting (P21-20649) Emily Hennessy/University of Massachusetts, Amherst Policy Transfer of Autonomous vehicle controllers via Multi-agent adversarial noise (P21-20650) Kathy Jang/University of California, Berkeley A Study of Travel Impacts to Transportation Network, Behavior, and Infrastructure resulting from School Choice Programs (P21-20651) Brenden Paradies/University of Colorado, Denver Dynamic Queue-Jump Lane for Emergency Vehicles under Partially Connected Settings: A Multi-Agent Deep Reinforcement Learning Approach (P21-20653) Haoran Su/New York University A Machine Learning Framework for Prediction, Recognition, and Optimal Control of Traffic (P21-20655) William Alexander/University of Texas, Austin Variations in Commuting Accessibility by Income and Departure Time (P21-20656) Joseph Chestnut/University of Denver Team-based Heuristics for Multi-modal Transportation Involving Ground and Aerial Vehicles (P21-20657) Kenny Chour/Texas A&M University Evaluating the Contribution of Paved Surfaces to Intra-Urban Heat in Small Communities (P21-20658) Brittany Antonczak/University of Vermont Energy Optimization of Mixed Autonomy Traffic at Scale using Deep Multi-Agent Reinforcement Learning (P21- 20659) Eugene Vinitsky/University of California, Berkeley Sidewalk Static Obstructions and the Impact on Clear Width (P21-20660) Nicholas Coppola/University of Colorado, Denver Development of an Adjustable Priority, Mobility Fleet Planning Tool for Public Agencies (P21-20661) Cole Kopca/University of Washington Personalities of Disaster Management: Data-driven Approaches to Quantifying Resilience and Behavioral Uncertainty in Response to Natural Hazards (P21-20662) Paul Johnson/Vanderbilt University Computationally Efficient Analysis, Optimization and Holistic Design of Vibrational Energy Harvesters under Uncertainty (P21-20663) Lissette Fernandez/Clarkson University Identifying Relationships (P21-20664) Rebeka Yocum/Pennsylvania State University Restructuring the August Redistribution for 21st Century Emergencies (P21-20666) Charles Rudner/New York University Feasibility of an Electric Bicycle Lending Program in Oregon (P21-20667) Clare Haley/University of Oregon Determination of elastic and flexural strength properties of multi-scale materials via instrumented micro-bendi ng experiment (P21-20670) Santiago El Awad/University of Houston Texas Seaport Resilience Assessment: Incorporating Stakeholder Input (P21-20671) Kyle Bathgate/University of Texas, Austin The Effects of Affordable Alternative Transportation on the Upward Mobility of Low-Income Populations (P21-2 0673) Tyler Tripp/Kansas State University Analysis of Factors Affecting Pedestrian Crash Frequency Considering Demographic, Land Use, and Roadway Characteristics (P21-20676) Emmanuel James/Northern Arizona University DDETFP poster 77 (P21-20677) Brian Staes/Oregon State University DDETFP poster 78 (P21-20680) Grace Roth/University of Minnesota Neighborhood-Level Variations in Transit Ridership and Service Changes During COVID-19 (P21-20681) Eric Dasmalchi/University of California, Los Angeles Evaluating the Role of Policing in Active Transportation (P21-20682) Sarah Brown/University of North Carolina, Chapel Hill

(continued) 116 DDETFP poster 81 (P21-20684) Luis Rodriguez/University of Nebraska, Lincoln Omaha, Nebraska “ORBT Equity and Benefit Analysis” (P21-20685) Jason Groothuis/Kansas State University Vehicle Autonomy, Connectivity and Electric Propulsion: Consequences on Highway Expenditures, Revenues and Equity (P21-20686) Isaiah Mwamba/Purdue University Active Transportation Policy Decisions in Response to COVID-19: Case Studies from Four North American Cities (P21-20687) Emma Stockton/University of North Carolina, Chapel Hill Understanding how demographics, vehicle, and dealership characteristics impact EV sales in California (P21-2 0688) Jean Ji/University of California, Davis Quantifying Impacts of Transit Signal Priority using Connected Vehicle Technology (P21-20689) Kentin Brummett/University of Wisconsin, Madison At What Cost: How Bikeshare Docking Stations Impact Low-Income Communities (P21-20690) Aliza Whalen/University of Oregon Evaluating Transit Priority in Los Angeles (P21-20691) Yu Hong Hwang/University of California, Los Angeles In-service Performance Evaluation of KDOT Cable Median Barriers (P21-20692) Nathan Dowler/University of Nebraska, Lincoln Public Perception of Alternative Intersections (P21-20693) Sarah Adsit/Purdue University Assessment of Evacuation Network Performance under Different Evacuation Scenarios: The Florida Keys (P21- 20694) Erika Shellenberger/Embry Riddle Aeronautical University Evaluation of Driveway Assistance Devices for Controlling Traffic at Low-Volume Access Points Within One-La ne, Two-Way Work Zones (P21-20695) Jordan Hankin/Michigan State University Optimization of Optical Frequency-domain Reflectometry for Dynamic Structural Health Monitoring using Distributed Optical Fiber Sensors (P21-20696) Parker Brooks/Embry Riddle Aeronautical University Mapping Food Diversity and Access through Transit Connectivity in North Carolina (P21-20697) Derrice Haynes/University of North Carolina, Chapel Hill DDETFP poster 95 (P21-20698) Emily Hiebner/Embry Riddle Aeronautical University Washington State Ferry System Customer Experience Analysis (P21-20699) Alexandra Weber/University of California, Los Angeles Autonomous Vehicles and Innovative Technologies (P21-20700) Stephanie Miranda/Butte College Semi-Supervised Learning and Deep Neural Network on Road Distress Detection (P21-20701) Long Truong/California State Polytechnic University, Pomona Flight Testing and System Identification of a Custom Vertical Tailless UAV Design (P21-20702) Yahia Haggag/California State Polytechnic University, Pomona Is She Safe on Public Transportation (P21-20703) Abbey Ibarra/California State Polytechnic University, Pomona The Effect of COVID-19 on Metro Ridership in Los Angeles County (P21-20705) Questa Gleason/California State Polytechnic University, Pomona Roadway Features Extraction Using LiDAR Point Cloud (P21-20706) Zeinab Aboukhalil/California State Polytechnic University, Pomona Collision Detection and Avoidance System for Multicopter UAVs using Optical Flow (P21-20707) Natallia Urieva/California State Polytechnic University, Pomona Investigation of COVID-19 Impact on Vehicle Speed Through Application of Bayesian Joint Models (P21-20708) Edward Clay/California State Polytechnic University, Pomona Banshe UAV (P21-20709) Hang Zheng (Vincent) Yong/California State Polytechnic University, Pomona Collision Detection and Avoidance System for Multicopter UAVs using Optical Flow (P21-20710) Andrew Moffatt/California State Polytechnic University, Pomona

(continued) 117 Real-Time Passenger Information from Public Transportation - Open Information Shared with Users from Transit Agencies (P21-20711) Lynne Tien/California State University, Los Angeles Achieving Excellence for California's Freight System: Developing Competitiveness (P21-20712) Matthew Taylor/California State University, Dominguez Hills Achieving Excellence for California's Freight System: Developing Competitiveness (P21-20713) Khalil Awad/California State University Kinetic Energy & Electricity Conversion via Car Tires (P21-20714) Ian Scott/California State University, Dominguez Hills

1216

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1216 – Engagement in a Virtual New Normal Derek Krevat, Massachusetts Department of Transportation, presiding Sponsored By Standing Committee on Strategic Management

The Role of Partnerships in Virtual Public Involvement Activities (P21-20098) Derek Krevat/Massachusetts Department of Transportation Guidance on Running Virtual Public Meetings – Massachusetts (P21-20099) Essek Petrie/VHB

1217

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1217 – Current Topics in Strategic Management Margaret-Avis Akofio-Sowah, WSP, presiding Sponsored By Standing Committee on Strategic Management

Corruption Propensity and Mitigation at the Various Phases of Infrastructure Development – An Exploratory Discussion (TRBAM-21-03953) Seyedali Ghahari/Purdue University, Bortiorkor Nii Tsui Alabi/Purdue University, Cesar Queiroz/Purdue University, Samuel Labi/Purdue University, Sue McNeil/Purdue University

1218

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1218 – Innovations in Performance Management Praveen Pasumarthy, Cambridge Systematics, presiding Sponsored By Standing Committee on Performance Management

Alignment and Identification of the Relationships Between Key Performance Indicators in a Multilevel Tree Structure to Support Transportation Agency Decisions. (TRBAM-21-01910) Hector Mata/Florida International University, Mohammed Hadi/Florida International University, David Hale/Florida International University Exploring Statistical Effects of External Factors on Performance Measures of the Multimodal Transportation System in Florida (TRBAM-21-01710) Yanshuo Sun/Florida State University, Juyeong Choi/Florida State University, Navid Nickdoost/Florida State University, Sajeeb Kirtonia/Florida State University, Jessica VanDenBogaert/Florida State University

118 1219

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1219 – Use of Novel Financial and Economic Analysis Methods in Addressing Emerging Issues James Gibson, Kentucky Transportation Cabinet, presiding Rimon Rafiah, Economikr, presiding Sponsored By Standing Committee on Economics, Revenue, and Finance

The transportation system is a vital part of the economy and evidentiary-based decision-making has long been subject to limitations of data and methods. New, novel financial and economic analyses have been emerging and utilizing these tools to supplement or supplant current methods is an important function of research before the implementation of any novel system. Economic and financial analysis has been applied in many instances including car sharing, TNC policies, CAV infrastructure, e-commerce, tradable credit scheme, COVID impact, mileage-based user fees, gas tax, P3, and funding transportation infrastructure among other topics.

Tradable credit scheme design with transaction cost and equity constraint (TRBAM-21-00687) Fang Zhang/Southeast University, Jian Lu/Southeast University, Xiaojian Hu/Southeast University Minnesota Medical Device Supply Chain and Transportation Implications (TRBAM-21-00790) Kim Napoline/University of Minnesota, Twin Cities, Erika Shepard/University of Minnesota, Twin Cities, Lee Munnich/Uni versity of Minnesota, Twin Cities, Thomas Horan/University of Minnesota, Twin Cities Reducing e-commerce delivery externalities with taxation. Application to Barcelona. (TRBAM-21-01452) Genís Majoral/Center For Innovation in Transport - CENIT, Francesc Gasparín/Center For Innovation in Transport - CENIT, Sergi Saurí/Center For Innovation in Transport - CENIT Exploring the efficacy of alternative funding mechanisms to provide transportation revenue during the COVID- 19 pandemic (TRBAM-21-02024) Md Mehedi Hasnat/North Carolina State University, Eleni Bardaka/North Carolina State University BRIDGING THE TOLL ROAD EQUITY GAP: A NATIONAL STUDY OF TOLL ROAD GOVERNANCE, FINANCE AND REVENUE ALLOCATION (TRBAM-21-02166) David Weinreich/Technion Israel Institute of Technology Measuring the Regional Economic Impact of Transportation Access Improvements in the Context of a Large Metropolitan Region (TRBAM-21-02328) Glen Weisbrod/EBP US, Inc., Jenna Goldberg/EBP US, Inc., Parry Frank/EBP US, Inc. Credit Support and Infrastructure Investment: The Case of the Transportation Infrastructure Finance and Innovation Act (TIFIA) Program (TRBAM-21-02393) Narae Lee/George Mason University, Jonathan Gifford/George Mason University Systematic Analysis and Modelling of Profit Maximization on Carsharing (TRBAM-21-02452) Giulio Giorgione/Universite du Luxembourg, Dzmitry Kliazovich/Universite du Luxembourg, Luca Bolzani/Universite du Luxembourg, Francesco Ciari/Universite du Luxembourg, Francesco Viti/Universite du Luxembourg Metro Challenges in an Age of Uncertainty: Examining the Impacts of Capital Reinvestment and Funding in Rail Transport Agencies (TRBAM-21-02547) Praj Xuto/Imperial College London, Richard Anderson/Imperial College London, Daniel Graham/Imperial College London, Daniel Hörcher/Imperial College London PRICING CREDIT RISK OF REAL OPTION FOR PUBLIC-PRIVATE PARTNERSHIP BASED ROAD INFRASTRUCTURE PROJECT UNDER UNCERTAINTY ON FIRM MORTALITY (TRBAM-21-02943) Choungryeol Lee/Purdue University, Srinivas Peeta/Purdue University Economic Analysis of Vehicle-Infrastructure Cooperative Development for Automated Driving (TRBAM-21-0305 2) Daniel Vignon/University of Michigan, Ann Arbor, Yafeng Yin/University of Michigan, Ann Arbor, Sina Bahrami/University of Michigan, Ann Arbor, Ken Laberteaux/University of Michigan, Ann Arbor What Do Americans Think About Mileage Fees? Results from a National Survey (TRBAM-21-03053) Asha Agrawal/San Jose State University, Hilary Nixon/San Jose State University Public Perceptions of Transportation Fees and Taxes in North Carolina (TRBAM-21-03214) Nicolas Norboge/North Carolina State University, Weston Head/North Carolina State University, Daniel Findley/North Carolina State University, Paul Broussard/North Carolina State University, Ravi Chittilla/North Carolina State University, Humberto Tasaico/North Carolina State University What Do Americans Think About the Federal Gas Tax? Results from Year Eleven of a National Survey (TRBAM- 21-03923) Asha Agrawal/San Jose State University, Hilary Nixon/San Jose State University

(continued) 119 Tool to Estimate the Economic Cost of Pavement Deterioration Using Open Data Sources (TRBAM-21-04173) Isabel Victoria-Jaramillo/Cambridge Systematics, Oscar Galvis Arce/Cambridge Systematics National Vehicle Miles Traveled Forecasting (TRBAM-21-04463) Michael Lawrence/Jack Faucett Associates, Inc., Jeffrey Cohen/Jack Faucett Associates, Inc., Sharada Vadali/Jack Faucett Associates, Inc., Shikha Dave/Jack Faucett Associates, Inc., Clayton Clark/Jack Faucett Associates, Inc.

1220

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1220 - Concrete Bridge Topics Hussam Fallaha, Florida Department of Transportation, presiding Sponsored By Standing Committee on Concrete Bridges

Quantifying Statistical Uncertainties for Temperature Gradient Analysis of Bridges (TRBAM-21-00622) Ahmed Elshoura/Louisiana State University, Ayman Okeil/Louisiana State University Effect of Taper on Shear Stiffness of Reinforced Neoprene Bearing Pads (TRBAM-21-00925) Satyajeet Patil/University of Florida, Gary Consolazio/University of Florida, H. Hamilton/University of Florida Material Redundancy for Enhancing the Resistance to Collapse of the Florida International University (FIU) Bridge (TRBAM-21-03231) Xiao Tan/Stevens Institute of Technology, Weina Meng/Stevens Institute of Technology, Yi Bao/Stevens Institute of Technology, Hani Nassif/Stevens Institute of Technology, Victor Li/Stevens Institute of Technology Effect of Hydrocarbon Fire on Composite Concrete Bridge Deck (TRBAM-21-00318) Eyosias Beneberu/University of Texas, Arlington, Nur Yazdani/University of Texas, Arlington A Method to Control Vertical Cracks at the Ends of Prefabricated Posttensioned PC Bridge T-girders (TRBAM-2 1-01916) Junfeng Jia/University of Nevada, Reno, Kaidi Zhang/University of Nevada, Reno, Suiwen Wu/University of Nevada, Reno, Tianxiang Xiong/University of Nevada, Reno, Yulei Bai/University of Nevada, Reno, Weifeng Li/University of Nevada, Reno POST-TENSIONED SPLICED GIRDERS FOR LONG SPAN BRIDGES IN WASHINGTON STATE (TRBAM-21-01994) Bijan Khaleghi/Washington State Department of Transportation AN INVESTIGATION OF REINFORCED CONCRETE BEAMS RETROFITTED WITH ULTRA-HIGH PERFORMANCE CONCRETE (TRBAM-21-03744) Alireza Valikhani/Florida International University, Azadeh Jaberi/Florida International University, Atorod Azizinamini/Flori da International University

1221

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session Behavior of Geosynthetics and their Impact on Transportation Infrastructure Performance Jennifer Nicks, Federal Highway Administration (FHWA), presiding Sponsored By Standing Committee on Geosynthetics

This session will feature technical presentations on the performance and impact of using geosynthetics as reinforcement in bridge approach slab support and as interlayers for hot mix asphalt. Additional presentations will explore the mechanical behavior of geosynthetics and reinforced soil.

Geosynthetic Reinforced Fill Material for Tennessee Bridge Approach Slab Support (TRBAM-21-03980) Wadi Imseeh/University of Tennessee, Khalid Alshibli/University of Tennessee, Murad Abu-Farsakh/University of Tennessee, Ted Kniazewycz/University of Tennessee Assessing the Impact of Geosynthetic Interlayers on Laboratory Cracking and Delamination of HMA Mixtures ( TRBAM-21-02648) Sean Cullen/Rowan University, Daniel Offenbacker/Rowan University, Ayman Ali/Rowan University, Yusuf Mehta/Rowa n University, Christopher Decarlo/Rowan University, Mohamed Elshaer/Rowan University Modulus Behavior of Geogrid-Reinforced Clay (TRBAM-21-01328) Qiming Chen/Louisiana Department of Transportation and Development Mechanical behavior of geosynthetics vs the combining effect of aging, temperature and internal structure. (TRBAM-21-00449) Jaime Carpio García/University of Cantabria, Elena Blanco-Fernández/University of Cantabria, Jorge Rodríguez-Herná ndez/University of Cantabria, Daniel Castro-Fresno/University of Cantabria

120 1222

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1222 - Evaluation, performance and durability of asphalt mixtures Edith Arámbula-Mercado, Texas A&M Transportation Institute, presiding Silvia Caro, Universidad de Los Andes, presiding Ashley Buss, Iowa State University, presiding Sponsored By Standing Committee on Asphalt Mixture Evaluation and Performance

This session includes works on the characterization and assessment of different properties , expected performance and durability of asphalt mixtures. Specific topics include quantification of mechanical and thermal properties, evaluation of cracking and rutting processes, and moisture damage characterization of asphalt mixtures, among others.

EXTENDED AGING PERFORMANCE OF HIGH RAP MIXTURES AND THE ROLE OF SOFTENING OILS (TRBAM-2 1-00116) Yuan Zhang/University of Wisconsin, Madison, Hui Chen/University of Wisconsin, Madison, Hussain Bahia/University of Wisconsin, Madison Thermal Properties of Asphalt Mixtures (TRBAM-21-00158) Juliana Byzyka/University of Salford, Professor Mujib Rahman/University of Salford, Professor Denis Albert Chamberlain/University of Salford Study on Impact of Maximum Size of Aggregate and Structural Layer on Bituminous Mix Shear Strength by 3D Discrete Element Method (TRBAM-21-00163) Yong Peng/Zhejiang University, Yi-ran Xu/Zhejiang University, Jian-xi Bao/Zhejiang University, Xue-yuan Lu/Zhejiang University, Yan-wei Li/Zhejiang University Correlation between field and laboratory moduli of asphalt layer (TRBAM-21-00227) Huailei Cheng/Tongji University, Lijun SUN/Tongji University, Ruikang Yang/Tongji University, Yining Zhang/Tongji University, Liping Liu/Tongji University Relationship Between Rheological Indices and Cracking Performance of Virgin, Recycled and Rejuvenated Asphalt Binders and Mixtures (TRBAM-21-00259) Fawaz Kaseer/University of Florida, Amy Epps Martin/University of Florida, Edith Arámbula-Mercado/University of Florida Field Observations and Laboratory Evaluations of Asphalt Pavement Maintenance using Hot In-place Recycling (TRBAM-21-00260) Yuanyuan Pan/Southeast University, Ye Xing/Southeast University, Dongdong Han/Southeast University, Tao Yang/Sout heast University, Ningxing Tang/Southeast University, Yongli Zhao/Southeast University Ruggedness Investigation of the 3-Point Bending Cylinder (3PBC) Test for Fatigue Characterization of Asphalt Mixtures (TRBAM-21-00361) Aksel Seitllari/Beam, Longest and Neff, Muhammed Kutay/Beam, Longest and Neff Characterization of the Combined Effect of Temperature and Moisture on the Adhesive Bond Energy of Asphalt Concrete (TRBAM-21-00411) Mona Nobakht/Fugro, Derun Zhang/Fugro Performance and Engineering Application of Polymer-Modified Rejuvenating Emulsion (TRBAM-21-00482) Liang Fan/Heritage Research Group, Rui Zhang/Heritage Research Group, Gerald Huber/Heritage Research Group, Minghao Mu/Heritage Research Group, Chao Kong/Heritage Research Group, Xishun Zhang/Heritage Research Group Identification of Damage Mechanisms during Splitting Test on SFP at Different Temperatures Based on Acoustic Emission (TRBAM-21-00570) Xing Cai/Southeast University, Chenguang Shi/Southeast University, Xianhua Chen/Southeast University, Jun Yang/So utheast University Effect of Laboratory Aging Levels on Asphalt Binder Chemical/Rheological Properties and Fracture Resistance of Asphalt Mixtures (TRBAM-21-00636) Peyman Barghabany/Louisiana Transportation Research Center (LTRC), jun Zhang/Louisiana Transportation Research Center (LTRC), Louay Mohammad/Louisiana Transportation Research Center (LTRC), Samuel Cooper/Louisiana Transportation Research Center (LTRC), Samuel Cooper/Louisiana Transportation Research Center (LTRC) Differences in the Ageing Behavior of Porous and Dense Asphalt Pavements (TRBAM-21-00787) Ruxin Jing/Technische Universiteit Delft, Aikaterini Varveri/Technische Universiteit Delft, Xueyan Liu/Technische Universiteit Delft, Athanasios Skarpas/Technische Universiteit Delft, Sandra Erkens/Technische Universiteit Delft

(continued) 121 Evaluation of The Effect of Binder type and Layer Thickness on the Long-Term Performance of Open-Graded Friction Course (TRBAM-21-00789) Ohhoon Kwon/University of Florida, James Greene/University of Florida, Bouzid Choubane/University of Florida, Gregory Sholar/University of Florida Microwave Heating Properties of Steel Slag Asphalt Mixture Using a Coupled Electromagnetic and Heat Transfer Model (TRBAM-21-00791) Aimin Sha/Chang'an University, Baowen Lou/Chang'an University, Diego Maria Barbieri/Chang'an University, Zhuangzhuang Liu/Chang'an University The Truth and Myth about the Cracking Mechanism of Asphalt Concrete (TRBAM-21-00866) Imad Al-Qadi/University of Illinois, Urbana-Champaign, Izak Said/University of Illinois, Urbana-Champaign, Uthman Mohamed Ali/University of Illinois, Urbana-Champaign, Jameel Kaddo/University of Illinois, Urbana-Champaign Prediction of Fatigue and Stiffness Properties of Asphalt Mixture from Tests on Asphalt Mastic (TRBAM-21-012 09) Michael Steineder/Technische Universitat Wien, Valentin Donev/Technische Universitat Wien, Bernhard Hofko/Technisc he Universitat Wien, Lukas Eberhardsteiner/Technische Universitat Wien Understanding Behavior of Porous Asphalt Mixture through Micromechanics (TRBAM-21-01285) Hong Zhang/Delft University of Technology, Kumar Anupam/Delft University of Technology, Athanasios Skarpas/Delft University of Technology, Cor Kasbergen/Delft University of Technology, Sandra Erkens/Delft University of Technology A Study on the Effect of Long-term Binder Draindown on Characteristics of Open Graded Asphalt Friction Courses with Basic Oxygen Furnace Steel Slag as Coarse Aggregates (TRBAM-21-01544) Santanu Pathak/Indian Institute of Technology, Guwahati, Rajan Choudhary/Indian Institute of Technology, Guwahati, Abhinay Kumar/Indian Institute of Technology, Guwahati Strain Sweep Fatigue Testing of Sand Asphalt Mortar to Investigate the Effects of Sample Geometry, Binder Film Thickness, and Testing Temperature (TRBAM-21-01551) Lilian Rezende/Texas A&M University, College Station, Santosh Kommidi/Texas A&M University, College Station, Mahdieh Khedmati/Texas A&M University, College Station, Yong-Rak Kim/Texas A&M University, College Station Effectiveness of Loaded Wheel Tracking Test to Ascertain Moisture Susceptibility of Asphalt Mixtures (TRBAM- 21-01565) Moses Akentuna/Louisiana Transportation Research Center (LTRC), Louay Mohammad/Louisiana Transportation Research Center (LTRC), Sanchit Sachdeva/Louisiana Transportation Research Center (LTRC), Samuel Cooper/Louisi ana Transportation Research Center (LTRC), Samuel Cooper/Louisiana Transportation Research Center (LTRC) Modeling of Rate-dependent Cracking in Bituminous Materials Using Nonlinear Viscoelastic Cohesive Zone Incorporated with the Gaussian Damage Evolution (TRBAM-21-01581) Jamilla lutif/Texas A&M University, College Station, Yong-Rak Kim/Texas A&M University, College Station, Laura Sanchez/Texas A&M University, College Station, Flavio Souza/Texas A&M University, College Station, Dallas Little/Texa s A&M University, College Station A Novel Aging Model to Predict Fracture Parameter SCB Jc for Asphalt Mixtures Using an Artificial Neural Network Approach (TRBAM-21-01620) Peyman Barghabany/Louisiana Transportation Research Center (LTRC), jun Zhang/Louisiana Transportation Research Center (LTRC), Louay Mohammad/Louisiana Transportation Research Center (LTRC), Samuel Cooper/Louisiana Transportation Research Center (LTRC), Samuel Cooper/Louisiana Transportation Research Center (LTRC), Gaylon Baumgardner/Louisiana Transportation Research Center (LTRC) E* Master Curve Parameters as Potential Indicators of Cracking Susceptibility of Mixtures with Recycled Asphalt Shingles (TRBAM-21-01660) Fabricio Leiva-Villacorta/National Center for Asphalt Technology (NCAT), Adam Taylor/National Center for Asphalt Technology (NCAT) Effects of Additional Anti-Strip Additives on Durability and Moisture Susceptibility of Granite-Based Open-Grad ed Friction Course (TRBAM-21-01778) Fan Gu/Auburn University, Raquel Moraes Puchalski/Auburn University, Chen Chen/Auburn University, Fan Yin/Auburn University, Donald Watson/Auburn University, Adam Taylor/Auburn University Assessment of Moisture Damage of Asphalt Concrete Mixtures Using Performance Tests (TRBAM-21-01819) Helena Mascorro/University of Texas, El Paso Temperature dependent plasticity response in the design and analysis of pavements with cold in-place recycled layer (TRBAM-21-01871) Preti Francesco/University of New Hampshire, Miranda Chiappini/University of New Hampshire, Eshan Dave/University of New Hampshire, Jo Sias/University of New Hampshire, Romeo Elena/University of New Hampshire, Gabriele Tebaldi /University of New Hampshire

(continued) 122 Evaluation of Rutting Performance of WMA-RAP Mixes Using the Indirect Tension Test (IDT) at High Temperatures (TRBAM-21-01976) Mohammed Alsalihi/New Jersey Department of Transportation, Ahmed Faheem/New Jersey Department of Transportation Developing a Surrogate Performance-Related Test for Fatigue Cracking of Asphalt Pavement (TRBAM-21-02125 ) Liya Jiao/University of California, Davis, John Harvey/University of California, Davis, Mohamed Elkashef/University of California, Davis, Yanlong Liang/University of California, Davis, David Jones/University of California, Davis Assessing Tire-Pavement Friction and Compaction Requirements Using AIMS and 3D Computer Vision (TRBA M-21-02401) Renan Maia/Universidade Federal do Ceará, Marcelo Medeiros Júnior/Universidade Federal do Ceará, Verônica Castelo Branco/Universidade Federal do Ceará Laboratory Performance Assessment and Long-Term Aging Impacts on Asphalt Mixtures Prepared Using Highly Polymer Modified Soft Binders (TRBAM-21-02586) Basel Al-Badr/Rowan University, Ayman Ali/Rowan University, Ahmad Alfalah/Rowan University, Zhaoxing Xie/Rowan University, Christopher Decarlo/Rowan University, Wade Lein/Rowan University, Yusuf Mehta/Rowan University Laboratory Evaluation of Electrically Conductive Asphalt Mixtures for Snow and Ice Removal Applications (TR BAM-21-02812) Rahaf Hasan/Rowan University, Ayman Ali/Rowan University, Christopher Decarlo/Rowan University, Mohamed Elshaer /Rowan University, Yusuf Mehta/Rowan University Performance Related Asphalt Mixtures Characterization (TRBAM-21-03073) Ahmed Abdalla/Temple University, Ahmed Faheem/Temple University, Arash Hosseini/Temple University, Hani Titi/Tem ple University Identifying Relationships Between Laboratory Cracking Tests Used in Performance-Based Specifications for Asphalt Mixtures (TRBAM-21-03159) Kayleigh McDevitt/Rowan University, Daniel Offenbacker/Rowan University, Ahmed Saidi/Rowan University, Ayman Ali/ Rowan University, Yusuf Mehta/Rowan University, Claude Villiers/Rowan University Development of a 4.75 mm NMAS Mixture for Implementation in LADOTD Specifications: A Life-Cycle Cost Analysis of the Designed Pavement using AASHTOWare Pavement ME (TRBAM-21-03186) Saman Salari/Louisiana Department of Transportation and Development, Samuel Cooper/Louisiana Department of Transportation and Development, Peyman Barghabany/Louisiana Department of Transportation and Development, Corey Mayeux/Louisiana Department of Transportation and Development A New Mechanistic Procedure to Predict the Critical Cracking Temperature of an Asphalt Concrete from BBR and IDT Test Data (TRBAM-21-03190) Md Amanul Hasan/University of New Mexico, Rafiqul Tarefder/University of New Mexico Variance Index and Repeatability Limit of Damage Characteristic Curve using Resampling Method (TRBAM-21- 03242) Jing Ding/North Carolina State University, Kangjin Lee/North Carolina State University, Cassie Castorena/North Carolina State University, Youngsoo Kim/North Carolina State University, Benjamin Underwood/North Carolina State University Using Mixture Design Data and Existing Prediction Models to Evaluate the Potential Performance of Asphalt Pavements (TRBAM-21-03249) Jolina Karam/Arizona State University, Ramadan Salim/Arizona State University, Kamil Kaloush/Arizona State University INVESTIGATION OF DIFFERENT DATA ANALYSIS METHODS AND PERFORMANCE PARAMETERS OF HAMBURG WHEEL TRACKING TEST (TRBAM-21-03274) Minh-Nhut Nguyen/National Cheng Kung University, Shih-Hsien Yang/National Cheng Kung University, Hsien-Chou Chen/National Cheng Kung University, Chao-I Yen/National Cheng Kung University Designing and Implementing Dynamic Modulus Models of Asphalt Mixtures (TRBAM-21-03326) Javilla Barugahare/Alabama Transportation Institute, Armen Amirkhanian/Alabama Transportation Institute, Feipeng Xiao/Alabama Transportation Institute, Serji Amirkhanian/Alabama Transportation Institute Ruggedness Evaluation and Precision Estimates for Newly Developed Test Methods for Asphalt-Treated Cold Recycled Pavements (TRBAM-21-03572) Adam Hand/University of Nevada, Reno, ilker Boz/University of Nevada, Reno, Murugaiyah Piratheepan/University of Nevada, Reno, Forrest Hierholzer/University of Nevada, Reno, Brian Diefenderfer/University of Nevada, Reno, David Jones/University of Nevada, Reno, Jhony Habbouche/University of Nevada, Reno, Stefan Louw/University of Nevada, Reno

(continued) 123 Laboratory Evaluation and Meachanisitc-Empirical Performance Analysis of Polymer Coated Rubber (PCR) Mixtures (TRBAM-21-03695) Mumtahin Hasnat/Michigan State University, Mahdi Ghazavi/Michigan State University, Angela Farina/Michigan State University, Aksel Seitllari/Michigan State University, Muhammed Kutay/Michigan State University Discrete Element Simulation of the Internal Structure of Asphalt Mixtures with High Content of Reacted and Active Rubber (TRBAM-21-03751) Xiaodong Zhou/Michigan Technological University, Siyu Chen/Michigan Technological University, Dongzhao Jin/Michiga n Technological University, Qingli Dai/Michigan Technological University, Zhanping You/Michigan Technological University Rutting Performance Prediction Using Index-Volumetrics Relationships with Stress Sweep Rutting Test and Hamburg Wheel-Track Test (TRBAM-21-03800) Jaehoon Jeong/North Carolina State University, Youngsoo Kim/North Carolina State University, Benjamin Underwood/N orth Carolina State University Laboratory Investigation of Effect of Temperature Cycling on Bond and Tensile Strength of Asphalt Concrete Pavements (TRBAM-21-03835) Mohammad Ramezani Afjadi/Carleton University, Yasser Hassan/Carleton University, Abd Abd El Halim/Carleton University EVALUATION OF ASPHALT MIXTURE PERFORMANCE USING CRACKING AND DURABILITY TESTS AT A FULL- SCALE PAVEMENT FACILITY (TRBAM-21-03946) Amir Golalipour/Federal Highway Administration (FHWA), varun veginati/Federal Highway Administration (FHWA), David Mensching/Federal Highway Administration (FHWA) Development of a Performance-Related Framework for Asphalt Mixture Design for the Illinois Tollway (TRBAM- 21-04006) Behnam Jahangiri/Purdue University, Punyaslok Rath/Purdue University, Hamed Majidifard/Purdue University, William Buttlar/Purdue University Investigating the Effects of SBS Concentration on Overall Performances of Polymer Modified Binders and Mixes (TRBAM-21-04181) Md Amanul Hasan/University of New Mexico, Rafiqul Tarefder/University of New Mexico Evaluation and Comparison on the Moisture Susceptibility and Healing Property of Asphalt and Mastic (TRBAM -21-04307) Lu Zhou/Tongji University, Weidong Huang/Tongji University, Quan Lv/Tongji University

1223

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1223 - Advancements in Highway Maintenance Management Mark Robinson, Noble Creek Consulting, presiding Sponsored By Standing Committee on Maintenance and Operations Management

Highway maintenance management is a hot area for innovation when it comes to using technology, machine learning/AI , and data to optimize operations and manage system condition. This poster session highlights some of the latest advancements.

Image Recognition Based Traffic Sign Facilities Damage Detection (TRBAM-21-01030) Runhua Guo/Tsinghua University, zhijian cao/Tsinghua University Use of Mobile Photogrammetry Method for Highway Asset Management (TRBAM-21-01864) Mohammad Farhadmanesh/University of Utah, Chandler Cross/University of Utah, Ali Hassandokht Mashhadi/Universit y of Utah, Abbas Rashidi/University of Utah, Jessica Wempen/University of Utah Trust in Automated Truck-Mounted Attenuators: A Survey on Worker Perceptions (TRBAM-21-02603) Shiva Pourfalatoun/Colorado State University, Erika Miller/Colorado State University Traffic Sign Extraction using Deep Hierarchical Feature Learning and LiDAR Data on Rural Highways (TRBAM-2 1-03120) Maged Gouda/University of Alberta, Alexander Epp/University of Alberta, Ryden Graham/University of Alberta, Karim El- Basyouny/University of Alberta Multi Asset Hotspot Analysis for Predictive Roadway Maintenance (TRBAM-21-03174) Arash Karimzadeh/University of North Carolina, Charlotte, Sepehr Sabeti/University of North Carolina, Charlotte, Hamed Tabkhi/University of North Carolina, Charlotte, Omidreza Shoghli/University of North Carolina, Charlotte COVID-19: Effect of the Pandemic on Work Zone Schedule Optimization (TRBAM-21-03581) Celina Semaan/New Jersey Institute of Technology, Steven Chien/New Jersey Institute of Technology

(continued) 124 Joint optimization of multi-scale decisions in budget allocation, inspection frequency, and maintenance policies for transportation infrastructure systems (TRBAM-21-03687) Heeseung Shon/Korea Advanced Institute of Science and Technology (KAIST), Jinwoo Lee/Korea Advanced Institute of Science and Technology (KAIST) Framework for Leveraging Data from Autonomous Trucks to Support State Maintenance Operations (TRBAM-2 1-03875) Morgan Avera/University of Texas, Austin, C. Michael Walton/University of Texas, Austin

1224

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1224 - Roadside repairs Scott Lucas, Ohio Department of Transportation, presiding Sponsored By Standing Committee on Roadside Maintenance Operations

The poster session contains two papers related to roadside issues. The first paper covers roadside slope failures. As part of a broader study on roadside slope repair measures, the paper intended to identify “complementary” slope repair measures and their recommended practices to sidestep recurring failures. The findings of this study show that the application of simple slope repair methods can reduce roadside slope failures and save tax payer dollars. The second paper involves LiDAR to mapping the profile of the roadside ditch. Error propagation models and previous field test suggest this technology can map the vertical profile of a ditch with an accuracy of 2-3 centimeters at distances up to 30 meters from the mobile mapping vehicle.

Complementary Roadside Slope Repair Measures to Avoid Recurring Failures: The Case of Texas (TRBAM-21-0 1462) Seyed Ehsan Zahed/VRX, Inc., Bahram Abediniangerabi/VRX, Inc., Mohsen Shahandashti/VRX, Inc. Mobile LiDAR Mapping of Roadside Ditches for Drainage Analysis (TRBAM-21-03782) Yi chun Lin/Purdue University, Darcy Bullock/Purdue University, Ayman Habib/Purdue University

1225

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1225 - Innovations in Roadside Maintenance Behzad Bamdad Mehrabani, Université Catholique de Louvain, presiding Kaitlin Stack Whitney, Rochester Institute of Technology (RIT), presiding Sponsored By Standing Committee on Roadside Maintenance Operations

This study, the resilience of the road network (from an environmental perspective), in the presence of road maintenance sites, investigated the environmental degradation caused by additional delay in road maintenance sites. Traffic simulation in Aimsun software was implemented, and the Sioux Falls road network is selected as the case study. The closure of one lane in each section represent the presence of road maintenance site. The results of this study show that the existence of road maintenance sites has a significant impact on the production of pollutants in the network. The higher the percentage of sections in which a lane is closed, the lower the resilience of the network is.

Assessment of the road network resiliency in the presence of road maintenance sites: an environmental perspective (P21-20464) Behzad Bamdad Mehrabani/Université Catholique de Louvain Preliminary impacts of reduced mowing in highway ROWs on roadside pollinator abundance and habitat quality (P21-20465) Kaitlin Stack Whitney/Rochester Institute of Technology (RIT)

125 1226

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1226 - Transportation Equity: Addressing Equity Issues in New Mobility Systems Gloria Jeff, Minnesota Department of Transportation, presiding Tracee Strum-Gilliam, PRR, Inc., presiding Sponsored By Standing Committee on Equity in Transportation

These papers address equity issues in new mobility systems including e-scooters, bike sharing, mobility-on-demand, ridesourcing and automated vehicles.

Perceived accessibility: How access to dockless bike-sharing impacts activity participation (TRBAM-21-00208) Zheyan Chen/Universiteit Utrecht, Dea van Lierop/Universiteit Utrecht, Dick Ettema/Universiteit Utrecht A Social Equity Lens on Bus Bridging and Ride-hailing Responses to Unplanned Subway Disruptions (TRBAM- 21-00585) Rick Liu/University of Toronto, Matthew Palm/University of Toronto, Steven Farber/University of Toronto, Amer Shalaby/ University of Toronto Digital Accessibility and Ridesourcing: Getting Older People Onboard (TRBAM-21-01407) Jane Gould/WAVA The Impacts of Vehicle Automation on Transport-Disadvantaged People (TRBAM-21-01988) Xinyi Wu/University of Minnesota, Twin Cities, Xinyu (Jason) Cao/University of Minnesota, Twin Cities, Frank Douma/Un iversity of Minnesota, Twin Cities Demand And/oR Equity (DARE) Method to Plan Bike-sharing Systems: A Structural Equation Modelling Approach (TRBAM-21-02367) David Duran/Technical University of Munich, Francisco Camara Pereira/Technical University of Munich, Gebhard Wulfhorst/Technical University of Munich Identifying latent shared mobility preference segments in low-resourced communities: ride-hailing, fixed-route bus, and mobility-on-demand transit (TRBAM-21-02629) Xinyi Wang/Georgia Institute of Technology (Georgia Tech), Xiang Yan/Georgia Institute of Technology (Georgia Tech), Xilei Zhao/Georgia Institute of Technology (Georgia Tech), Zhuoxuan Cao/Georgia Institute of Technology (Georgia Tech) Assessing Preference Heterogeneity for Mobility-on-Demand Transit Service in Low-Income Communities: A Latent Segmentation Based Decision Tree Method (TRBAM-21-02830) Xilei Zhao/University of Florida, Xinyi Wang/University of Florida, Xiang Yan/University of Florida, Zhuoxuan Cao/Univer sity of Florida Distributional Effects and Equity Issues of Electric Vehicles Rebates Allocation (TRBAM-21-03786) Shuocheng Guo/University of Illinois, Urbana-Champaign, Eleftheria Kontou/University of Illinois, Urbana-Champaign E-scooter Availability Versus Utilization Insights: A Geospatial Analysis (TRBAM-21-03860) Tina Tang/University of Virginia, Mohamad Alipour/University of Virginia, Amanda Poncy/University of Virginia, Devin Harris/University of Virginia Ridehail to School: An Analysis of HopSkipDrive and School Transportation Options for Vulnerable Students in Los Angeles County (TRBAM-21-03881) Samuel Speroni/University of California, Los Angeles Bike Share System and User Responses to COVID-19 (TRBAM-21-03941) Jeffrey Jobe/University of Texas, San Antonio, Greg Griffin/University of Texas, San Antonio Evidence of Ridesourcing Increasingly Being Used for Commuting in New York City’s Low-Income Communities (TRBAM-21-03958) Anaka Maher/University of California, Berkeley, Carol Atkinson-Palombo/University of California, Berkeley, Norman Garrick/University of California, Berkeley

126 1227

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1227 - Transportation Equity: Incorporating Equity into the Transportation Decision-Making Process Gloria Jeff, Minnesota Department of Transportation, presiding Tracee Strum-Gilliam, PRR, Inc., presiding Sponsored By Standing Committee on Equity in Transportation

These papers explore how equity has been incorporated into the transportation decision making process.

Equity-oriented Criteria for Project Prioritization in Regional Transportation Planning (TRBAM-21-00601) Agustina Krapp/University of California, Davis, Jesus Barajas/University of California, Davis, Audrey Wennink/University of California, Davis A People-Centered Perspective on the Performance of Transport Systems in Large US Metropolitan Areas: An Explanatory Analysis (TRBAM-21-01132) Karel Martens/Technion - Israel Institute of Technology, Matan Singer/Technion - Israel Institute of Technology, Aviv Cohen-Zada/Technion - Israel Institute of Technology Strategies and Barriers to Addressing Equity in Transportation: Experiences of Transportation Practitioners (T RBAM-21-01543) Kaylla Cantilina/University of Michigan, Shanna Daly/University of Michigan, Matthew Reed/University of Michigan, Robert Hampshire/University of Michigan Toward the Development of a Unified Process and Methodology Guide for EJ Analysis in Planning and Programming (TRBAM-21-02931) Eliot Benman/Alan M. Voorhees Transportation Center, David Aimen/Alan M. Voorhees Transportation Center Practical Strategies for Achieving Transportation Justice: Seeing Beyond State-Sponsored Approaches (TRBA M-21-03059) Alex Karner/University of Texas, Austin, Jonathan London/University of Texas, Austin, Dana Rowangould/University of Texas, Austin, Kevin Manaugh/University of Texas, Austin

1228

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1228 - Transportation Equity: Understanding and Addressing Transportation Disadvantage Tracee Strum-Gilliam, PRR, Inc., presiding Gloria Jeff, Minnesota Department of Transportation, presiding Sponsored By Standing Committee on Equity in Transportation

These papers explore transportation disadvantage, for example looking at suburbanization of poverty, commuting and car ownership costs, access to drivers licenses, and social exclusion.

Commuting Mode Share and Workplace-Based Public Transport Services: An Equity Perspective (TRBAM-21-0 0023) Pauline Vermesch/Ecole Polytechnique de Montreal, Genevieve Boisjoly/Ecole Polytechnique de Montreal, Lachapelle Ugo/Ecole Polytechnique de Montreal Equitable Transit Futures: The Distribution of Benefits of a Proposed Rapid Transit Line in Toronto (TRBAM-21- 00307) Jeff Allen/University of Toronto, Steven Farber/University of Toronto Commuting in Context: A Qualitative Study of Transportation Challenges for Disadvantaged Job Seekers in Chicago, IL (TRBAM-21-00648) Chelsie Coren/University of Illinois, Chicago, Kate Lowe/University of Illinois, Chicago, Jesus Barajas/University of Illinois, Chicago Inequalities in Micro-Urban Social Factors are Critical to the Sustainability of Mobility: A Typology Approach to U.S. Cities (TRBAM-21-01417) Patricia Romero-Lankao/National Renewable Energy Laboratory (NREL), Alana Wilson/National Renewable Energy Laboratory (NREL), Daniel Zimny-Schmitt/National Renewable Energy Laboratory (NREL) License to Drive: The Effect of State Driver’s Licensing Laws on the Travel of Unauthorized Immigrants (TRBA M-21-01555) Evelyn Blumenberg/University of California, Los Angeles, andrew schouten/University of California, Los Angeles, Madeline Ruvolo/University of California, Los Angeles

(continued) 127 Testing the Psychometric Properties of a Scale to Measure Transportation Access Among Individuals Experiencing Homelessness (TRBAM-21-03079) Courtney Cronley/University of Tennessee, Knoxville, Melody Huslage/University of Tennessee, Knoxville, Erin Roark/U niversity of Tennessee, Knoxville Transport Disadvantage Among Former Transit Riders During COVID-19 in Toronto and Vancouver (TRBAM-21- 03361) Matthew Palm/University of Toronto, Scarborough, Jeff Allen/University of Toronto, Scarborough, Bochu Liu/University of Toronto, Scarborough, Yixue Zhang/University of Toronto, Scarborough, Michael Widener/University of Toronto, Scarborough, Steven Farber/University of Toronto, Scarborough Transitions into and out of Car Ownership Among Low-Income Households in the United States (TRBAM-21-03 481) Nicholas Klein/Cornell University, Rounaq Basu/Cornell University, Michael Smart/Cornell University Understanding Transport-Related Social Exclusion: A comprehensive framework (TRBAM-21-03713) Gregório Luz/Universidade Federal do Rio de Janeiro, Licinio Portugal/Universidade Federal do Rio de Janeiro

1229

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1229 - Transportation Equity: Community Resources and Services Aaron Golub, Portland State University, presiding Sponsored By Standing Committee on Equity in Transportation, Standing Committee on Community Resources and Impacts

Go Human 2020: Case Studies in Equity-Centered Strategies Usng the Go Human Kit of Parts (P21-20279) Dorothy Suchkova/Southern California Association of Governments, Jessie Heneghan, Julia Lippe-Klein/Southern California Association of Governments, Andres Carrasquillo/Southern California Association of Governments Southern California Association of Governments, Go Human Campaign (P21-20280) Andres Carrasquillo/Southern California Association of Governments, Julia Lippe-Klein/Southern California Association of Governments, Hina Chanchlani/Southern California Association of Governments, Christopher McCracken/Civilian, Inc. An Environmental Justice Analysis of Job and Housing Imbalance in Southern California Region? (P21-20281) Tom Vo/Southern California Association of Governments, Jung Seo/Southern California Association of Governments, Frank Wen/Southern California Association of Governments Building a Future of Equitable Transit (P21-20282) Brandy Huston/Planning Communities, LLC, Ann Steedly/Planning Communities, LLC Evaluating Transportation Access for Communities of Concern (P21-20283) Casey Bruno/EBP, Cecilia Viggiano/EBP-US Disadvantaged Communities Active Transportation Planning Initiative (P21-20284) Julia Lippe-Klein/Southern California Association of Governments, Sam Corbett/Alta Planning + Design, Courtney Banker/University of Texas, Austin Equity and Inclusive Engagement for the Northern California High-Speed Rail Project: A Grassroots Environmental Justice Enhancements Process (P21-20285) Joseph Goldman/Kearns & West, Cici Vu/Kearns & West Equity in Transportation Safety through In-Service Performance Evaluation of Safety Devices in Rural Areas (P 21-20286) Hanzhen Wang/Texas Southern University, Fengxiang Qiao/Texas Southern University, Yunpeng Zhang/University of Houston, Jianbang Du/Texas Southern University

1230

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1230 - Native American Transportation Ronald Hall, Bubar & Hall Consulting, LLC, presiding Sponsored By Standing Committee on Native American Transportation Issues

Identifying Underreported Crash Data on Native American Reservations: A Case Study of Thurston County, Nebraska (TRBAM-21-03219) Sydney James/University of Nebraska, Lincoln, Laurence Rilett/University of Nebraska, Lincoln

(continued) 128 Land Allotment, Transportation Access and Indigenous Maternal Mental Health (TRBAM-21-02656) December Maxwell/University of Hawai'i, Manoa, Erin Roark/University of Hawai'i, Manoa The Relationship Between Reservation Geography and Jurisdictional Overlaps (P21-20905) Elias Sandoval-Clarimon/Eastern Washington University Identification of Best Practices within Tribal Transit Programs of Federally Recognized Tribes in the Western United States (P21-20906) Emilie Uemura/Eastern Washington University A Comparison of Traditional and Non-Standard Sources of Accident Reporting and Safety Data in Alaska (P21-2 1383) Nathan Belz/University of Alaska, Fairbanks

1231

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1231 - Transit Innovations Deserving Exploratory Analysis (IDEA) Program Velvet Basemera-Fitzpatrick, Transportation Research Board, presiding Sponsored By Public Transportation Group

This sessions contains descriptions of inventions in augmented reality for dispatchers, planning for electrifying bus systems, and an open forum method to attract and coordinate volunteers for rural transit systems

Transit IDEA 92 - Augmented Reality Transit Dispatcher Interface (P21-20529) Carl Stanton/Ross & Baruzzini Transit IDEA 96 - Multi-stage Planning for Electrifying Transit Bus Systems with Multiformat Charging Facilities (P21-20530) Yu Zhang/University of South Florida, Rui Dai/University of South Florida, Zhiqiang Wu/University of South Florida Transit IDEA 97 - Open Platform to Attract, Organize, and Coordinate Volunteers for Rural and Small Urban Transit (P21-20531) V. Dimitra Pyrialakou/West Virginia University, Vy Nguyen/West Virginia University, Amrit Williams/West Virginia University

1232

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1232 - Planning for Diversity: Facilitating Transit Connections Charles Rivasplata, San Jose State University, presiding Sponsored By Standing Committee on Passenger Intermodal Facilities, Standing Committee on Passenger Intermodal Facilities

This poster session will include research on a diverse set of themes associated with passenger interchange, route capacities and physical facilities at strategic transit stations and stops.

Critical Station Practical Capacity on a Bus Rapid Transit Line with Non-stopping Buses (TRBAM-21-00014) Jonathan Bunker/Queensland University of Technology, Faheema Hisham/Queensland University of Technology Impact of COVID-19 on Waiting Passenger Distribution on a Bus Rapid Transit Station Platform (TRBAM-21-010 38) Sewmini Panambara Arachchillage/Queensland University of Technology, Jonathan Bunker/Queensland University of Technology Getting There: The Effect of First and last Mile Infrastructure and Services on Rail Ridership (TRBAM-21-01435) Benjamin Salter/San Jose State University, Serena Alexander/San Jose State University Investigating Passengers’ Perspectives on Transfer Station Design of Urban Railway Systems: A Case Study in Taipei Metro (TRBAM-21-01456) Mei-Neng Mao/National Taiwan University, Ying-Chuan Ni/National Taiwan University, Yu-Ting Hsu/National Taiwan University Who Gets to Sit? Mapping the Distribution of Transit Amenities via a Bus-Stop Census of San Francisco (TRB AM-21-01534) Marcel Moran/University of California, Berkeley

(continued) 129 Multi-Objective Optimization Model for P+R and K+R Facilities Collaborative Location and Layout Decision (TR BAM-21-02077) Wei Wang/Southeast University, Zhentian Sun/Southeast University, Zhiyuan Wang/Southeast University, Yue Liu/Sout heast University, Jun Chen/Southeast University Quantifying the Effects of Passenger-Level Heterogeneity on Transit Journey Times (TRBAM-21-02478) Ramandeep Singh/Imperial College London, Daniel Graham/Imperial College London, Richard Anderson/Imperial College London Fundamental Diagrams of Pedestrian Flow Characteristics for Stairs: A Case Study of Delhi Metro Rail Station ( TRBAM-21-02525) Lakshmi Devi Vanumu/Indian Institute of Technology, Delhi, Ramachandra Rao K/Indian Institute of Technology, Delhi, Geetam Tiwari/Indian Institute of Technology, Delhi

1233

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1233 - Board the Bus - Rural, Intercity, and Specialized Bus Transportation for 2021 Jonathan Brooks, LINK Houston, presiding Frederic Fravel, KFH Group, Inc., presiding Cecilia Feeley, Rutgers University, presiding Sponsored By Standing Committee on Rural, Intercity Bus, and Specialized Transportation, Joint Subcommittee on Paratransit (with AP020 and AP075), Subcommittee on Intercity Bus Transit

Join the "Boarding the Bus - Rural, Intercity, and Specialized Bus Transportation" if you want to learn about and discuss providing bus service in a variety of contexts, such as connecting rural residents to opportunity, intercity bus services in rural and urban areas, and specialized services like paratransit for people with a disability. Several presentations will explore the COVID-19 pandemic impacts on bus services.

Impacts of COVID-19 Travel Restrictions on Paratransit Users in Honolulu, Hawaii (TRBAM-21-04331) Karl Kim/University of Hawaii, Genesis Leong/University of Hawaii, Eric Yamashita/University of Hawaii, Jiwnath Ghimire/University of Hawaii Intercity Passenger Transportation Plan in a Brazilian State (TRBAM-21-00572) LUIZ GOMES/GISTRAN Aberrant Driving Behavior Analysis and Driving Risk Level Assessment for Intercity Bus Fleets (TRBAM-21-011 72) Chien-Hung Wei/Kao Yuan University, Yu-Chin Chen/Kao Yuan University, Jia-Wei Lai/Kao Yuan University Optimization of Intercity Demand Response Transit Service Design Considering Zoning Strategy (TRBAM-21-04 239) Hongtai Yang/Southwest Jiaotong University, Rong Zheng/Southwest Jiaotong University, Wenbo Fan/Southwest Jiaotong University, Xiaojian Zhang/Southwest Jiaotong University, Zhaolin Zhang/Southwest Jiaotong University INTERCITY COMMUTER BUSES IN THE U.S.A. – SHARED MOBILITY CONGESTION MITIGATION SOLUTIONS CAUGHT IN A GLOBAL PANDEMIC AND A COMPLEX REGULATORY WEB (TRBAM-21-03227) Matthew Daus/City College of New York Measuring Benefits of Rural and Small Urban Transit in Greater Minnesota (TRBAM-21-00197) Jeremy Mattson/North Dakota State University, Del Peterson/North Dakota State University Time-varying Accessibility to Senior Community Centers by Public Transit in Philadelphia (TRBAM-21-00379) Shengxiao Li/University of Pennsylvania, Anna Duan/University of Pennsylvania, Haoyu Hu/University of Pennsylvania Continuous Approximation Model for Hybrid Flexible Transit Systems in Rural Areas (TRBAM-21-02962) Charalampos Sipetas/University of Massachusetts, Amherst, Eric Gonzales/University of Massachusetts, Amherst The State of Demand-Responsive Transit in Canada (TRBAM-21-00594) Willem Klumpenhouwer/University of Toronto, Amer Shalaby/University of Toronto, Lee Weissling/University of Toronto Research on Demand Analysis and Operation Organization of Flex-route Transit Based on Retrograde Driving Rule (TRBAM-21-01820) Jin Zhang/Southeast University, Wenquan Li/Southeast University, Guoqing Wang/Southeast University, Jingcai Yu/Sou theast University Evaluation of the Federal Transit Administration’s Transit and Health Access Initiative: Case Highlights, Findings, and Recommendations (TRBAM-21-01751) Jennifer Flynn/USF-CUTR, Victoria Perk/USF-CUTR, Austin Sipiora/USF-CUTR

(continued) 130 Criteria to Transfer Paratransit Trips into a Transit Network (TRBAM-21-00654) Camille Garnier/Ecole Polytechnique de Montreal, Martin Trépanier/Ecole Polytechnique de Montreal, Catherine Morency/Ecole Polytechnique de Montreal Shared Mobility in Los Angeles County: A Case Study in Westside Cities (TRBAM-21-01789) Huajun Chai/University of California, Davis, Caroline Rodier/University of California, Davis, Ihab Kaddoura/University of California, Davis Simulation of Potential Use Cases for Shared Mobility Services in the City of Ann Arbor (TRBAM-21-01942) Richard Twumasi-Boakye/Ford Motor Company, Xiaolin Cai/Ford Motor Company, James Fishelson/Ford Motor Company, Andrea Broaddus/Ford Motor Company Planning for the Integration of Ride-Hailing Services with Transit: The Case of Small Transit Agencies (TRBAM- 21-02917) V. Dimitra Pyrialakou/West Virginia University, Parisa Hajibabaee/West Virginia University, Leily Farrokhvar/West Virginia University, Amrit Williams/West Virginia University Transportation Network Systems (TNCs) and Automated Vehicles (AVs): Bridging the Gap from City to Rural Areas (TRBAM-21-02006) Selena Scott/Texas Southern University, Gwendolyn Goodwin/Texas Southern University, Teidra Darrett/Texas Southern University Demand Responsive Transit Simulation of Wayne County, Michigan (TRBAM-21-03155) Grace Kagho/Eidgenossische Technische Hochschule Zurich, David Hensle/Eidgenossische Technische Hochschule Zurich, Miloš Balać/Eidgenossische Technische Hochschule Zurich, Joel Freedman/Eidgenossische Technische Hochschule Zurich, Richard Twumasi-Boakye/Eidgenossische Technische Hochschule Zurich, Andrea Broaddus/Eidge nossische Technische Hochschule Zurich, James Fishelson/Eidgenossische Technische Hochschule Zurich, Kay Axhausen/Eidgenossische Technische Hochschule Zurich An Overview of Data Collection Best Practices: Personal Mobility Gaps, Root Causes, and Solutions, for Older Americans Living in Rural Areas (TRBAM-21-03399) Allun Ward/Prairie View A&M University, Brandon Blond/Prairie View A&M University, Judy Perkins/Prairie View A&M University Stochastic Optimization of Semi-Flexible Transit Operations (TRBAM-21-03454) Sushreeta Mishra/University of Manitoba, Babak Mehran/University of Manitoba Dynamic Ride-matching for Large-scale Transportation Systems (TRBAM-21-03909) Taner Cokyasar/Argonne National Laboratory, Felipe de Souza/Argonne National Laboratory, Joshua Auld/Argonne National Laboratory, Omer Verbas/Argonne National Laboratory

1234

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1234 - Methods and Practices to Improve Transit Safety Lisa Staes, USF Center for Urban Transportation Research, presiding Sponsored By Standing Committee on Transit Safety And Security

Ths session covers non-punative employee safety systems, use of photo and video documentation, the impact of using mobile phones while driving on attitudes toward speeding, and an analysis of eye witness accounts and passenger tweets.

Characteristics of Non-Punitive Employee Safety Reporting Systems for Public Transportation: Abridged Version of TCRP Report 218 (TRBAM-21-00852) Lisa Staes/University of South Florida, Jodi Godfrey/University of South Florida Assessing the Impact of Using Mobile Phones While Driving by Urban Public Transport Drivers on Stress Management and Attitudes towards Speeding (TRBAM-21-01059) Ardeshir Fadaei/Sharif University of Technology, Habibollah Nassiri/Sharif University of Technology Mainstreaming Photo and Video-based Documentation as Method for Establishing a LOS Framework for the Mumbai Suburban Railway System (TRBAM-21-02566) Leona Nunes/World Resources Institute, Lubaina Rangwala/World Resources Institute, Madhav Pai/World Resources Institute What do Riders Say and Where? The Detection and Analysis of Eyewitness Transit Tweets (TRBAM-21-01666) Omar Kabbani/University of Toronto, Willem Klumpenhouwer/University of Toronto, Amer Shalaby/University of Toronto, Tamer El-Diraby/University of Toronto

131 1235

Tuesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1235 - Current Issues in Aircraft/Airport Compatibility Ernest Heymsfield, University of Arkansas, Fayetteville, presiding Sponsored By Standing Committee on Aircraft/Airport Compatibility, Standing Committee on Design and Rehabilitation of Concrete Pavements

PRECAST CONCRETE PAVING REPAIRS AT VANCOUVER INTERNATIONAL AIRPORT (TRBAM-21-00122) Christopher Senseney/University of Colorado, Boulder, Peter Smith/University of Colorado, Boulder, Mark Snyder/Unive rsity of Colorado, Boulder ACRP Graduate Student Paper - Climate-based Balanced Mix Design Method for Airport Asphalt Pavements (T RBAM-21-00238) Zehui Zhu/University of Illinois, Urbana-Champaign, Imad Al-Qadi/University of Illinois, Urbana-Champaign Predicting the Migration of Modified Binder Properties During Transportation to Remote Airport Project Sites (T RBAM-21-00316) Greg White/University of the Sunshine Coast ACRP Graduate Student Paper - Optimization of Cellular Concrete Microstructure for Improved Impact Resistance (TRBAM-21-00377) Jamie Clark/University of Illinois, Urbana-Champaign, David Lange/University of Illinois, Urbana-Champaign Modular Autonomous Vehicle Operations for Airport Baggage Transportation (TRBAM-21-00559) Xiaowei Shi/University of South Florida, Zhiwei Chen/University of South Florida, Xiaopeng Li/University of South Florida Analysis of Aircraft Skidding Risk on Rapid Exit Taxiway (TRBAM-21-01068) Yuanyuan Liu/Chang'an University, Longjia Chu/Chang'an University, T. Fwa/Chang'an University A Dynamic Aircraft Response Model for Determining Roughness Limits (TRBAM-21-01216) Jeremiah Stache/U.S. Army Engineer Research and Development Center ACRP Graduate Student Paper - Exploration of Cracking-related Performance-based Specification (PBS) Indices for Airfield Asphalt Mixtures (TRBAM-21-01559) Danial Mirzaiyanrajeh/University of New Hampshire, Eshan Dave/University of New Hampshire, Jo Sias/University of New Hampshire, Navneet Garg/University of New Hampshire Comparative Performance of Different Warm Mix Asphalt Technologies Under the Influence of High Aircraft Tire Pressure and Temperature (TRBAM-21-03402) Navneet Garg/Federal Aviation Administration (FAA), Hasan Kazmee/Federal Aviation Administration (FAA), Lia Ricalde /Federal Aviation Administration (FAA) Full Scale Evaluation of Concrete Surface Treatments for Airfield Pavement Repair (TRBAM-21-03655) Jesse Doyle/U.S. Army Corps of Engineers (USACE), Jennifer Jefcoat/U.S. Army Corps of Engineers (USACE), Margarita Ordaz/U.S. Army Corps of Engineers (USACE), Craig Rutland/U.S. Army Corps of Engineers (USACE) Long-Term Trends on Runway Length Requirements of Transport Jet Aircraft for Airport Planning (TRBAM-21-0 3657) Gael Le Bris/WSP, Loup-Giang Nguyen/WSP Developing Markov Chain Models for Performance Prediction of Airfield Pavement Condition Index (TRBAM-21 -03688) April Clemmensen/Rutgers University, Hao Wang/Rutgers University ACRP Graduate Student Paper - Planning Maintenance and Rehabilitation Actions for Airport Pavements: A Combined Supervised Machine Learning and Reinforcement Learning Approach (TRBAM-21-04080) Limon Barua/University of Illinois, Chicago, Bo Zou/University of Illinois, Chicago Rutting characteristic analysis of airfield composite pavement based on full-scale accelerated pavement testing and finite element method (TRBAM-21-04328) Jianming Ling/The Key Laboratory of Road and Traffic Engineering, Ministry of Education, Tongji University., Liang Ren/ The Key Laboratory of Road and Traffic Engineering, Ministry of Education, Tongji University., Jianhua Gao/The Key Laboratory of Road and Traffic Engineering, Ministry of Education, Tongji University., Li Man/The Key Laboratory of Road and Traffic Engineering, Ministry of Education, Tongji University., Yu Tian/The Key Laboratory of Road and Traffic Engineering, Ministry of Education, Tongji University.

132 1236 CM (1.50)

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 10 1236- Equitable Recovery: Reimagining City DOTs Melissa Ruhl, Ford Motor Company, presiding Sponsored By City Transportation Issues Coordinating Council, Standing Committee on Strategic Management, Standing Committee on Equity in Transportation

This session brings together leaders from four city departments of transportation for a panel discussion about how they are reimagining city DOTs to bring about a more equitable recovery from the COVID -19 pandemic and racial justic protests of 2020. Attendees will learn how agency leaders are reimagining public space, public safety ( traffic enforcement and transit policing), community engagements and their agencies.

Panelist 1 (P21-20901) Gia Biagi/Chicago Department of Transportation Panelist 2 (P21-20902) Keith Benjamin/Charleston Department of Traffic and Transportation Panelist 3 (P21-20903) Barbara Gray/City of Toronto Panelist 4 (P21-20904) Ryan Russo/Oakland Department of Transportation Welcome and Panelist Introductions (P21-21378) Melissa Ruhl/Ford Motor Company

1237

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 6 1237 - Artificial Intelligence in Signal Timing Applications Douglas Gettman, Kimley-Horn and Associates, Inc., presiding Sponsored By Standing Committee on Traffic Signal Systems

Tee-Up the Session: AI or Not, Owners Just Want Their Timings Up-to-Date (P21-20350) Douglas Gettman/Kimley-Horn and Associates, Inc. Why Bother? (P21-20355) Wuping Xin/KLD Engineering, P.C. Why Not? (P21-20357) Mark Taylor/Utah Department of Transportation Research is About Doing Things Because We Can, Maybe Not if We Should (P21-20358) Montasir Abbas/Virginia Polytechnic Institute and State University (Virginia Tech) But Wait, Haven’t We Been Doing AI in Traffic for 30 Years? Transferring from Models to the Real-World (P21-2 0359) Gregory Barlow/Rapid Flow Technologies To Train or not to Train? Such is the AI Question (P21-20360) Anuj Sharma/ETALYC Inc Panel Discussion (P21-20361)

133 1239

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 9 1239 – How to get more out of what you have…. Effective Approaches Integrating Performance, Asset, and Risk Management with Transportation Agencies Mara Campbell, Jacobs, presiding Meredith Hill, Maryland Department of Transportation, presiding Sponsored By Standing Committee on Transportation Asset Management, Standing Committee on Performance Management

This session will provide participants with the five core pillars for successful integration of performance, asset, and risk ( PRA) management within a transportation agency. Today transportation agencies are faced with an increasingly complex network of assets and demands. Therefore, it has never been more important to align a fully-integrated management framework describing an agency's increasing capacity to deliver effective PRA management practices as their program evolves. The session will include a live Q&A discussion, with opportunities for active engagement, and “testimonials” from transportation agencies that have navigated through a roadmap exercise to identify their gaps within the 5 pillars of successful integration.

Utah DOT (P21-20014) Patrick Cowley/Utah Department of Transportation Minnesota DOT (P21-20020) Deanna Belden/Minnesota Department of Transportation, Shannon Foss/Minnesota Department of Transportation TriMet (P21-20031) Alan Lehto/TriMet Caltrans (P21-20037) Michael Johnson/California Department of Transportation (CALTRANS) Integrating Effective Transportation Performance, Risk, and Asset Management Practices – Research Findings (P21-21403) Mara Campbell/Jacobs

1240

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 14 1240 - Legal Issues Confronting our Transit Systems During and After the Pandemic Robin Reitzes, San Francisco City Attorney's Office, presiding Sponsored By Standing Committee on Transit and Intermodal Transportation Law

Public transit has been drastically affected by the pandemic. Attorneys representing transit agencies in various parts of the country will discuss how COVID-19 has affected their practices, focusing on legal issues relating to transit operations (including operator and customer safety), contracting and concessionaires, labor and employment issues, public meetings, and planning for the "new normal."

Panel Discussion (P21-20895) Karen Seimetz/Chicago Transit Authority, David Eldred/King County Metro Transit , William Moseley/Jackson Lewis PC Introduction (P21-21407) Robin Reitzes/San Francisco City Attorney's Office

134 1241

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Cancelled 1241 - Low Volume Road Improvements under the Great American Outdoors Act - CANCELLED Laura Fay, Western Transportation Institute (WTI), presiding Sponsored By Standing Committee on Low-Volume Roads, Standing Committee on Transportation Needs of National Parks and Public Lands

This invited speaker panel session will provide overviews of how four federal agencies (Bureau of Land Management, Forest Service, Fish and Wildlife Service, and the National Park Service) will use funds under the recently passed Great American Outdoors Act to improve their low volume road networks. The presentations will focus on embracing and implementing appropriate, cost-effective, and sustainable technologies developed in recent years.

Bureau of Land Management LVR Improvements (P21-20719) Rosemarie Spano/U.S. Bureau of Land Management Fish and Wildlife Service LVR Improvements (P21-20721) Andrea Smith/U.S. Fish and Wildlife Service Forest Service LVR Improvements (P21-20723) Gary Danczyk/U.S. Forest Service National Park Service LVR Improvements (P21-20724) Thomas Canick/U.S. National Park Service

1242

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 12 1242 - ASR Prevention Today: 80 years in the Making Michael Praul, Federal Highway Administration (FHWA), presiding Sponsored By Standing Committee on Durability of Concrete, Standing Committee on Advanced Concrete Materials and Characterization, Standing Committee on Properties of Concrete and Constituent Materials, Standing Committee on Durability of Concrete

Implementing AASHTO R80 to Prevent ASR (P21-20634) Michael Thomas/University of New Brunswick US Army Corps ASR Mitigation Program (P21-21180) Stephanie Wood/U.S. Army Corps of Engineers (USACE) Pennsylvania’s Experience Implementing AASHTO R 80 (P21-21181) Patricia Baer/Pennsylvania Department of Transportation

1243

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 11 1243 - What is at risk on the roadside? Raymond Willard, Washington State Department of Transportation, presiding Jennifer Hopwood, Xerces Society for Invertebrate Conservation, presiding Scott Lucas, Ohio Department of Transportation, presiding Ken Murray, California Department of Transportation (CALTRANS), presiding Sponsored By Standing Committee on Roadside Maintenance Operations

There are several causes that puts our roadsides at risk. Fire, invasive species, threats to pollinators, falling trees or landslides and climate change all affect the roadside in negative ways . During this panel session discussion, you will hear from colleagues around the United States talk about how they are dealing with the listed issues. Participants will also be able to ask questions and share their experiences. The goal for when you leave this session is you will have a better idea of what others are dealing with around the U.S. and what measures they are using to correct them and the mistakes they made along the way.

What is at risk on the roadside? (P21-21087) Jennifer Hopwood/Xerces Society for Invertebrate Conservation What is at risk on the roadside? - Washington State DOT Perspective (P21-20733) Raymond Willard/Washington State Department of Transportation

(continued) 135 What is at risk on the roadside? - Ohio State DOT Perspective (P21-21085) Scott Lucas/Ohio Department of Transportation What is at risk on the roadside? -California State DOT Perspective (P21-21086) Ken Murray/California Department of Transportation (CALTRANS)

1244 CM (1.50)

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 16A 1244 - Embracing the Future: The Journey to Transportation in 2070 Asha Agrawal, San Jose State University, presiding Sponsored By Section ‐ Transportation and Society, Subcommittee on Transportation History, Task Force on TRB Centennial

What will the transportation system look like in 2070? What path should the profession follow in the coming half-century to reach a desirable outcome? And what actions should transportation professionals be taking right now to move society towards that outcome? This session explores those questions with panelists who contributed to a TR News special issue on “Embracing the Future,” prepared as part of the TRB Centennial Celebration. The articles in that issue draw upon the past hundred years of transportation history to ground their vision of the coming five decades. The discussion will focus on safety, climate change and resiliency, infrastructure, transformative technology, and the form of the street.

Panelist (P21-20018) Annie Bennett/Georgetown University Panelist (P21-20015) Carlos Braceras/Utah Department of Transportation Panelist (P21-20016) Kevin Fang/Sonoma State University Panelist (P21-20017) Daniel McGehee/University of Iowa Panelist (P21-20019) Johanna Zmud/Texas A&M Transportation Institute About the TR News Special Edition (P21-21465) Sandra Larson/Stanley Consultants

1245

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 5 1245 - Innovation in Public Transit: Experiences with New Fare Payment Systems Candace Brakewood, University of Tennessee, Knoxville, presiding Sponsored By Standing Committee on Public Transportation Marketing and Fare Policy

This session will spotlight different perspectives on new fare payment technologies used in the transit industry . First, transit agencies with hands-on experience will discuss real world lessons, including presentations from the RTD in Denver and the MBTA in Boston. Then, private sector perspectives will be highlighted. This includes presentations from Uber on how to further integrate fare payment across on-demand and public transportation and from Visa, discussing both the transit customer and operator benefits of open loop-based transit and mobility payments. The last part will discuss the federal perspective and the role of the FTA’s research efforts to address the complex intersection of technology, policy, partnerships, and equity.

Implementing Fare Collection Systems at Denver's RTD (P21-21034) Tonya Anderson/Denver Regional Transportation District Low and High Tech, Old and New Tech: Payment and Policy on the Path from Legacy to Next-Generation Fare Technology (P21-21035) Andrew Stuntz/Massachusetts Bay Transportation Authority (MBTA) Integrating fare payment across on-demand and public transportation (P21-21064) Garrett Weiss/Uber | JUMP Transit customer and operator benefits of open loop-based transit and mobility payments (P21-21065) Joshua Martiesian/Visa

(continued) 136 FTA's research efforts to advance payments: technology, policy, partnerships and equity (P21-21066) Murat Omay/Federal Transit Administration (FTA)

1246

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 3 1246 - International Trade and Transportation Impacts of the USMCA in the North American Auto Industry Juan Carlos Villa, Texas A&M Transportation Institute, presiding Sponsored By Standing Committee on International Trade and Transportation

This event will gather stakeholders from U.S., Mexico and Canada to present their ideas on the impacts on the North American transportation and automotive supply chain systems with the implementation of the U.S.-Mexico-Canada trade agreement. Panelist include representatives from the automotive industry, a Class I railroad and a global econometric firm.

USMCA Auto Industry Impacts: The Mexican Auto Industry Perspective (P21-20136) Jose Zozaya/Association of the Mexican Auto Industry USMCA Auto Industry Impacts: Perspective from a Canadian Manufacturer (P21-20137) Karin I. Muller/Magna International Inc. USMCA Auto Industry Impacts: Global Economics (P21-20138) Peter Nagle/IHS Markit USMCA Auto Industry Impacts: Class I railroad Perspective (P21-20153) David L. Fleenor/BNSF Railway

1247

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 7 1247 - Airfield and Airspace Management: Responding to the Unexpected and Getting Ready for Recovery and Growth Yu Zhang, University of South Florida, presiding Sponsored By Standing Committee on Airfield and Airspace Performance

The Pandemic and Civil Aviation: Where We Have Been, and Where We Are Going (P21-20220) Joseph Post/Federal Aviation Administration (FAA) Ready for Every Journey—Airports’ Roles in Being Ready for COVID Recovery (P21-20221) Christopher Oswald/Airports Council International, North America Analyses of National Airspace System Operations Highlighting Opportunities for Airfield and Airspace Research (P21-20223) David Knorr/Federal Aviation Administration

1248

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1248 - Emerging Research in Bikeshare and Micro-Mobility Rebecca Sanders, Arizona State University, presiding Sponsored By Standing Committee on Bicycle Transportation, Joint Subcommittee on Emerging Vehicles for Low Speed Transportation (with ACH10, ANB40, and AP020)

Highlights of recent research in bikeshare and micro-mobility

Analysis of Perception About E-scooter Riders and Non-riders in Saudi Arabia: Survey Outputs (TRBAM-21-002 81) Mohammed Almannaa/King Saud University, Faisal Alsahhaf/King Saud University, Huthaifa Ashqar/King Saud University, Mohammed Elhenawy/King Saud University, Mahmoud Masoud/King Saud University, Andry Rakotonirainy/ King Saud University Joint Analysis of Scooter Sharing and Bikesharing Usage: A Structural Equation Modeling Approach (TRBAM-2 1-00511) Yi Jing/University of Maryland, Songhua Hu/University of Maryland, Hangfei Lin/University of Maryland

(continued) 137 Exploring the Factors that Influence Bike-Share Mode Substitution: The Case of the Sacramento Area Dock-les s E-bikes (TRBAM-21-00900) Tatsuya Fukushige/University of California, Davis, Dillon Fitch/University of California, Davis, Susan Handy/University of California, Davis Ride Sharing Bike Service in a Developing Urban Society: Safety Perspective - A Structural Equation Modeling Approach (TRBAM-21-01088) Nishatee Binte Shahid/Bangladesh University of Engineering and Technology, Sk. Nahia Ahsan/Bangladesh University of Engineering and Technology, Md. Istiak Jahan/Bangladesh University of Engineering and Technology, Md Asif Raihan /Bangladesh University of Engineering and Technology, Sumaiya Afrose Suma/Bangladesh University of Engineering and Technology, Md. Hadiuzzaman/Bangladesh University of Engineering and Technology Characteristics of dockless bike sharing trips connecting to subway: Distance decay function and influencing factors of catchment area (TRBAM-21-04418) Hongtai Yang/Southwest Jiaotong University, Yongbo Zou/Southwest Jiaotong University, Yaohu Xiong/Southwest Jiaotong University, Xiaobo Liu/Southwest Jiaotong University Factors Influencing Bicycle Sharing System Use: Case Studies of three Southern European Island Cities (TRBA M-21-01148) Suzanne Maas/University of Malta, Paraskevas Nikolaou/University of Malta, Maria Attard/University of Malta, Loukas Dimitriou/University of Malta Short-Term Prediction of Bike-Sharing Demand Using Multi-Source Data: An Attention-Based Graph Convolution LSTM Approach (TRBAM-21-01247) Yuchuan Jin/Southeast University, Xinwei Ma/Southeast University, Yufei Yuan/Southeast University, Mingjia He/Southe ast University Can Bike Share change Attitudes? Evidence from the Sacramento Region (TRBAM-21-01733) Dillon Fitch/Institute of Transportation Studies (ITS), Hossain Mohiuddin/Institute of Transportation Studies (ITS), Susan Handy/Institute of Transportation Studies (ITS) Exploring Self-balance of the Bike Amount of Dockless Bike Sharing (TRBAM-21-01210) Chao Qi/Southeast University, Xuewu Chen/Southeast University, Mingzhuang Hua/Southeast University, Shujie Zheng/ Southeast University Injury Burden of Introducing E-scooters: A review of E-scooter Injury Studies Using Retrospective Review of Emergency Department Records, 2015-2019 (TRBAM-21-01804) Nicole Iroz-Elardo/University of Arizona, Kristina Currans/University of Arizona The Impact of Dockless Bike-sharing System on Transfer Behavior at Metro Stations: Case Study in Shanghai ( TRBAM-21-01290) Feifei Xin/Tongji University, Yuxuan Luo/Tongji University, Xiaobo Wang/Tongji University The Impact of Dockless Bike Sharing System on Urban Public Transit Ridership (TRBAM-21-01953) Tian Wen/Tongji University, Yingying Xing/Tongji University Free-Floating Bicycle Sharing System Service Among Chinese University Students: Adoption, Usage and Satisfaction Analysis (TRBAM-21-01985) Xin Chen/Monash University, Zhenliang Ma/Monash University, Guobin Ye/Monash University, Zhibin Li/Monash University Estimating Environmental Benefits of Free-floating Bike Sharing Based on Life Cycle Assessment and Modal Shift: A Case of Nanjing, China (TRBAM-21-01992) Jinyang Zhang/Southeast University, Xuewu Chen/Southeast University, Mingzhuang Hua/Southeast University, Wendong Chen/Southeast University Enhancing the Accuracy of Peak Hourly Demand in Bike-Sharing Systems using a Graph Convolutional Network with Public Transit Usage Data (TRBAM-21-02108) Jung-Hoon Cho/Seoul National University, Seung-Woo Ham/Seoul National University, Dong-Kyu Kim/Seoul National University Understanding How Electric Bike-Sharing System Runs: A Case Study in Shanghai (TRBAM-21-02191) Jianhong Ye/Tongji University, Ruixiang Zhou/Tongji University, Jiahao Bai/Tongji University, Lei Gao/Tongji University, Ruixin Chen/Tongji University Patterns and Predictors of Dockless Bikeshare Trip Generation and Duration in Boston’s Suburbs (TRBAM-21- 02371) Steven Gehrke/Northern Arizona University, Bita Sadeghinasr/Northern Arizona University, Ryan (Qi) Wang/Northern Arizona University, Timothy Reardon/Northern Arizona University Equitable Distribution of Bikeshare Stations: A Multi-Objective Optimization Approach (TRBAM-21-02680) Xiaodong Qian/University of California, Davis, Miguel Jaller/University of California, Davis, Giovanni Circella/University of California, Davis

(continued) 138 How Does E-scooter Experience of Street Environment Influence Its Future Mode Choice? Neural Network Approach (TRBAM-21-02842) Zhejing Cao/Tsinghua University E-scooters in urban infrastructure: understanding sidewalk, bike lane, and roadway usage from trajectory data (TRBAM-21-02587) Natalia Zuniga-Garcia/University of Texas, Austin, Natalia Ruiz Juri/University of Texas, Austin, Kenneth Perrine/Univers ity of Texas, Austin, Randy Machemehl/University of Texas, Austin Bikeshare and Subway Ridership Changes During the COVID-19 Pandemic in New York City (TRBAM-21-02856) Haoyun Wang/Rutgers University, Robert Noland/Rutgers University, Peng Chen/Rutgers University E-Scooting versus Bicycling and Walking: Faster, More Convenient, and Better in the Heat, but Safety Still a Hindrance (TRBAM-21-03162) Rebecca Sanders/Arizona State University, Trisalyn Nelson/Arizona State University Application of Text Mining Techniques on User-Generated Reviews to Understand Scooter Rider Satisfaction ( TRBAM-21-03263) Javad Jomehpour Chahar Aman/Southern Methodist University, Janille Smith-Colin/Southern Methodist University Investigating the Impacts of E-Scooters on Bike-sharing System Ridership: A Data-Driven Study in Tucson, Arizona (TRBAM-21-03283) Adrian Cottam/University of Arizona, Xiaofeng Li/University of Arizona, Mohammad Shaon/University of Arizona, Yao-Ja n Wu/University of Arizona Exploring the Influence of Socio-Demographics and Latent Attitude Factors on Intention to Use Bike-Share: A Case Study from “Before” Bike-Share in the Sacramento Region (TRBAM-21-03551) Hossain Mohiuddin/University of California, Davis, Dillon Fitch/University of California, Davis, Susan Handy/University of California, Davis A Framework for Hourly Demand Forecasting of Bike-sharing Stations: A Case Study of the Four Main Gate Areas in Seoul (TRBAM-21-03670) Jungyeol Hong/University of Seoul, Eunryong Han/University of Seoul, Dongjoo Park/University of Seoul Dynamic Bike Sharing Traffic Prediction Using Spatiotemporal Pattern Detection (TRBAM-21-03765) Soheil Sohrabi/Texas A&M University, College Station, Alireza Ermagun/Texas A&M University, College Station A Multi-City Investigation of the Effect of Holidays on Bikeshare System Ridership (TRBAM-21-04343) Lori Palaio/University of South Florida, Tung Vo/University of South Florida, Michael Maness/University of South Florida, Robert Bertini/University of South Florida, Nikhil Menon/University of South Florida Modeling Determinants of Shared E-Scooters Usage in Chicago. (TRBAM-21-03988) Farzana Mehzabin Tuli/University of Arkansas, Fayetteville, Suman Mitra/University of Arkansas, Fayetteville

1249

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1249 - Truck and Bus Safety Research Sponsored By Standing Committee on Truck and Bus Safety

Investigating Commercial Truck Driver Injury Severity based on Unsafe Driving Actions on a Mountainous Freeway: A Hierarchical Bayesian Random Intercept Approach (TRBAM-21-00044) Muhammad Tahmidul Haq/University of Wyoming, Milan Zlatkovic/University of Wyoming, Khaled Ksaibati/University of Wyoming Analyzing the Severity of Truck Crashes Using a Random-Thresholds Random-Parameters Hierarchical Ordered Probit Approach (TRBAM-21-00137) Ehsan Rahimi/University of Illinois, Chicago, Ali Shamshiripour/University of Illinois, Chicago, Amir Samimi/University of Illinois, Chicago, Abolfazl Mohammadian/University of Illinois, Chicago Injury Severity Analysis of Drivers of Large Trucks at Unsignilized Intersections (TRBAM-21-00357) Nabeel Al-Bdairi/University of Wasit, Jason Anderson/University of Wasit, Salvador Hernandez/University of Wasit Investigating Head-On Crash Severity Involving Commercial Motor Vehicles in Kentucky (TRBAM-21-00388) James Smith/Western Kentucky University, Mehdi Hosseinpour/Western Kentucky University, Ryan Mains/Western Kentucky University, Nathanael Hummel/Western Kentucky University, Kirolos Haleem/Western Kentucky University The Role of Truckers’ Behaviors in Traffic Crashes: An Integrated Spatio-temporal Injury Severity Analysis (TR BAM-21-00399) Xiaobing Li/University of Alabama, Jun Liu/University of Alabama, Qifan Nie/University of Alabama, Xing Fu/University of Alabama, Shashi Nambisan/University of Alabama, Asad J. Khattak/University of Alabama

(continued) 139 Health Conditions, Driving Practice, and Self-Reported Fatigue among Long-Haul Truck Drivers: The National Survey of U.S. Long-Haul Truck Driver Health and Injury (TRBAM-21-00612) William Sieber/National Institute for Occupational Safety and Health, Marie Sweeney/National Institute for Occupational Safety and Health, Edward Hitchcock/National Institute for Occupational Safety and Health, Cynthia Robinson/National Institute for Occupational Safety and Health, Guang-Xiang Chen/National Institute for Occupational Safety and Health, Jennifer Lincoln/National Institute for Occupational Safety and Health, Imelda Wong/National Institute for Occupational Safety and Health Cable Median Barrier Effect on Commercial Vehicle Crossover Crashes (TRBAM-21-00613) Nick Stamatiadis/Kentucky Transportation Center, Shraddha Sagar/Kentucky Transportation Center, amantha Wright/K entucky Transportation Center, Eric Green/Kentucky Transportation Center, Reginald Souleyrette/Kentucky Transportation Center Relationship between Programmed Heavy Vehicle Inspections and Traffic Safety (TRBAM-21-01028) Behrang Assemi/Queensland University of Technology, Mark Hickman/Queensland University of Technology, Alexander Paz/Queensland University of Technology Examining Driver Injury Severity in Single-Vehicle Road Departure Crashes Involving Large Trucks (TRBAM-21- 01444) Mehdi Hosseinpour/Western Kentucky University, Kirolos Haleem/Western Kentucky University Analysis of Truck-Involved Work Zone Crash Fatalities in Florida (TRBAM-21-01584) Rajesh Gupta/Florida International University, Hamidreza Asgari/Florida International University, Ghazaleh Azimi/Florida International University, Alireza Rahimi/Florida International University, Xia Jin/Florida International University Evaluating the Performance and Cost-Effectiveness of Air Disc Brakes and Air Drum Brakes with Respect to Variations in Grade and Speed (TRBAM-21-01659) Vincent Ampadu/University of Wyoming, Anas Alrijjal/University of Wyoming, Khaled Ksaibati/University of Wyoming A Recursive Bivariate Probit Analysis of Injury Severity and Non-Truck Fault Actions in Large Truck-related Crashes on Florida Suburban Roads (TRBAM-21-02758) Zhenyu Wang/University of South Florida, Abhijit Vasili/University of South Florida, Runan Yang/University of South Florida Exploring the Effects of Physical Condition and Driving Errors of At-fault Drivers on Injury Severity of Large Truck Angle Crashes (TRBAM-21-03621) Amin Mohammadnazar/University of Tennessee, Knoxville, Iman Mahdinia/University of Tennessee, Knoxville, Ramin Arvin/University of Tennessee, Knoxville, Asad J. Khattak/University of Tennessee, Knoxville Exploring the Influence of Off-network and On-network Characteristics on Truck Crash Injury Severity (TRBAM -21-03669) Sarvani Duvvuri/University of North Carolina, Charlotte, Sonu Mathew/University of North Carolina, Charlotte, Srinivas Pulugurtha/University of North Carolina, Charlotte Safety Performance Assessment of Connected Vehicles in Mitigating the Risk of Secondary Crashes: A Driving Simulator Study (TRBAM-21-03861) Sherif Gaweesh/University of Wyoming, Arash Khoda Bakhshi/University of Wyoming, Mohamed Ahmed/University of Wyoming AN ANALYSIS OF SINGLE-VEHICLE truck CRASHES ON RURAL CURVED SEGMENTS ACCOUNTING FOR UNOBSERVED HETEROGENEITY (TRBAM-21-03928) Mouyid Islam/University of South Florida, Parisa Hosseini/University of South Florida, Mohammad Jalayer/University of South Florida

1250

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1250 - Information Systems and Technology Guohui Zhang, University of Hawai'i, Manoa, presiding Sponsored By Standing Committee on Information Systems and Technology

The AED30 Information Systems and Technology Committee provides strategic leadership within TRB regarding the use of advanced computing and technology to provide optimal transportation solutions and outcomes. This Paper Presentation session will feature selected papers reviewed by the AED30 Committee for the 2021 Annual Meeting.

A Generalized Procedure for Determining When Street Maintenance Activities Should be Allowed (TRBAM-21-0 0375) Ahmed Samiel Ahsan/University of Texas, Austin, Randy Machemehl/University of Texas, Austin

(continued) 140 Estimating Traffic Volume with Limited Observations: A Combination of Sampling Expansion and Geographically Weighted Poisson Regression (TRBAM-21-00512) Yi Jing/University of Maryland, Songhua Hu/University of Maryland, Hangfei Lin/University of Maryland Smartphone Sensors Transportation Mode Data Classification of Vulnerable Road Users (TRBAM-21-00661) Huthaifa Ashqar/Booz Allen Hamilton, Inc., Mohammed Elhenawy/Booz Allen Hamilton, Inc., Mahmoud Masoud/Booz Allen Hamilton, Inc., Mohammed Almannaa/Booz Allen Hamilton, Inc., Andry Rakotonirainy/Booz Allen Hamilton, Inc., Hesham Rakha/Booz Allen Hamilton, Inc. Third-Party Vehicle Data Collection for ADAS Analysis (TRBAM-21-00816) Keith Campbell/The MITRE Corporation, Kathleen Berman/The MITRE Corporation, Valerie Gawron/The MITRE Corporation, Jeffrey Long/The MITRE Corporation, Samir Yuha/The MITRE Corporation A Vehicle Identification Sensor Location Model for the Reliable Observation of Routes Flows Considering Sensor Failure Probability (TRBAM-21-00872) Hessam Arefkhani/Sharif University of Technology, Yousef Shafahi/Sharif University of Technology A Review on Big Data Safety Analytics under the Environment of Intelligent Transportation Systems (TRBAM-2 1-00941) Yanqi Lian/Central South University, Jaeyoung Lee/Central South University, Guoqing Zhang/Central South University, Helai Huang/Central South University Road Safety Diagnostics using Roadside Video Data Based on Car Pose Detection (TRBAM-21-00964) Yina Wu/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida, Ou Zheng/University of Central Florida, Jinghui Yuan/University of Central Florida Dynamics of Mobility Amid Covid-19 Pandemic – Geospatial Approach with A Case Study of Tennessee (TRBA M-21-01020) Nima Hoseinzadeh/University of Tennessee, Knoxville, Yangsong Gu/University of Tennessee, Knoxville, Hairuilong Zhang/University of Tennessee, Knoxville, Lee Han/University of Tennessee, Knoxville, Hyun Kim/University of Tennessee, Knoxville, Brad Freeze/University of Tennessee, Knoxville Predicting crash risk in real-time using vehicle trajectory and Surrogate Safety Measures (TRBAM-21-01116) Lingfeng Peng/Wuhan University of Technology, Nengchao Lyu/Wuhan University of Technology, Chaozhong Wu/Wuha n University of Technology Optimization and Estimation Algorithm of Vehicle Spatial Form Based on Monocular Traffic Camera (TRBAM-21 -01192) Wei Wang/Chang'an University, Xinyao Tang/Chang'an University, Hua Cui/Chang'an University, Ying Li/Chang'an University Exploring Individual Mobility Patterns Based on Geolocation Data from Mobile Phones (TRBAM-21-01547) Biao YIN/Ecole des Ponts ParisTech, Fabien Leurent/Ecole des Ponts ParisTech Heterogeneous Links Between Real-World Driving Volatility and Driving Stress Using Integrated CAN-Bus and Biometric Health Data (TRBAM-21-01626) Behram Wali/Massachusetts Institute of Technology, Sebastiano Milardo/Massachusetts Institute of Technology, Umberto Fugiglando/Massachusetts Institute of Technology, Paolo Santi/Massachusetts Institute of Technology, Carlo Ratti/Massachusetts Institute of Technology Observed Mobility Behavior Data Reveal “Social Distancing Inertia” (TRBAM-21-01817) Sepehr Ghader/University of Maryland, College Park, Jun Zhao/University of Maryland, College Park, Minha Lee/Univer sity of Maryland, College Park, Weiyi Zhou/University of Maryland, College Park, Guangchen Zhao/University of Maryland, College Park, Lei Zhang/University of Maryland, College Park A Fully Automated Algorithm for Light Poles Detection and Mapping in Rural Highway Environment using Mobile LiDAR Point Clouds (TRBAM-21-02121) Maged Gouda/University of Alberta, Amr Shalkamy/University of Alberta, Xinyi Li/University of Alberta, Karim El-Basyou ny/University of Alberta Co-occurrence Patterns among Subgrade Distresses using Association Rule Mining (TRBAM-21-02221) Qian Gao/Tongji University, Chenglong Liu/Tongji University, Yishun Li/Tongji University, Yue Qiu/Tongji University, Yuchuan Du/Tongji University, Han Zhang/Tongji University TREAD - PRIVACY PRESERVING INCENTIVIZED CONNECTED VEHICLES MOBILITY DATA STORAGE ON IPFS- ENABLED BLOCKCHAIN (TRBAM-21-02593) Junaid Khan/Western Washington University, Kavyashree Bangalore/Western Washington University, Abdullah Kurkcu/ Western Washington University, Kaan Ozbay/Western Washington University A framework for controlling connected autonomous vehicle movements using deep reinforcement learning and spatially-weighted data integration (TRBAM-21-02617) Jiqian Dong/Purdue University, Sikai Chen/Purdue University, Paul (Young Joun) Ha/Purdue University, Yujie Li/Purdue University, Runjia Du/Purdue University, Aaron Steinfeld/Purdue University, Samuel Labi/Purdue University

(continued) 141 Tweeting Transport: Sentiment Analysis of Transportation and Mobility Related Tweets (TRBAM-21-02912) Michalis Pouliasis/Aristotle University of Thessaloniki, Anastasia Nikolaidou/Aristotle University of Thessaloniki, Georgios Georgiadis/Aristotle University of Thessaloniki, Ioannis Politis/Aristotle University of Thessaloniki, Panagiotis Papaioannou/Aristotle University of Thessaloniki Inferring User Perception towards Active Mobility: A Real-Time Twitter Data Mining Approach to Evaluate Qualitative Level of Service for Active Transportation Facilities (TRBAM-21-02955) Rezaur Rahman/University of Central Florida, Kazi Redwan Shabab/University of Central Florida, Mohamed H. Zaki/Uni versity of Central Florida, Samiul Hasan/University of Central Florida Traffic Performance Score for Measuring the Impact of COVID-19 on Urban Mobility (TRBAM-21-03201) Zhiyong Cui/University of Washington, Meixin Zhu/University of Washington, Shuo Wang/University of Washington, Pengfei Wang/University of Washington, Yang Zhou/University of Washington, Qianxia Cao/University of Washington, Cole Kopca/University of Washington, Yinhai Wang/University of Washington Identifying Wrong-Way Driving Incidents from Regular Traffic Videos Using Unsupervised Trajectory-based Method (TRBAM-21-03246) Qing Chang/Auburn University, Jiaxiang Ren/Auburn University, Huaguo Zhou/Auburn University, Yang Zhou/Auburn University, Yukun Song/Auburn University Estimation of the Vehicle Speed using Cross-Correlation Algorithms and MEMS Wireless Sensors (TRBAM-21-0 3345) Cheng Zhang/Pennsylvania State University, University Park, Shihui Shen/Pennsylvania State University, University Park, Bin Shi/Pennsylvania State University, University Park, Hai Huang/Pennsylvania State University, University Park, Lijun SUN/Pennsylvania State University, University Park A Parametric Evaluation of IoT Applications to Freight Transportation Using Model-Based Systems Engineering (TRBAM-21-03384) Aldo D Fabregas/Florida Institute of Technology, Paul Crawford/Florida Institute of Technology, Rodrigo Mesa-Arango/Fl orida Institute of Technology, Agustina Calatayud/Florida Institute of Technology Surrounding Vehicles’ Contribution to Car-Following Models: A Deep-Learning Based Analysis (TRBAM-21-035 21) Saeed Vasebi/Stevens Institute of Technology, Yeganeh Hayeri/Stevens Institute of Technology, Peter Jin/Stevens Institute of Technology Case Study of Challenges and Solutions of Infrastructure Information Modeling (TRBAM-21-03752) Xingzhou Guo/Purdue University, Yunfeng Chen/Purdue University, Jiansong Zhang/Purdue University An Interactive Web App for the Sharing and Visualization of Traffic Simulation Results (TRBAM-21-03888) Haowen Xu/Oak Ridge National Laboratory, Chieh (Ross) Wang/Oak Ridge National Laboratory, Anne Berres/Oak Ridge National Laboratory, Tim LaClair/Oak Ridge National Laboratory An Engaged Informatics Approach to Distinguishing the Last Mile Problem in Public Transit (TRBAM-21-03911) Si Chen/University of Illinois, Urbana-Champaign, Brian Deal/University of Illinois, Urbana-Champaign, Shaowen Wang/ University of Illinois, Urbana-Champaign, Julie Cidell/University of Illinois, Urbana-Champaign Novel Network-Scale Traffic Sensing Approach Using Multi-camera Object Tracking and Re-Identification (TRB AM-21-04114) Hao Yang/University of Washington, Meixin Zhu/University of Washington, Ruimin Ke/University of Washington, Chenxi Liu/University of Washington, Yinhai Wang/University of Washington IoT System for Real-Time Near-Crash Detection for Automated Vehicle Testing (TRBAM-21-04141) Ruimin Ke/University of Washington, Zhiyong Cui/University of Washington, Yanlong Chen/University of Washington, Meixin Zhu/University of Washington, Yinhai Wang/University of Washington Cloud- versus Server-based Virtual Sensor Network based on 511 Traffic Video Streams: An Experiment with an Enhanced Spatial-Temporal-Map based Platform (TRBAM-21-04367) Yi Ge/Rutgers University, New Brunswick, Peter Jin/Rutgers University, New Brunswick, Tianya Zhang/Rutgers University, New Brunswick, Jonathan Martinez/Rutgers University, New Brunswick

1251

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session Artificial Intelligence, Uncertainties and Design Aspects of Foundations Sponsored By Standing Committee on Foundations of Bridges and Other Structures

Artificial intelligence, uncertainties in situ variability for foundation design and foundation design methodologies are presented.

(continued) 142 Evaluating the Effect of Site Variability on the Bearing Capacity Resistance Factor of Foundations and the Slope Stability Analysis (TRBAM-21-00221) Ismaail Ghaaowd/Louisiana Department of Transportation and Development, Murad Abu-Farsakh/Louisiana Department of Transportation and Development, MD Habibur Rahman/Louisiana Department of Transportation and Development Evaluating the Pile Set-up Parameter, ‘A’, using Artificial Neural Network (TRBAM-21-00231) Md Ariful Mojumder/Louisiana Department of Transportation and Development, Murad Abu-Farsakh/Louisiana Department of Transportation and Development, Shengli Chen/Louisiana Department of Transportation and Development Interface Behavior of Clay due to Heating-Cooling Cycle (TRBAM-21-01723) Abedalqader Idries/Louisiana Department of Transportation and Development, Murad Abu-Farsakh/Louisiana Department of Transportation and Development, Shengli Chen/Louisiana Department of Transportation and Development Evaluation of Effective Stress-Beta Method’s Design Coefficients Using Machine Learning (TRBAM-21-03872) Rakesh Salunke/Jackson State University, Nur Mohammad Shuman/Jackson State University, Mohammad Sadik Khan /Jackson State University SIMPLIFIED DESIGN METHOD FOR SMALL DIAMETER HELICAL PILE (TRBAM-21-03880) Nur Mohammad Shuman/Jackson State University, Mohammad Sadik Khan/Jackson State University, Farshad Amini/J ackson State University

1252

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1252 - Emerging Topics in Asphalt Binder Research: Chemistry and Characterization Emad Kassem, University of Idaho, presiding Ramez Hajj, University of Illinois, Urbana-Champaign, presiding Sponsored By Standing Committee on Binders for Flexible Pavement

Fatigue Tolerance of Aged Modified Asphalt Binders Using Linear Amplitude Sweep (TRBAM-21-00863) Javier García Mainieri/University of Illinois, Urbana-Champaign, Punit Singhvi/University of Illinois, Urbana-Champaign, Hasan Ozer/University of Illinois, Urbana-Champaign, Brajendra Sharma/University of Illinois, Urbana-Champaign, Imad Al-Qadi/University of Illinois, Urbana-Champaign Composition dependence of glass transition in epoxy-asphalt (TRBAM-21-00334) Panos Apostolidis/Technische Universiteit Delft, Xueyan Liu/Technische Universiteit Delft, Sandra Erkens/Technische Universiteit Delft, Athanasios Skarpas/Technische Universiteit Delft Effect of Iran Rock Asphalt on the Performance of Waste Bio-oil Modified Asphalts: A Chemo-rheological Characterization (TRBAM-21-00577) Jianmin Ma/Tongji University, Guoqiang Sun/Tongji University, Daquan Sun/Tongji University, Mingjun Hu/Tongji University, Tong Lu/Tongji University, Lei Xu/Tongji University Examining Different Alternatives to Delta Tc (ΔTc) as a Parameter to Screen Asphalt Binders (TRBAM-21-00489) Satyavati Komaragiri/University of Texas, Austin, Angelo Filonzi/University of Texas, Austin, Eliud Guevara/University of Texas, Austin, Darren Hazlett/University of Texas, Austin, Enad Mahmoud/University of Texas, Austin, Amit Bhasin/Univ ersity of Texas, Austin Fatigue Crack Density of Asphalt Binders under Controlled-stress Rotational Shear Load Testing (TRBAM-21-0 0341) Chenguang Shi/Southeast University, Xing Cai/Southeast University, Xingyu Yi/Southeast University, Tianling Wang/So utheast University, Jun Yang/Southeast University Atomic Simulation of Asphalt Adsorption on Steel Slag: Sensitivity Analysis of Temperature and Moisture (TRB AM-21-00066) Jinzhou Liu/Southeast University, Bin Yu/Southeast University, Lu Li/Southeast University, Chuanyu Xiao/Southeast University Understanding the theoretical and empirical relationships between asphalt binder cracking indicators (TRBAM- 21-00291) Ramez Hajj/University of Illinois, Urbana-Champaign, Scott Young/University of Illinois, Urbana-Champaign The Role of Binders in Mixture Cracking Resistance Measured by IDEAL-CT Test (TRBAM-21-00301) Hui Chen/University of Wisconsin, Madison, Yuan Zhang/University of Wisconsin, Madison, Hussain Bahia/University of Wisconsin, Madison Asphalt Binder Characterization using Waveform-based Viscoelastic Measures (TRBAM-21-03017) Saqib Gulzar/North Carolina State University, Benjamin Underwood/North Carolina State University

(continued) 143 Estimating the Healing Characteristic of Asphalt Binder Using the LASH Test (TRBAM-21-02047) Chao Wang/Beijing University of Technology, Yifang Chen/Beijing University of Technology, Guanyu Gong/Beijing University of Technology, Yanguang Sun/Beijing University of Technology Weathering Mechanisms in Bitumen Modified With Polyphosphoric Acid (TRBAM-21-03814) Amirul Rajib/Arizona State University, Albert Hung/Arizona State University, Ellie Fini/Arizona State University Study of The Inter-diffusion Characteristics and Cracking Resistance of Recycled Asphalt Binders Using Molecular Dynamics Simulation (TRBAM-21-02097) Bingyan Cui/Southeast University, Xingyu Gu/Southeast University Comparison and Evaluation of Different Test Methods and Models for Determining ZSV of Asphalt Binder (TRB AM-21-02418) Honglei Wang/Tongji University, Shihui Shen/Tongji University, Zhuohui Tao/Tongji University, Xue Wang/Tongji University Relation between the Morphology of Asphalt Rubber Binders and their Performance (TRBAM-21-03153) Mohyeldin Ragab/Pure Asphalt Company, Magdy Abdelrahman/Pure Asphalt Company, Mohamed Attia/Pure Asphalt Company Effect of Chemical Changes in Asphalt Fractions on Performance of Crumb Rubber Modified Binders (TRBAM- 21-03282) Mohyeldin Ragab/Pure Asphalt Company, Magdy Abdelrahman/Pure Asphalt Company, Mohamed Attia/Pure Asphalt Company Correlation between Laboratory and Natural Aging Using the Low-Temperature Performance Test with Bending Beam Rheometer (TRBAM-21-03995) Abu Sufian Mohammad Asib/University of Utah, Pedro Romero/University of Utah Relation between the ESEM Microstructure and Rheological Property of Rejuvenated SBS Modified Bitumen (T RBAM-21-01670) Peng Lin/Tongji University, Jiading, Xueyan Liu/Tongji University, Jiading, Panos Apostolidis/Tongji University, Jiading, Sandra Erkens/Tongji University, Jiading, Yi Zhang/Tongji University, Jiading, Shisong Ren/Tongji University, Jiading Rheological and Chemical Evaluation of Soy-based Asphalt Rejuvenators (TRBAM-21-03437) Felipe Santos/University of São Paulo, Adalberto Faxina/University of São Paulo

1253

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1253 - Advances in Mobile Source Emissions and Air Quality Modelling Marianne Hatzopoulou, University of Toronto, presiding Sponsored By Standing Committee on Air Quality and Greenhouse Gas Mitigation

Eco-Routing Method for Electric Vehicles based on Vehicle Specific Power: A Case Study in Beijing (TRBAM-21 -04180) Xue Lei/Beijing Jiaotong University, Guohua Song/Beijing Jiaotong University, Zhiqiang Zhai/Beijing Jiaotong University, Yizheng Wu/Beijing Jiaotong University, Zufen Li/Beijing Jiaotong University A Scoring System to Evaluate Eco-Driving Using Driving Behaviour and Vehicle Characteristics for Usage-base d Insurance (TRBAM-21-01826) Junshi Xu/University of Toronto, Ran Tu/University of Toronto, Usman Ahmed/University of Toronto, Glareh Amirjamshidi/University of Toronto, Marianne Hatzopoulou/University of Toronto, Matthew J Roorda/University of Toronto Fuel Consumption Intersection Control Performance Index – A Measure Equivalent to Excess Fuel Consumption caused by Traffic Control (TRBAM-21-01622) Aleksandar Stevanovic/University of Pittsburgh, Suhaib Al Shayeb/University of Pittsburgh, Satya Patra/University of Pittsburgh A Novel Modal Emission Modeling Approach and its Application with On-Road Emission Measurements (TRBA M-21-00858) An Wang/University of Toronto, Ran Tu/University of Toronto, Junshi Xu/University of Toronto, Zhiqiang Zhai/University of Toronto, Marianne Hatzopoulou/University of Toronto Investigation of MOVES Project-Level Uncertainty: Impact of Temporal- and Spatial- Aggregation of Onroad Operating Conditions on Emission Rate Estimates (TRBAM-21-03636) Hongyu Lu/Georgia Institute of Technology (Georgia Tech), Haobing Liu/Georgia Institute of Technology (Georgia Tech), Tian Xia/Georgia Institute of Technology (Georgia Tech), Angshuman Guin/Georgia Institute of Technology (Georgia Tech), Michael Rodgers/Georgia Institute of Technology (Georgia Tech), Randall Guensler/Georgia Institute of Technology (Georgia Tech)

(continued) 144 The Emission Implications of Plug-in Hybrid Electric Vehicles: An Empirical Exploration of Engine Starts (TRBA M-21-02116) Vaishnavi Karanam/University of California, Davis, Gil Tal/University of California, Davis Investigating Impacts of Various Operational Conditions on Fuel Consumption and Stop Penalty at Signalized Intersections (TRBAM-21-03499) Suhaib Al Shayeb/University of Pittsburgh, Aleksandar Stevanovic/University of Pittsburgh Vehicle emissions estimation using naturalistic data from a swarm of drones (TRBAM-21-03078) Martí Montesinos Ferrer/Ecole Polytechnique Federale de Lausanne (EPFL), Emmanouil Barmpounakis/Ecole Polytechnique Federale de Lausanne (EPFL), Nikolas Geroliminis/Ecole Polytechnique Federale de Lausanne (EPFL), Eric Gonzales/Ecole Polytechnique Federale de Lausanne (EPFL) Link-based Traffic Volume Forecasting for Dynamic Emission Estimation Based on Pattern Clustering and Recognition (TRBAM-21-04182) Mengxue Ge/Beijing Jiaotong University, Guohua Song/Beijing Jiaotong University, Jinrui Zang/Beijing Jiaotong University, Yizheng Wu/Beijing Jiaotong University, Lei Yu/Beijing Jiaotong University Microscopic Spatial and Temporal Variability in Real-World Light Duty Gasoline Vehicle Emission Rates (TRBA M-21-03936) H. Christopher Frey/North Carolina State University, Maryam Delavarrafiee/North Carolina State University, Sanjam Singh/North Carolina State University EMPIRICAL MODELLING OF TRAFFIC-INDUCED AIR POLLUTION (TRBAM-21-00432) Zhongyang Lu/City University of Hong Kong, Andy Chow/City University of Hong Kong, Jacky Leung/City University of Hong Kong, Haydn Kwok/City University of Hong Kong, Sammy Cheung/City University of Hong Kong A Surrogate Approach for Estimating Vehicle-Related Emissions under Heterogenous Traffic Patterns (TRBAM- 21-03401) Yunteng Zhang/University of South Carolina, YUCHE CHEN/University of South Carolina, Nathan Huynh/University of South Carolina, Gurcan Comert/University of South Carolina On-road vs. Software-based Measurements: On Validity of Fuel, CO2, NOx, and PM Predictions by US EPA’s MOVES (TRBAM-21-02113) Ehsan Moradi/McGill University, Luis Miranda-Moreno/McGill University Capabilities and Limitations of Telematics for Vehicle Emissions Inventories (TRBAM-21-03038) John Koupal/Eastern Research Group, Inc., Allison DenBleyker/Eastern Research Group, Inc., Gopi Manne/Eastern Research Group, Inc., Maia Batista/Eastern Research Group, Inc., Thomas Schmitt/Eastern Research Group, Inc. Evaluation of Sustainability of Transport Systems in Europe using Data envelopment analysis (DEA) (TRBAM-2 1-03005) Megha Jose Kandappassery/Trinity College, Dublin, Boban Djordjevic/Trinity College, Dublin, Bidisha Ghosh/Trinity College, Dublin Real World Emissions under Local Drive Cycles and Comparison with Certification Testing (TRBAM-21-01885) Ran Tu/Southeast University, Junshi Xu/Southeast University, An Wang/Southeast University, Zhiqiang Zhai/Southeast University, Marianne Hatzopoulou/Southeast University An alternative method for developing CO2 emission rates database in Chinese counties (TRBAM-21-00838) Jing Gan/Southeast University, linheng Li/Southeast University, Qiaojun Xiang/Southeast University, Bin Ran/Southeast University Urban Emission Estimation and Uncertainty Analysis of Nonroad Construction Machinery with Field Measurement: A Case Study in Nanjing, China (TRBAM-21-01702) Ran Tu/Southeast University, Chunsheng Meng/Southeast University, Tiezhu Li/Southeast University, Yisong Xie/South east University, Fangjian Xie/Southeast University, Feng Yang/Southeast University

1254

Tuesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1254 - The People Part of Transit Frances Fisher, Bay Area Rapid Transit (BART), presiding Sponsored By Standing Committee on Transit Management and Performance

Research on operator and rider behavior and ways of improving ridership for specific subgroups of the riding public.

Social norms matter: University students’ misbehaviors in the metro carriage (TRBAM-21-00674) Dong Zhang/Dalian University of Technology, Farrukh Baig/Dalian University of Technology, Farrukh Baig/Dalian University of Technology, Hong-feng Xu/Dalian University of Technology, Hui Jin/Dalian University of Technology, Li Li/D alian University of Technology

(continued) 145 Express Access: Assessing the Equity Implications of Bus Express Routes on Montreal, Canada (TRBAM-21-01 260) Anastasia Belikow/McGill University, James DeWeese/McGill University, Ahmed El-Geneidy/McGill University Transit Blues in the Golden State: Comparing Transit Ridership Trends in Greater Los Angeles and the San Francisco Bay Area (TRBAM-21-01772) Jacob Wasserman/University of California, Los Angeles, Brian Taylor/University of California, Los Angeles An Analysis of the Effectiveness of the Priority Seat in Transportation: Through a Comparative Study of Six Areas in Japan (TRBAM-21-02252) Yoshito Dobashi/Utsunomiya University, Katsunori Suzuki/Utsunomiya University, Nobuaki Ohmori/Utsunomiya University “Without Transportation, Everything would be Difficult”: Transportation Barriers among Immigrant Women Experiencing Intimate Partner Violence (TRBAM-21-03100) Shamsun Nahar/Texas Woman's University, Courtney Cronley/Texas Woman's University Driving Behavior Study of Bus Drivers: An Insight to Job Satisfaction (TRBAM-21-03658) Xuesong Wang/Tongji University, Shoumic Chowdhury/Tongji University, Yujun Jiao/Tongji University

Tuesday, 05:30 p.m. - 07:00 p.m., Virtual Sessions, Networking Room 3 Risk and Resilience Caucus John Contestabile, Skyline Technology Solutions, presiding William Anderson, Transportation Research Board, presiding Jeffrey Western, Western Management and Consulting, LLC, presiding Sponsored By Section ‐ Transportation Systems Resilience, Standing Committee on Critical Transportation Infrastructure Protection, Standing Committee on Disaster Response, Emergency Evacuations, and Business Continuity, Standing Committee on Transportation for National Defense, Standing Committee on Systems, Enterprise, and Cyber Resilience, Standing Committee on Extreme Weather and Climate Change Adaptation, Standing Committee on Transit Safety And Security

This is a networking and information sharing event around the topic of risk and resilience at TRB .

Tuesday, 05:30 p.m. - 07:00 p.m., Virtual Sessions, Networking Room 2 Rail Caucus Sponsored By Rail Group

146 Wednesday, January 27 (Sessions 1062, 1171, 1255 - 1339)

1255

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 6 1255 - What to Expect in the Upcoming HCM 6.1 Edition Tom Creasey, Caliper Corporation, presiding Sponsored By Standing Committee on Highway Capacity and Quality of Service

New Pedestrian Methods (P21-20206) Paul Ryus/Kittelson & Associates, Inc. (KAI) New Freeway-Arterial Network Method (P21-20207) Ageliki Elefteriadou/University of Florida Capacity Impacts of Connected and Autonomous Vehicles (P21-20208) Bastian Schroeder/Kittelson & Associates, Inc. (KAI), Brian Dunn/Oregon Department of Transportation Key Errata for Interrupted Flow Methods (P21-20209) Bill Cisco/PTV Group Key Errata and Changes for Uninterrupted Flow Methods (P21-20210) Alexandra Kondyli/University of Kansas Future Direction of the HCM (P21-20211) Tom Creasey/Caliper Corporation

1256

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 8 1256 - Perspectives in Traffic Safety Management During a Pandemic Eric Tang, VHB, presiding Stephanie Malinoff, University of Minnesota, Twin Cities, presiding Sponsored By Standing Committee on Transportation Safety Management Systems

Travel patterns across the US during the COVID-19 pandemic were marked by a dramatic decline in vehicle miles traveled followed by a gradual recovery resulting in travel volumes near pre-pandemic levels. However, crash statistics have not mirrored that of travel patterns. Despite the reduction in traveled miles, motor vehicle fatalities have increased in many States. With less congestion on roadways, drivers can maintain higher speeds for longer periods and in several instances have greatly exceeded speed limits. Crashes at higher speeds have a lower survivability rate. In this session, the panel will address how a Safe System approach can tackle the challenges presented not only in traditional circumstances but also during pandemic.

Global Road Safety Management and Safe System Development during COVID (P21-20639) Soames Job/The World Bank Rethinking Safety: A New Safety Paradigm for Caltrans (P21-20637) Rachel Carpenter/California Department of Transportation (CALTRANS) Rethinking City Streets for Pandemic Response (P21-20641) Jenny O'Connell/NACTO-GDCI

1257

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 4 1257 - The Future of Freight Vehicle Data: Collection Methods and Applications Daniel Smith, Tioga Group, presiding Sponsored By Standing Committee on Freight Transportation Data, Standing Committee on Trucking Industry Research , Joint Subcommittee on Truck Size and Weight (with AR000 and AF000)

During this session, an expert panel will discuss varying methods for collecting freight vehicle data at national, state, and local scales. Speakers will also detail existing or potential applications of the resulting datasets to inform freight planning, operations, and decision-making.

Characterizing Freight Trucks using Advanced Technology-Based Methods (P21-20274) Andre Tok/University of California, Irvine

(continued) 147 Freight Vehicle Data for Urban Applications (P21-20275) Gabriela del Carmen Giron Valderrama/University of Washington The Upcoming Vehicle Inventory and Use Survey (P21-20277) Janine McFadden/Office of the Assistant Secretary for Research and Technology (OST-R) Applications of California Vehicle Inventory and Use Survey Data (P21-20581) Kalin Pacheco/California Department of Transportation (CALTRANS)

1258

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 10 1258 - Transportation Demand Management Research Showcase Tien-Tien Chan, Massachusetts Bay Transportation Authority (MBTA), presiding Sponsored By Standing Committee on Transportation Demand Management

This session features presentations by the authors of the highest rated papers reviewed by the Transportation Demand Management Committee covering the topics of congestion pricing, shared mobility, parking management, connected and autonomous vehicles, transportation networking companies, the impact of COVID-19, and spatial modeling. These papers will likely inform future decision making and implementation of TDM strategies as agencies grapple with long term changes in infrastructure utilization and declining funding for investment.

Variable Congestion Tolling and Shared Mobility: A Match Worth Making? (P21-20851) Patrick DeCorla-Souza/Federal Highway Administration (FHWA) Long-Term Forecasting of Off-Street Parking Occupancy for Smart Cities (P21-20854) Elisabeth Fokker/Vrije Universiteit, Amsterdam Quantifying the Impacts of the COVID-19 Pandemic on Willingness to Pay for Travel Time Savings and Reliability for Passenger Vehicle Drivers (P21-20857) Tristan Cherry/RSG Inc The Effect of Price and Time on Private and Shared Transportation Network Company Trips (P21-20859) Scott Middleton/EBP US Car Ownership and the Built Environment: A Spatial Modeling Approach (P21-20860) Jerome Laviolette/Ecole Polytechnique de Montreal

1259

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 14 1259 - Scooter Regulation: Past, Present and Future Colin Murphy, Shared-Use Mobility Center, presiding Sponsored By Standing Committee on Emerging Technology Law

Since electric scooters launched in cities in 2017, they have been vilified, banned and loved as regulators struggle to find - and create - their proper place in the world. Issues abound about whether they belong on sidewalks, bike paths or the street, who is liable in the event of an injury, whether they are sustainable, data and privacy, and how they can coexist with other users of the infrastructure. This session will explore these live issues.

From Skateboards and Segways to Scooters and Sidewalk Robots: A Macro View of Micromobility (P21-21000) Bryant Walker Smith/University of South Carolina What Do You Do When There is Something New? Regulating New Micromobility Services (P21-21388) Stephanie Stuart/San Francisco City Attorney's Office When Micromobility Meets the City (P21-21389) Sam Sadle/Lime

1260

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 13 1260 - Infrastructure Evaluation: Where are we Heading? Sreenivas Alampalli, Prospect Solutions, LLC, presiding Eva Lantsoght, Delft University of Technology, presiding Sponsored By Standing Committee on Testing and Evaluation of Transportation Structures

(continued) 148 From quality control to decision-making on the management of bridges and structures: What’s next? (P21-202 28) Jose Matos/University of Minho FHWA Long-Term Bridge Performance Program: Where we are and where it is heading? (P21-20233) Jean Nehme/Federal Highway Administration (FHWA) Data Driven Inspections (P21-20800) Aftab Mufti/University of Manitoba Implementation of Risk-Based Inspection Practices for Highway Bridges in the US (P21-20257) Glenn Washer/University of Missouri, Columbia

1261

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 12 1261 - Utility Engineering Considerations for Intelligent Infrastructure & Innovative Right of Way Use - Panel Discussion Roy Sturgill, Iowa State University, presiding Sponsored By Standing Committee on Utilities

ASCE’s Role in Utility Engineering (P21-21235) John Campbell/T2 Utility Engineers Innovative Uses of Right of Way (P21-21236) Cesar Quiroga/Texas A&M Transportation Institute Use of Visualization for Right of Way Management (P21-21237) Philip Meis/Utility Mapping Services, Inc. (UMS) Infrastructure Needs of the Electric Vehicle (P21-21238) Alexander Keros/General Motors Company Infrastructure Needs of the Connected and Autonomous Vehicle (P21-21239) Reagan Payne/General Motors Company Hawaii’s Preparations for Electric Vehicles (P21-21240) Ed Sniffen/Hawaii Department of Transportation FHWA Perspective (P21-21241) Julie Johnston/Federal Highway Administration (FHWA)

1262

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 15 1262 - Recycling/Upcycling, Reuse and Repurposing of Waste and Industrial By-products as Aggregates Andrew Dawson, University of Nottingham, presiding Sponsored By Standing Committee on Aggregates, Standing Committee on Resource Conservation and Recovery

There is a great desire to exploit non-geologic sources to provide the bulk component of unbound material, asphalt concrete and Portland cement concrete and other, similar, materials. The invited panelists will make short presentations in the area of their expertise, particularly seeking to illustrate the possibilities and difficulties of increasing the use of re -u sed, recycled and by-product aggregates in place of conventional aggregates. They will then respond to questions submitted earlier and from the audience. The aim is to have an open discussion which highlights key issues, opportunities, challenges and solutions.

Rubber as an aggregate (P21-20197) Cesare Sangiorgi/University of Bologna Iron and steel slag; its characterization and use as an aggregate (P21-21047) John Yzenas/J Yzenas Consulting, LLC Mechanical stabilization of non-geologic aggregates (P21-20198) Jie Han/University of Kansas Regulatory and specification barriers to use of by-product aggregates (P21-21019) Jeremy Setelin/USA Civil Panel Discussion and Response to Questions (P21-20247) Cesare Sangiorgi/University of Bologna, John Yzenas/J Yzenas Consulting, LLC, Jie Han/University of Kansas, J Paul Edwards/Highways England, Jeremy Setelin/USA Civil

149 1263

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 11 1263 - FHWA Long Term Bridge Performance Program Shri Bhide, Federal Highway Administration (FHWA), presiding Sponsored By Standing Committee on Structures Maintenance

This session provide an overview of the Long-Term Bridge Performance (LTBP) Program.

Welcome from Federal Highway Administration (P21-20021) Cheryl Richter/Federal Highway Administration (FHWA) LTBP Program Updates (P21-20022) Jean Nehme/Federal Highway Administration (FHWA) Bridge Condition Forecasting (P21-20023) Jean Nehme/Federal Highway Administration (FHWA), Heng Liu/NRC Research Associateship, Raka Goyal/NRC Research Associateship InfoBridge – What’s New (P21-20024) Shri Bhide/Federal Highway Administration (FHWA) InfoBridge in Practice (P21-20025) Shri Bhide/Federal Highway Administration (FHWA) Closing Remarks (P21-20026) Jean Nehme/Federal Highway Administration (FHWA)

1264 CM (1.50)

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 1 1264 - COVID-19: Impact on Travel and Transportation Policy in South Asia and Africa Joanna Moody, Massachusetts Institute of Technology (MIT), presiding Manjiri Akalkotkar, VIA Metropolitan Transit, presiding Sponsored By Standing Committee on Transportation in the Developing Countries

Around the world, the COVID-19 pandemic has had dramatic impacts on travel and has challenged existing transport policies and operations. In developing countries where governments have limited resources and many individuals do not have the option to take private modes, impacts from COVID-19 have been particularly large. In this session, we will hear from researchers about the impacts of COVID-19 and resulting lockdowns on public perceptions and use of different travel modes, with spotlights on India and Nigeria. We will also explore the implications of the pandemic and ensuing travel behavior change on transportation policy and investment going forward.

Insights from India: Public Perception towards Travel and COVID-19 Preventive Measures (P21-21337) Saurabh Dandapat/Indian Institute of Technology Kharagpur COVID-19 Effects Mode Choice Behavior in India (P21-21338) Eeshan Bhaduri/Indian Institute of Technology Kharagpur COVID-19 Impacts on Transportation in Lagos, Nigeria (P21-21339) Amjad Pervez/Central South University China’s Changes in African Transportation Investment Following COVID-19 (P21-21340) Clovia Hamilton/SUNY Korea, Sira Maliphol/SUNY Korea

1265

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 2 1265 - Trending Research in Freight Transportation Planning & Logistics Kazuya Kawamura, University of Illinois, Chicago, presiding Stephanie Finch, Port Authority of New York and New Jersey, presiding Sponsored By Standing Committee on Freight Transportation Planning and Logistics

This session is dedicated to recent trends in research related to freight transportation planning and logistics. The session provides an overview of ongoing or recently completed research in the field of freight planning and logistics. The session has featured speakers who are known for significant and novel contributions in our field.

(continued) 150 Freight-Efficient Land Uses: Methodology, Strategies and Tools (P21-20636) Jose Holguin-Veras/Rensselaer Polytechnic Institute (RPI) Agent-based Freight Model Development and Applications (P21-20638) Monique Stinson/Argonne National Laboratory Visualization Tool for Real Estate and Truck Activity (P21-20640) Huajing Shi/Port Authority of New York and New Jersey Trends in Freight and Logistics at NCDOT (P21-20642) Dana Magliola/North Carolina Department of Transportation

1266 CM (1.50)

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 7 1266 - The Environmental Impacts of Aviation During and After COVID-19 Katherine Preston, HMMH, presiding Sponsored By Standing Committee on Environmental Issues in Aviation, Subcommittee on International Members-Aviati on

This session will cover observations of changes in environmental effects of airports during the COVID -19 pandemic, with a focus on noise, air quality, and greenhouse gases. The session will discuss both the effects during the pandemic, and the anticipated changes to aviation environmental factors in a post-pandemic environment.

Airport Noise, Operations, and Complaint Trends During the COVID-19 Pandemic (P21-20787) Mary Ellen Eagan/HMMH Air Quality Levels Around Zurich Airport During COVID-19 (P21-20789) Emanuel Fleuti/Flughafen Zürich AG Effects of COVID-19 on FAA’s Environmental Research Agenda (P21-20792) Jim Hileman/Federal Aviation Administration (FAA)

1267

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 3 1267 - Port Community Systems and Beyond Erik Stromberg, Lamar University, presiding Sponsored By Standing Committee on Ports and Channels

This session will examine global best practices and major initiatives that provide for a ‘neutral and open digital platform enabling intelligent and secure exchange of information between public and private stakeholders’ in order to improve port and marine terminal efficiency and the transparency of cargo movement throughout the supply chain .

Global Ecosystem Connectivity in a PCS environment - Building the Network of Trusted Networks (P21-20155) Nico De Cauwer/Port of Antwerp Port Optimizer- Driving Visibility and Execution in an Integrated Supply Chain (P21-20622) Brian Hill/GE Transportation Viewpoint of the Port of Los Angeles (P21-20623) Christopher Chase/Port of Los Angeles

1268

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1268 - Automated Vehicles and their Human Drivers: Problems and Solutions Siby Samuel, University of Waterloo, presiding Paolo Intini, Politecnico di Bari, presiding Sponsored By Standing Committee on Human Factors of Vehicles

Effect of Speed Adjustment Delineator on Driver's Risk Avoiding Behavior with the Merging Vehicle while Level 2 Automated Driving (TRBAM-21-01141) Rena Kawai/Hokkaido University, Sho Takahashi/Hokkaido University, Toru Hagiwara/Hokkaido University

(continued) 151 Is Driving Automation Used as Intended? Real-World Use of Partially Automated Driving Systems and Their Safety Consequences (TRBAM-21-01952) Hyungil Kim/Oakland University, Miao Song/Oakland University, Zachary Doerzaph/Oakland University A driving cognition survey: When human drivers meet highly automated vehicles on the road (TRBAM-21-0218 3) Shanglu He/NanJing University of Science and Technology, Hui Cheng/NanJing University of Science and Technology, Zihan Zhang/NanJing University of Science and Technology, Mao Ye/NanJing University of Science and Technology The Takeover Conundrum: Level 3 Vehicle Automation Behavioral Study (TRBAM-21-02788) Yeganeh Hayeri/Stevens Institute of Technology, Anurag Gade/Stevens Institute of Technology, Christine LaRochelle/St evens Institute of Technology, Hojat Behrooz/Stevens Institute of Technology Drivers’ Reaction to Connected and Automated Vehicle Safety Applications in the Vicinity of a Work Zone: A Driving Simulator Study (TRBAM-21-03077) Nashid Khadem/Morgan State University, Mansoureh Jeihani/Morgan State University, Joseph Abujana/Morgan State University, Md Muhib Kabir/Morgan State University Individual Differences Dominate Variation in ADAS Takeover Alert Behavior (TRBAM-21-03139) Benjamin Bauchwitz/Duke University, Mary Cummings/Duke University Highlighting the Driver’s Responsibilities when Using Conditional Driving Automation: Effects on Attitudes, Monitoring, and Take-over Performance (TRBAM-21-04204) Dustin Souders/University of Hawai'i, Manoa, Shubham Agrawal/University of Hawai'i, Manoa, Irina Benedyk/University of Hawai'i, Manoa, Yuntao Guo/University of Hawai'i, Manoa, Yujie Li/University of Hawai'i, Manoa, Srinivas Peeta/Unive rsity of Hawai'i, Manoa A Systematic Review of Research on Driver Distraction in the Context of Advanced Driver Assistance Systems (TRBAM-21-04264) Apoorva Hungund/University of Massachusetts, Amherst, Ganesh Pai/University of Massachusetts, Amherst, Anuj Kumar Pradhan/University of Massachusetts, Amherst

1269

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1269 - Adaptive & Network-level Signal Control Sponsored By Standing Committee on Traffic Signal Systems

ADAPTIVE NETWORK TRAFFIC CONTROL WITH REINFORCEMENT LEARNING (TRBAM-21-00391) Zicheng Su/City University of Hong Kong, Andy Chow/City University of Hong Kong, Renxin Zhong/City University of Hong Kong Development of an adaptive traffic signal control framework for urban signalized interchanges (TRBAM-21-028 74) Peirong (Slade) Wang/University of Texas, Arlington, Taylor Li/University of Texas, Arlington, Farzana Chowdhury/Unive rsity of Texas, Arlington Network-Level Traffic Signal Cooperation: A Higher-Order Conflict Graph Approach (TRBAM-21-03156) Wan Li/Oak Ridge National Laboratory, Zhenhong Lin/Oak Ridge National Laboratory Max-Weight Control for Urban Traffic Networks Considering Phase Switching Loss (TRBAM-21-03192) Xingmin Wang/University of Michigan, Yiheng Feng/University of Michigan, Yafeng Yin/University of Michigan, Henry Liu /University of Michigan Impact of Sensing Range on Real-Time Adaptive Control of Signalized Intersections Using Vehicle Trajectory Information (TRBAM-21-03373) Andalib Shams/Iowa State University, Christopher Day/Iowa State University Developing an Adaptive Connected Eco-Driving Strategy for Actuated Signals (TRBAM-21-03780) Zhensong Wei/University of California, Riverside, Peng Hao/University of California, Riverside, Kanok Boriboonsomsin/ University of California, Riverside, Matthew Barth/University of California, Riverside Assessment of South Carolina Adaptive Signal Control System Operational Effectiveness (TRBAM-21-04101) Weimin Jin/Clemson University, M Sabbir Salek/Clemson University, Mashrur Chowdhury/Clemson University, Mohammad Torkjazi/Clemson University, Nathan Huynh/Clemson University, Patrick Gerard/Clemson University Hierarchical perimeter control for urban road networks considering queue management and density spread optimization (TRBAM-21-04446) Ziang He/Southeast University, Pan Liu/Southeast University, Yu Han/Southeast University The Effects of Connectivity and Traffic Observability on Adaptive Traffic Signal Control (TRBAM-21-03365) SMA Bin AL Islam/North Carolina State University, Mehrdad Tajalli/North Carolina State University, Rasool Mohebifard/ North Carolina State University, Ali Hajbabaie/North Carolina State University

152 1270

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1270 - Route Choice Behavior and Resilient Networks Alireza Khani, University of Minnesota, presiding Sponsored By Standing Committee on Transportation Network Modeling

Studying Route Choice Behavior of Drivers under Day-to-Day Demand Variability (TRBAM-21-01557) Neeraj Saxena/Australian Road Research Board, Vinayak Dixit/Australian Road Research Board, David Rey/Australian Road Research Board Modeling and Assessing the Impact of a Traveler’s Preference on Transit Route-Choice Behavior. (TRBAM-21-0 2784) Justice Darko/North Carolina A&T State University, Hyoshin Park/North Carolina A&T State University Route choice model based on cellular automata and cumulative prospect theory (TRBAM-21-00244) Junxiang XU/Southwest Jiaotong University, Jin Zhang/Southwest Jiaotong University, Jingni Guo/Southwest Jiaotong University, Weihua Liu/Southwest Jiaotong University, Hui Ma/Southwest Jiaotong University Exploration of max-to-min shifts in generic methods for departure time choice models (TRBAM-21-00524) Amit Daly/Ben Gurion University of the Negev, Hillel Bar-Gera/Ben Gurion University of the Negev A GIS-based Route Planning for Medical Waste Collection through a Planar Graph Clustering Approach in Large-scale Transportation Networks (TRBAM-21-00884) Kayvan Bagheri/North Carolina State University, Najmeh Neysani Samany/North Carolina State University, Ara Toomanian/North Carolina State University, Mohammadreza Jelokhani Niaraki/North Carolina State University, Leila Hajibabai/North Carolina State University Adaptive Routing Algorithms on Express Lanes with Partial Online Information (TRBAM-21-04426) Venktesh Pandey/North Carolina A&T State University Identification of optimal left-turn restriction locations using heuristic methods (TRBAM-21-02193) Murat Bayrak/Pennsylvania State University, Vikash Gayah/Pennsylvania State University Simulating Large-Scale Events as a Network of Heterogeneous Queues: Framework and Application (TRBAM-2 1-02173) Christopher Cummings/Northwestern University, Hoseb Abkarian/Northwestern University, Yuhan Zhou/Northwestern University, Divyakant Tahlyan/Northwestern University, Karen Smilowitz/Northwestern University, Hani Mahmassani/Nor thwestern University Optimal Tours’ Selection Processes in large-scale graphs for Encompassing Demand Patterns based on Alternative Centrality Measures (TRBAM-21-02164) Haris Ballis/University of Cyprus, Loukas Dimitriou/University of Cyprus Pedestrian Micro-simulation for Evaluating the Impacts of Social Distancing Regulations on a Dense Urban Street in Halifax, Canada (TRBAM-21-01362) Muhammad Habib/Dalhousie University, MD Jahedul Alam/Dalhousie University, Devin Holmes/Dalhousie University Post-Disaster Recovering Sequencing Strategy for Road Networks (TRBAM-21-02741) Can Gokalp/University of Texas, Austin, Priyadarshan Patil/University of Texas, Austin, Stephen Boyles/University of Texas, Austin Modeling disease spreading with adaptive behavior considering local and global information dissemination (T RBAM-21-04365) Xinwu Qian/University of Alabama, Tuscaloosa, Jiawei Xue/University of Alabama, Tuscaloosa, Satish Ukkusuri/Univers ity of Alabama, Tuscaloosa Estimation of Path Travel Time Distributions in Stochastic Time-Varying Networks with Correlations (TRBAM-2 1-03828) Monika Filipovska/Northwestern University, Hani Mahmassani/Northwestern University, Archak Mittal/Northwestern University Network Design and Time-Variant Pricing of Charging Facilities under User-Equilibrium Decisions (TRBAM-21- 00272) Amir Mirheli/North Carolina State University, Leila Hajibabai/North Carolina State University Reliable Location of First Responder Stations for Cooperative Response to Disasters (TRBAM-21-03558) Zhoutong Jiang/University of Illinois, Urbana-Champaign, Yanfeng Ouyang/University of Illinois, Urbana-Champaign A Stochastic User Equilibrium Model and Solution Method for Networks with Congestible Link Capacities (TRB AM-21-02826) Bingqing Liu/New York University, Joseph Chow/New York University

(continued) 153 How Does Information Availability Improve the Performance of Disrupted Transportation Networks? (TRBAM-2 1-04451) Zhaoyao Bao/Tongji University, Chi Xie/Tongji University Incentive Design and Profit Sharing in Multi-modal Transportation Network (TRBAM-21-01582) Yuntian Deng/Ohio State University, Shiping Shao/Ohio State University, Archak Mittal/Ohio State University, Richard Twumasi-Boakye/Ohio State University, James Fishelson/Ohio State University, Abhishek Gupta/Ohio State University, Ness Shroff/Ohio State University Path-Based Dynamic Vehicle Dispatch Strategy for Demand Responsive Transit Systems (TRBAM-21-03637) Shiyu Shen/University of Illinois, Urbana-Champaign, Yanfeng Ouyang/University of Illinois, Urbana-Champaign, Shuai Ren/University of Illinois, Urbana-Champaign, Luyun Zhao/University of Illinois, Urbana-Champaign

1271

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1271 - Future Ideas for Asphalt Pavements Sponsored By Standing Committee on Asphalt Pavement Construction and Rehabilitation

Construction of an Electrically Heated Asphalt Road based on Ribbon Technology (TRBAM-21-00584) Eyal Levenberg/Danmarks Tekniske Universitet, Quentin Adam/Danmarks Tekniske Universitet A Materials Approach to Improving Asphalt Pavement Longitudinal Joint Performance (TRBAM-21-00760) James Trepanier/Asphalt Materials, Inc., John Senger/Asphalt Materials, Inc., Todd Thomas/Asphalt Materials, Inc., Marvin Exline/Asphalt Materials, Inc. The Future of Technology in Asphalt (TRBAM-21-02039) Benjamin White/Pavement Recycling Systems, Donald Matthews/Pavement Recycling Systems Development of Slippage Failure Probability Model Using Tack Coat Residual Application Rates (TRBAM-21-04 118) Jongmyung Jeon/Indiana Department of Transportation, Jusang Lee/Indiana Department of Transportation, Yu Tian/Indi ana Department of Transportation, Tommy Nantung/Indiana Department of Transportation

1272

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session Highway Stormwater Management Scott Taylor, Michael Baker, presiding Sponsored By Standing Committee on Hydrology, Hydraulics, and Stormwater

This session will discuss contemporary highway stormwater runoff topics and techniques

A Multi-criteria Decision Framework of Permeable Pavement Design for Stormwater Management under Uncertainties (TRBAM-21-01107) Yuxin Zhu/Tongji University, Hui Li/Tongji University, Xiao Liang/Tongji University, Bing Yang/Tongji University Study of Clogging in Pervious Concrete Pavements - A Pore-Scale Hydraulic Modeling Approach (TRBAM-21-0 1538) Othman AlShareedah/Washington State University, Somayeh Nassiri/Washington State University A State-of-the-Practice Review on the use of Flocculants for Construction Stormwater Management in the United States (TRBAM-21-02141) Billur Kazaz/Auburn University, Michael Perez/Auburn University, Wesley Donald/Auburn University Purification Effect on Runoff Pollution of Porous Cement Concrete Treated with Nano-titanium Dioxide Photocatalytic Coating (TRBAM-21-02186) Xue Zhang/Tongji University, Hui Li/Tongji University, Xiao Liang/Tongji University, Ning Xie/Tongji University Sediment Basin Performance in Highway Construction Applications (TRBAM-21-02486) Jaime Schussler/Auburn University, Michael Perez/Auburn University, J. Whitman/Auburn University, Bora Cetin/Aubur n University Field-Evaluation of Wattle and Silt Fence Ditch Checks (TRBAM-21-02487) Jaime Schussler/Auburn University, Billur Kazaz/Auburn University, Michael Perez/Auburn University, J. Whitman/Aubur n University, Bora Cetin/Auburn University

(continued) 154 SILTspread: A Performance-Based Approach for the Design and Installation of Silt Fence Sediment Barriers (TR BAM-21-01975) Lan Liu/Auburn University, Michael Perez/Auburn University, J. Whitman/Auburn University, Wesley Donald/Auburn University, Wesley Zech/Auburn University MODELING ROADSIDE TOPOGRAPHY TO ASSESS DRAINAGE CONDITIONS: A COMPUTER VISION AND FLOW DIRECTION METHOD APPLIED TO LIDAR DATA (TRBAM-21-01291) Cheng-Chun Lee/Texas A&M University, College Station, Nasir Gharaibeh/Texas A&M University, College Station

1273

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1273 - Modern Advances & Applications in Asphalt Pavement Design & Rehabilitation James Willis, National Asphalt Pavement Association, presiding Sponsored By Standing Committee on Design and Rehabilitation of Asphalt Pavements

Impacts of Load Distribution and Lane Width on Pavement Rutting Performance for Automated Vehicles (TRBA M-21-00752) Ali Yeganeh/Hasselt University, Bram Vandoren/Hasselt University, Ali Pirdavani/Hasselt University Development Of A Methodology To Estimate Widebase Steering Tire Load Equivalency In Canada (TRBAM-21-0 1597) Papa Thiam/FPinnovations, Allan Bradley/FPinnovations Dynamic Pavement Response Analysis under Wide-Base Tire Considering Vehicle-Tire-Pavement Interaction (T RBAM-21-02597) Jingnan Zhao/Rutgers University, Hao Wang/Rutgers University Preliminary Study on Rutting Performance of Pavement Structures under the Effect of Future Autonomous Vehicle Movements (TRBAM-21-03083) Nitish Bastola/University of Texas, Tyler, Mena Souliman/University of Texas, Tyler, Matthew Vechione/University of Texas, Tyler Estimation of Automated Truck Platooning’s Impacts on the Fatigue Life of Flexible Pavements Using Machine Learning Algorithms (TRBAM-21-03086) Michael Elwardany/University of Texas, Tyler, Botros Hanna/University of Texas, Tyler, Mena Souliman/University of Texas, Tyler A User-Friendly Mechanistic-Empirical Pavement Design Tool for Low Volume Roads (TRBAM-21-01509) David Orr/Cornell Local Roads Program, Geoff Scott/Cornell Local Roads Program, Nick Kuzmik/Cornell Local Roads Program Mechanistic Analysis of Pavement Damage and Performance Prediction Based on Finite Element Modeling with Viscoelasticity and Fracture of Mixtures (TRBAM-21-01636) Mohammad Rahmani/Texas A&M University, College Station, Yong-Rak Kim/Texas A&M University, College Station, Dallas Little/Texas A&M University, College Station, Yong Boo Park/Texas A&M University, College Station, Jong Suk Jung/Texas A&M University, College Station Pavement Fatigue Damage Simulations using Second Generation Mechanistic-Empirical Approaches (TRBAM- 21-01699) Noe Hernandez/Universidad Nacional Autonoma de Mexico, John Harvey/Universidad Nacional Autonoma de Mexico, Benjamin Underwood/Universidad Nacional Autonoma de Mexico, Alexandra Ossa-Lopez/Universidad Nacional Autonoma de Mexico C-FLEX: Advanced Finite Element Analysis Program for Flexible Pavement Analysis and Design (TRBAM-21-02 594) Jiayi Luo/University of Illinois, Urbana-Champaign, Haohang Huang/University of Illinois, Urbana-Champaign, Issam Qamhia/University of Illinois, Urbana-Champaign, Erol Tutumluer/University of Illinois, Urbana-Champaign, Jeb Tingle/U niversity of Illinois, Urbana-Champaign Evaluation of Accuracy of Performance Prediction Utilizing AASHTOware PavementME Software of Composite Long-Term Pavement Performance Sections (TRBAM-21-02772) Harshdutta Pandya/Rowan University, Daniel Offenbacker/Rowan University, Yusuf Mehta/Rowan University Pavement M-E Design Preliminary Local Calibration Efforts using the Calibration Assistance Tool and Implementation Plans: MaineDOT’s Experience and Perspective (TRBAM-21-03485) Uma Maheswar Arepalli/Maine Department of Transportation, Casey Nash/Maine Department of Transportation, Derek Nener-Plante/Maine Department of Transportation

(continued) 155 Incorporating Wheel Tracking Test Results in Flexible Pavement Rutting Analysis (TRBAM-21-00346) Mahdi Saghafi/University of Texas, El Paso, Soheil Nazarian/University of Texas, El Paso, Imad N. Abdallah/University of Texas, El Paso, Cesar Tirado/University of Texas, El Paso, Danniel D. Rodriguez/University of Texas, El Paso Assessing Climate Change Impact on Asphalt Binder Grade: Selection and its Implications (TRBAM-21-02873) Surya Swarna/Memorial University of Newfoundland, Kamal Hossain/Memorial University of Newfoundland, Harshdutta Pandya/Memorial University of Newfoundland, Yusuf Mehta/Memorial University of Newfoundland Determination of Dynamic Modulus Mastercurve of Damaged Asphalt Pavements for Pavement ME Rehabilitation Design (TRBAM-21-03651) Zhe Zeng/North Carolina State University, Kangjin Lee/North Carolina State University, Youngsoo Kim/North Carolina State University Evaluation of the NCHRP 01-34 Method to Assess Rutting (TRBAM-21-03887) Sareh Kouchaki/Wood Environment & Infrastructure Solutions, Inc., Lauren Gardner/Wood Environment & Infrastructure Solutions, Inc., Amy Simpson/Wood Environment & Infrastructure Solutions, Inc., Pedro Serigos/Wood Environment & Infrastructure Solutions, Inc., Gonzalo Rada/Wood Environment & Infrastructure Solutions, Inc. Design of Snow-Melting Pavement with Electric Cable Heating System Aiming at Optimum Mechanical and Long-Term Performance (TRBAM-21-01045) Xingyi Zhu/Tongji University, Qifan Zhang/Tongji University, Zhao Du/Tongji University Numerical Simulations of the Anti-Vibration Pavements with the Damping Layer Under Traffic Pulse Load (TRB AM-21-01072) Jiandong Huang/China University of Mining and Technology, Yuantian Sun/China University of Mining and Technology Seasonal Variation of the Structural Response of a Thin Instrumented Flexible Pavement under Heavy Vehicle Loading (TRBAM-21-01131) Denis Saliko/Swedish National Road and Transport Research Institute, Sigurdur Erlingsson/Swedish National Road and Transport Research Institute A Case Study Demonstrating the use of NDT and FEM to Quantify Pavement Response in Canada (TRBAM-21-0 1522) Daniel Pickel/PSI Technologies, Inc., Vimy Henderson/PSI Technologies, Inc., Roberto Soares/PSI Technologies, Inc., Michael Becke/PSI Technologies, Inc., Taylor Lefebre/PSI Technologies, Inc. Mechanistic-Empirical Design of Chemical Stabilized Full-Depth Reclaimed Pavement (TRBAM-21-02578) Xingdong Wu/Kansas State University, Shuvo Islam/Kansas State University, Mustaque Hossain/Kansas State University, Greg Schieber/Kansas State University Long-term effects of subsurface drainage on performance of asphalt pavements (TRBAM-21-02889) Pinyu Ji/University of Tennessee, Knoxville, Hongren Gong/University of Tennessee, Knoxville, Xiaoyang Jia/University of Tennessee, Knoxville, Baoshan Huang/University of Tennessee, Knoxville

1274

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1274 - Development and Advancement in Pavement Preservation Dingxin Cheng, California State University, Chico, presiding Sponsored By Standing Committee on Pavement Preservation

This session includes new cutting edge knowledge and advancement on various pavement preservation treatments. It illustrates the benefits and effectiveness of pavement preservation treatments .

Structural Assessment of Cold in Place Recycling Sections Used for Pavement Preservation (TRBAM-21-00373) Danny Martinez Rodriguez/Virginia Department of Transportation, Adriana Vargas-Nordcbeck/Virginia Department of Transportation Effects of Asphalt Concrete Stripping on the Performance and Cost-Effectiveness of Chip Seal and Asphalt Concrete Overlay in Hot and Humid Climates (TRBAM-21-00476) Hossam Abohamer/Louisiana State University, Mostafa Elseifi/Louisiana State University, Nirmal Dhakal/Louisiana State University, Zhongjie Zhang/Louisiana State University, Christophe Fillastre/Louisiana State University Thin Open-Graded Friction Overlays for Pavement Preservation (TRBAM-21-01554) Adriana Vargas-Nordcbeck/National Center for Asphalt Technology (NCAT), Fabricio Leiva-Villacorta/National Center for Asphalt Technology (NCAT) Life-Extending Benefit of Chip Sealing for Pavement Preservation (TRBAM-21-02041) Farhang Jalali/NCE, Adriana Vargas-Nordcbeck/NCE Structural Performance of Thin Overlays Used for Pavement Preservation (TRBAM-21-03028) Md Towhid Ur Rahman/Auburn University, Adriana Vargas-Nordcbeck/Auburn University

156 1275

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1275 - Advancements in Pavement Maintenance David Peshkin, Applied Pavement Technology, Inc., presiding Sponsored By Standing Committee on Pavement Maintenance

Sealing, patching, and thin surfacing activities are among the most common pavement maintenance actions used by transportation agencies. This session explores different topics associated with these activities , including both experimental applications and proven technologies. This session will be of interest to practitioners and researchers alike.

The Effect of the Interaction between Bituminous Seals and their Substrates on the Performance of Road Pavements in Tropical Environments (TRBAM-21-00309) ANDREW OTTO/TRL LIMITED, Jasper Cook/TRL LIMITED A review of flexible pavement pothole patching methods and guidelines in the United States (TRBAM-21-00811) Yujia Lu/University of Illinois, Urbana-Champaign, Ramez Hajj/University of Illinois, Urbana-Champaign Quantitative Measurement of Crack Sealing Benefit using 3D Laser Technology and 3-Year Crack Growth Measurement in the Field (TRBAM-21-02053) Zhongyu Yang/Georgia Institute of Technology (Georgia Tech), Xinyi Zhang/Georgia Institute of Technology (Georgia Tech), Yichang Tsai/Georgia Institute of Technology (Georgia Tech) Short-term Field Performance and Cost-effectiveness of Crumb-Rubber Modified Asphalt Emulsion in Chip Seal Applications (TRBAM-21-02501) Md Nafiur Rahman/Louisiana State University, Md Tanvir Ahmed Sarkar/Louisiana State University, Mostafa Elseifi/Loui siana State University, Corey Mayeux/Louisiana State University, Samuel Cooper/Louisiana State University, Ken Free/ Louisiana State University Experimental Evaluation of Chip Seal Interlayer Over Soil-cement Bases as Reflective Crack Mitigation Technique (TRBAM-21-02694) Mohammad Khattak/University of Louisiana, Lafayette, Mohammad Bhuyan/University of Louisiana, Lafayette An Experimental Study on the Design and Behavior of Concrete Pavement Joint Sealants (TRBAM-21-03240) Jinho Kim/Texas A&M University, College Station, Dan Zollinger/Texas A&M University, College Station, Seunghyun Lee /Texas A&M University, College Station Pothole Repair in Asphalt Pavement: Current Practice and New Materials and Techniques (TRBAM-21-03787) Xiao Chen/Rutgers University, Hao Wang/Rutgers University, Giri Venkiteela/Rutgers University Water Film Depth Prediction Model for Chip Seal Surface Drainage (TRBAM-21-04381) Alireza Pourhassan/Missouri University of Science and Technology, Ahmed Gheni/Missouri University of Science and Technology, Mohamed ElGawady/Missouri University of Science and Technology

1276

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1276 - Understanding transportation and health linkages through examination of policy, infrastructure, and behavior Ipek Sener, Texas A&M Transportation Institute, presiding Sponsored By Standing Committee on Transportation and Public Health

Analysis of BRT Systems and its Implications on Physical Activity Using a Hurdle Model Statistical Approach ( TRBAM-21-01316) Alejandro Perez Villasenor/McGill University, Marco Lopez Castro/McGill University, Annie Chang/McGill University, Benjamin Welle/McGill University, Luis Miranda-Moreno/McGill University How Does Self-Assessed Health Status Relate to Preferences for Cycling Infrastructure? A Latent Class and Latent Variable Approach (TRBAM-21-01352) Tomás Rossetti/Cornell University, Ricardo Daziano/Cornell University High-Resolution Cumulative Exposure Assessment of Traffic-Related Air Pollution with Different Google Navigation Route Options (TRBAM-21-02819) Minmeng Tang/University of California, Davis, Deb Niemeier/University of California, Davis

(continued) 157 Linking Microscopic Built Environment with Objectively Measured Physical Activity and Health Care Expenditures from an Integrated Health Care System (TRBAM-21-03063) Behram Wali/Massachusetts Institute of Technology, Lawrence Frank/Massachusetts Institute of Technology, Deborah Young/Massachusetts Institute of Technology, Brian Saelens/Massachusetts Institute of Technology, Richard Meenan/M assachusetts Institute of Technology, John Dickerson/Massachusetts Institute of Technology, Erin Keast/Massachusetts Institute of Technology, Jennifer Kuntz/Massachusetts Institute of Technology, Stephen Fortmann/Massachusetts Institute of Technology Social Network Analysis of Public Health Knowledge Domains in the Transportation Research Board (TRBAM-2 1-04046) Yicong Yang/University of Wisconsin, Madison, Carolyn McAndrews/University of Wisconsin, Madison Transportation Health and Safety Policies - Beyond Automobile Crashes and Climate Change (TRBAM-21-04223 ) Yeganeh Hayeri/Stevens Institute of Technology, Saeed Vasebi/Stevens Institute of Technology Utilitarian Bicycling and Mental Wellbeing: Role of the Built Environment (TRBAM-21-04280) Liang Ma/Peking University, Runing Ye/Peking University, Hongyu Wang/Peking University Modeling the Effects of Travel Activities, Physical Activity, and Built Environment Attributes on Subjective Well -being (TRBAM-21-04349) Shivam Khaddar/University of British Columbia, Mahmudur Fatmi/University of British Columbia, Meghan Winters/Unive rsity of British Columbia Incorporating Health-related Criteria for Project Scoring in Massachusetts (TRBAM-21-02462) Katerina Deliali/University of Massachusetts, Amherst, Sarah Esenther/University of Massachusetts, Amherst, Christine Frisard/University of Massachusetts, Amherst, Karin Valentine Goins/University of Massachusetts, Amherst, Stephenie Lemon/University of Massachusetts, Amherst, Krystal Gordri Pollitt/University of Massachusetts, Amherst, Eleni Christofa/University of Massachusetts, Amherst

1277

Wednesday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1277 - Transit Safety Events - Technologies and Practices for Collision Avoidance Lisa Staes, USF Center for Urban Transportation Research, presiding Sponsored By Standing Committee on Transit Safety And Security

This session covers information on testing of automated braking systems and driver assistance systems

Risk Mitigation Planning for Revenue Service Testing of Bus Automated Emergency Braking (TRBAM-21-00416 ) Jerome Lutin/New Jersey Transit, Heidi Soule/New Jersey Transit, Adam Davis/New Jersey Transit, Andrew Krum/New Jersey Transit, Yinhai Wang/New Jersey Transit, Ruimin Ke/New Jersey Transit, Dave Valadez/New Jersey Transit, Dan Sellers/New Jersey Transit, Steve Roberts/New Jersey Transit, Luke Fischer/New Jersey Transit Evaluation of an Advanced Driver Assistance System to Reduce Pedestrian and Rear-End Crashes of Transit Vehicles (TRBAM-21-02545) Mohammed Hadi/VIBEngineering, Inc., Mohammad Atonu Islam/VIBEngineering, Inc., Sohana Afreen/VIBEngineering, Inc., Tao Wang/VIBEngineering, Inc. Research on the Influence of Bus Bay on Heterogeneous Traffic Flow Consisting of Human Driving and Autonomous Driving Vehicles in Adjacent Lane (TRBAM-21-03045) Xiaojian Hu/Southeast University, Tenghui Liu/Southeast University

158 Wednesday, 11:00 a.m. - 03:00 p.m., Virtual Sessions, Virtual Exhibit Hall Live Exhibit Hours Sponsored By Technical Activities Council

Visit the virtual exhibit hall, to view a wide range of exhibits, showcasing a variety of transportation-related products and services from commercial organizations and TRB sponsors. The exhibit hall will be "live" from 11:00 AM to 3:00 PM each day, on January 21–22 and January 25-29. During that time, visit the booths, to meet with exhibitors who can explain their products and services and answer your questions via live chat and one-on-one audio and video conferencing.In addition to the live hours, the exhibit booths will be available for viewing on a 24-hour basis from January 21 through February 19. So, regardless of your time zone, you can visit the exhibits—at a time that’s convention for you—to read and watch videos about new products and solutions, download information, leave your business card, or post a question.While in the Exhibit Hall, be sure to visit the TRB booths, where you can learn more about TRB’s activities, and find out how you can get involved in any of TRB’s 177 standing committees.

1278

Wednesday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Session 16A 1278 - Chair's Plenary Session Neil Pedersen, Transportation Research Board, presiding Sponsored By Executive Committee

The Chair’s Plenary Session will be on Wednesday, January 27, at 11:30 AM ET. The keynote speaker will be Dr. Marcia McNutt, President of the National Academy of Sciences, and Chair of the National Research Council (NRC). She will discuss the significance and importance of TRB being part of the National Academies of Sciences , Engineering , and Medicine and the NRC. She will discuss the new NRC strategic plan and important future issues in science that are related to transportation.Additionally, she will challenge attendees to envision a future of sustainable transportation that provides accessibility for everyone.

Welcome, Introductions, and Recognitions (P21-21454) Carlos Braceras/Utah Department of Transportation Recognition of Global Affiliates, Patrons, Exhibitors, and Deen Lecturer (P21-21455) Susan Shaheen/University of California, Berkeley Presentation of TRB Achievement Awards (P21-21456) Susan Shaheen/University of California, Berkeley Roy W. Crum Distinguished Service Award (P21-21457) Mohamed Abdel-Aty/University of Central Florida W.N. Carey, Jr. Distinguished Service Award (P21-21458) Martha Grabowski/LeMoyne College Frank Turner Medal for Lifetime Achievement in Transportation (P21-21459) Rodney Slater/Squire Patton Boggs LLP TRB: Looking to the Future (P21-21460) Neil Pedersen/Transportation Research Board Introduction of Keynote Speaker (P21-21461) Carlos Braceras/Utah Department of Transportation Delivering Science in a Crisis: Our Critical Role in Helping Society Build Back and Forge a More Resilient, Sustainable Future (P21-21462) Marcia McNutt/National Academies of Sciences, Engineering, and Medicine Final Remarks and Introduction of New Chair (P21-21463) Carlos Braceras/Utah Department of Transportation New Chair Remarks and Adjournment (P21-21464) Susan Shaheen/University of California, Berkeley

159 1279

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 8 1279 - Six Minute Pitch: A Transportation Startup Challenge Panel Conversation with our Judges Shana Johnson, Foursquare Integrated Transportation Planning, presiding Sponsored By Young Members Coordinating Council

The Six Minute Pitch: A Transportation Startup Challenge is a Young Member Coordinating Council (YMC) special session at the TRB Annual Meeting every year since 2013 during which selected presenters pitch their cutting-edge, research-based concept for a transportation product- or service-based business to a panel of distinguished transportation industry investors and entrepreneurs in just six minutes. The competition has featured 32 competing firms, had 8 honorary ‘winners’, and received coverage from national media including City Lab, Alley Watch, ITE Journal , and TR News. While we are unable to convene the Six Minute Pitch in the virtual format of this year’s Annual Meeting , we’ll be holding a conversation with our judges on how to prepare for the Pitch, their favorite moments over the past years, what they look for in the Pitches, what they see as the pressing issues in transportation research and development that can be addressed by the private sector, and advice for young mobility startups.

Six Minute Pitch: A Transportation Startup Challenge Retrospective (A) (P21-21297) Sean O'Sullivan/SOSV Six Minute Pitch: A Transportation Startup Challenge Retrospective (B) (P21-21374) Gabriel Klein/No Organization Six Minute Pitch: A Transportation Startup Challenge Retrospective (C) (P21-21375) W. Celeste Stragand/Ford Mobility Six Minute Pitch: A Transportation Startup Challenge Retrospective (D) (P21-21376) David Zipper/Harvard University

1280

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 10 1280 - Hot Topics in Rural Transportation Jaime Sullivan, Western Transportation Institute (WTI), presiding Sponsored By Rural Transportation Issues Coordinating Council

The session was intentionally created to provide a snapshot of multiple projects that highlight the breadth and depth of rural transportation. Speakers will discuss several rural “hot topics” including new tools (i.e., ROUTES toolkit) and resources (ITS case studies), as well as, new projects featuring a range of rural modes (i.e., automated vehicles, active transportation, and transit).

Rural Opportunities to Use Transportation for Economic Success (ROUTES) (P21-21068) Robert Hyman/Office of the Secretary of Transportation (OST) Advancing Intelligent Transportation Systems in Rural and Small Metropolitan Areas (P21-21069) Rachel Beyerle/National Association of Development Organization (NADO) Automated Driving in Rural America (P21-21070) Daniel McGehee/University of Iowa Development of Case Studies for Bicycle and Pedestrian Infrastructure Found in Communities of Less Than 10 ,000 People: Florida, Kentucky, Minnesota, New Mexico and Vermont (P21-21071) Natalie Villwock-Witte/Western Transportation Institute (WTI) Improving Rural Mobility: a Vermont Case Study (P21-21072) Ross MacDonald/Vermont Agency of Transportation Q&A (P21-21073)

1281

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 6 1281 - Advances in Traffic Flow Theory 2021 Soyoung Ahn, University of Wisconsin, Madison, presiding Sponsored By Standing Committee on Traffic Flow Theory and Characteristics

(continued) 160 Emergence of 4-D System Fundamental Diagram in Urban Air Mobility Traffic Flow (P21-20995) Hani Mahmassani/Northwestern University, Christopher Cummings/Northwestern University Joint Prediction of Next Location and Travel Time from Urban Vehicle Trajectories using Long Short-Term Memory Neural Networks (P21-20999) Jiwon Kim/University of Queensland, Jie Sun/University of Queensland Examining Freeway Bottleneck Features During A Mass Evacuation (P21-21010) Brian Staes/Oregon State University, Robert Bertini/Oregon State University, Nikhil Menon/University of South Florida, Eren Yuksel/University of South Florida Cooperative Driving in Mixed-flow Traffic of Connected Vehicles and Human-driven Vehicles: A State Estimation Approach (P21-21097) Anye Zhou/Georgia Institute of Technology (Georgia Tech), Srinivas Peeta/Georgia Institute of Technology (Georgia Tech)

1282

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 4 1282 - Data Assessing Impacts of COVID on Long Distance, Regional and International Travel Patterns Jeffrey LaMondia, Auburn University, presiding Sponsored By Standing Committee on Statewide/National Transportation Data and Information Systems

The COVID pandemic has noticeably affected long distance and overnight travel patterns across the world . In this session, we will share a) travel survey data collection efforts and b) results from behavior analyses from the US and Europe to understand both short and long term travel impacts caused by COVID.

Longitudinal Survey of US COVID Travel Behavior (P21-20762) Mark Bradley/RSG Inc US Survey on Rescheduling Out-of-Town Trips Affected by COVID (P21-20763) Mitchell Fisher/Auburn University MOBIS: COVID 19 Mobility Behavior in Switzerland (P21-20765) Kay Axhausen/Eidgenossische Technische Hochschule Zurich

1283

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 9 1283 – Communicating with John and Jane Q. Public -- 2020 Competition Results: Successful Communication During Disruptive, Crisis Situations Pamela Lebeaux, WSP, presiding Terri Parker, Texas A&M Transportation Institute, presiding Walter (Jeff) Moore, Michael Baker International, Inc, presiding Sponsored By Standing Committee on Public Engagement and Communications

TRB created the John and Jane Q. Public Competition in 2007 to seek and share best practices and innovative approaches in communicating complex transportation information to the public. This year’s competition highlights best practices in successfully communicating with the public during disruptive, crisis situations that affect the transportation industry—from hurricanes, floods, deadly wildfires, tornados and earthquakes—to the recent Coronavirus pandemic, which has drastically impacted all modes of transportation, as well as the daily lives of the traveling public and the industries that depend on our worldwide supply chain. Join for the poster session featuring the 2020 winning entries.

Winner: ADOT Kids (P21-20112) Audrey St Clair/Arizona Department of Transportation, Jon Brodsky/Arizona Department of Transportation Runner Up: Emerging from a Global Pandemic: Smarter, Better, and Essential (P21-20113) Jennifer Vides/Southern California Regional Rail Authority Runner Up: How to Social Distance on Transit: Engaging Community-Based Messengers on Developing and Disseminating COVID-19 Information (P21-20114) Gunner Scott/King County Metro, Robyn Austin/King County Metro Transit Runner Up: Adapting to New Times: A Virtual Shift in Project Community Engagement Efforts (P21-20115) Christina Barbee/Rifeline, Jackie Nirenberg/Capital Metropolitan Transportation Authority

161 1284

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 14 1284 - NEPA in the 21st Century - A Discussion about NEPA Implementation in Light of CEQ’s Final Rule Manisha Patel, WSP, presiding Sponsored By Standing Committee on Environmental Issues in Transportation Law , Standing Committee on Environmental Analysis and Ecology

On July 16, 2020, CEQ issued its Final Rule entitled “Update to the Regulations Implementing the Procedural Provisions of the National Environmental Policy Act.” https://www.federalregister.gov/documents/2020/07/16/2020-1517 9/update-to-the-regulations-implementing-the-procedural-provisions-of-the-national-environmental. The Final Rule represents the first substantive changes to NEPA regulations in over 40 years, with an effective date of September 14, 2020. The Final Rule codifies Supreme Court and other relevant caselaw, incorporates elements of President Trump’s One Federal Decision policy, and revises key definitions, among other comprehensive changes. These changes will affect all industry sectors as all federal agencies will then begin updating their own NEPA procedures to align with the new regulations. This panel will explain the changes and discuss potential benefits and challenges in implementation.

The State Perspective (P21-20212) Carlos Swonke/Texas Department of Transportation Key Changes to NEPA Regulations (P21-21384) Michael Drummond/WSP Practical Applications of the Changes (P21-21385) Rich Walter/ICF Benefits and Challenges of Implementation (P21-21386) Diane Nulton/HDR

1285

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 15 1285 - Seismic Aspects of Bridge Pile Foundation Ken Fishman, McMahon & Mann Consulting Engineering and Geology, P.C., presiding Sponsored By Standing Committee on Foundations of Bridges and Other Structures

Seismic Aspects of Bridge Foundation Design are presented.

Liquefaction-induced Pile Downdrag (P21-21089) Kyle Rollins/Brigham Young University Nonlinear Time History Analysis for the I-205 Abernethy Bridge Seismic Retrofit & Widening Project (P21-21094 ) Kathryn Petek/Shannon and Wilson, Inc., Susan Ortiz/Oregon Department of Transportation Seismic Considerations for Rigid Inclusions (P21-21095) Timothy Siegel/Dan Brown and Associates, PC Seismic Ground Motion Criteria (P21-21096) Ignatius Lam/Earth Mechanics, Inc., Hubert Law/Earth Mechanics, Inc. The Role of CPT to Assess the Potential for Liquefaction-Induced Bridge Foundation Failures (P21-21107) Gerald Verbeek/Verbeek Management Services

1286

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 12 1286 - Concrete Strategies for Career Development: A Discussion of Young Professional Opportunities in Concrete and Construction Tara Cavalline, University of North Carolina, Charlotte, presiding Sponsored By Section ‐ Materials, Standing Committee on Properties of Concrete and Constituent Materials, Standing Committee on Durability of Concrete, Standing Committee on Construction of Bridges and Structures, Standing Committee on Concrete Pavement Construction and Rehabilitation, Subcommittee on Transportation Infrastructure Group Young Members, Standing Committee on Advanced Concrete Materials and Characterization, Young Members Coordinating Council

(continued) 162 Concrete career advice from an academic perspective (P21-21306) Somayeh Nassiri/Washington State University Concrete career advice bridging consulting and academia (P21-21307) Nicole Dufalla/Colorado State University Concrete career advice from a governmental perspective (P21-21308) Robert Spragg/Federal Highway Administration (FHWA) Roundtable Q&A (P21-21310) Somayeh Nassiri/Washington State University, Nicole Dufalla/Colorado State University, Robert Spragg/Federal Highway Administration (FHWA)

1287

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 13 1287 - International Perspectives in Asphalt Pavement Design & Rehabilitation Marta Juhasz, Alberta Transportation and Utilities, presiding Sponsored By Standing Committee on Design and Rehabilitation of Asphalt Pavements

Maximising the Use of Sustainable Rehabilitation Treatments (P21-20353) James Grenfell/Australian Road Research Board (ARRB) Use of Advanced Mechanistic Models for Prediction of Rutting Behavior in Airport Pavements (P21-20356) Ghassan Chehab/University of Illinois, Urbana-Champaign The French Pavement Design Method to New Challenges (P21-20796) Pierre Hornych/Université Gustave Eiffel, Emmanuel Chailleux/IFSTTAR

1288

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 11 1288 - COVID-19’s Impacts on Pavement Maintenance Activities David Peshkin, Applied Pavement Technology, Inc., presiding Sponsored By Standing Committee on Pavement Maintenance

COVID-19's effects have touched every aspect of our society in both positive and negative ways . This session includes presentations about the effect of the pandemic on pavement maintenance operations in both state highway agencies and local agencies. Invited speakers will share their unique perspectives from around the country in this informative and timely session.

COVID-19's Impacts on Pavement Maintenance - Municipal Perspective (P21-20704) Amy Burlarley-Hyland/City of Waco COVID-19’s Impacts on Pavement Maintenance Activities - Regional Perspectives (P21-20819) Scott Gibson/Regional Transportation Commission of Washoe County (NV) COVID-19’s Impacts on Pavement Maintenance Activities - Michigan DOT (P21-20820) Robert Green/Michigan Department of Transportation COVID-19’s Impacts on Pavement Maintenance Activities - Indiana DOT (P21-20821) Todd Shields/Indiana Department of Transportation COVID-19’s Impacts on Pavement Maintenance Activities - Mississippi DOT (P21-20822) Heath Patterson/Mississippi Department of Transportation COVID-19’s Impacts on Pavement Maintenance Activities - New York State (P21-20823) Michael Rossi/New York State Department of Transportation COVID-19’s Impacts on Pavement Maintenance Activities - Nevada DOT (P21-20824) Anita Bush/Nevada Department of Transportation

163 1289

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 1 1289 - Mainstreaming Resiliency into Transportation Agency Processes and Projects Cassandra Bhat, ICF, presiding Sponsored By Standing Committee on Critical Transportation Infrastructure Protection , Standing Committee on Road Weather, Standing Committee on Extreme Weather and Climate Change Adaptation

This session brings together transportation agencies who are leading the way to integrate climate and extreme weather resilience concepts throughout their practices. This “mainstreaming” of resilience is critical to ensure transportation agencies are applying the best available information about risks to their day-to-day planning and decision-making processes. Panelists will share their experiences, including how they are defining resilience in their organization, where they have had the most successes “mainstreaming” resilience, where they face challenges, lessons learned, and a vision for the future of mainstreaming resiliency.

Resilience Strategy: An Overall Vision for Resilience of the State Transportation Network (P21-20001) Toria Lassiter/Maryland State Highway Administration SEMCOG Flood Risk Study and Integration Strategy (P21-20005) Kelly Karll/Southeast Michigan Council of Governments (SEMCOG), Rachael Barlock/Southeast Michigan Council of Governments (SEMCOG) Florida Transportation Plan: Incorporating “Resilience” as one of four core pillars (P21-20002) Jennifer Carver/Florida Department of Transportation Extreme weather as a primary risk: four key risk response strategies (P21-20003) Joseph Segale/Vermont Agency of Transportation Flooding Risk Assessment and Implementation Plan (P21-20004) Scott Phinney/Ohio Department of Transportation

1290 CM (1.50)

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 7 1290 - Economic Impacts, Development and Land Use Research: Priorities for the Next Quarter Century Chad Miller, University of Southern Mississippi, presiding Sponsored By Standing Committee on Economic Development and Land Use

In this session, we explore our past and look to the future related to transportation, land use and economic development research. In this session, we explore our past and look to the future related to transportation, land use and economic development research. The first half of this lectern is about the historical work of our preceding committees. After this, participants will be able to recognize cornerstone moments in the histories of transportation research in the respective and intersecting fields of land use and economic development. The second half of the lectern is about distinguishing our committee’s role from other TRB committees and exploring the future of our field . From this part of the lectern, participants will be able to identify and discuss current and future issues, perspectives, and opportunities in research within our committee and interdisciplinary fields.

The History of Transportation and Land Development Research at TRB (P21-20628) Elizabeth Deakin/University of California, Berkeley The History of Transportation and Economic Development Research at TRB (P21-20630) Glen Weisbrod/EBP US, Inc. The Role of Economics in Economic Development and Land Use (P21-20631) Michael Lawrence/Jack Faucett Associates, Inc. Concluding Discussion (P21-20633) John Renne/Florida Atlantic University, Naomi Stein/EBP-US Thinking about the Future: New Questions for the Committee to Tackle (P21-20635) Noreen McDonald/University of North Carolina, Chapel Hill

164 1291

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 5 1291 - Managing Transit in the Age of Covid Thomas Schwetz, Lane Transit District, presiding Sponsored By Standing Committee on Bus Transit Systems

The Covid pandemic has dramatically affected transit operations across the U .S. With both ridership and resources down, transit managers have had to adapt both the level of service they provide and their operational protocols. In this context, transit operators have had to determine how best to safely operate the minimum level of service that can be provided for essential trip making in their regions. In addition, social equity movements across the country have provided an important lens on the distribution of the constrained mobility resources that transit leaders have available. A panel of transit executives drawn from across the US will provide their perspectives on what they have learned and how they have adapted during this period.and theirapproach to: leading their respective agencies through the pandemic, reflecting on the issues and considerations they had to deal with; and taking the lessons they've learned through this period and leveraging them in moving forward."

Panel Discussion (P21-21401)

Covid-19 Challenges and Best Mitigation Practices (P21-21282) Aurora Jackson/Lane Transit District Covid-19 Challenges and Best Mitigation Practices (P21-21284) Shawn Donaghy/C-TRAN Covid-19 Challenges and Best Mitigation Practices (P21-21346) John Lewis/Charlotte Area Transit System (CATS) Covid-19 Challenges and Best Mitigation Practices (P21-21347) Emille Williams/Central Ohio Transit Authority

1292

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 3 1292 - Freight Day, Part 3: Transformative Technologies: Challenges and Opportunities Daniel Smith, Tioga Group, presiding Sponsored By Freight Systems Group, Marine Group

Autonomous Freight: Wave or Trickle? Self-driving vehicles and autonomous vessels are widely heralded as the wave of the future for both passengers and freight, and some observers have predicted that freight will lead the way. NCHRP 20-102(22): State and Local Impacts of Automated Freight Transportation Systems is developing a decision framework for state and local response to deployment of automated freight vehicles. The session will address self-driving trucks, on-road autonomous delivery vehicles, sidewalk robots, drones, and autonomous vessels, and the key differences between freight and passenger AVs. Panelists will present contrasting views of technology adoption scenarios, pragmatic supply chain roles, and the institutional and infrastructure factors in deployment.

How AV Delivery Could Transform Local Commerce? (P21-20167) Matthew Lipka/Nuro NCHRP 20-102(22): State and Local Impacts of Automated Freight Transportation Systems (P21-20926) Heather Monteiro/Hickory Ridge Group, LLC Policy and Operational Considerations with Autonomous Vessel Operations (P21-20929) John Hark/Texas A&M University, Galveston

1293

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1293 - COVID-19 Impacts on Bicycling (and vice versa) Kari Watkins, Georgia Institute of Technology (Georgia Tech), presiding Sponsored By Standing Committee on Bicycle Transportation, Joint Subcommittee on Emerging Vehicles for Low Speed Transportation (with ACH10, ANB40, and AP020)

(continued) 165 Effects of COVID-19 on Docked Bikeshare Trips (TRBAM-21-00901) Theresa Firestine/OST-R/Bureau of Transportation Statistics Impact of COVID-19 lockdown on the Behavior Change of Cyclists in Lisbon, using multinomial logit regression analysis (TRBAM-21-02490) Miguel Costa/Instituto Superior Técnico Universidade de Lisboa , Rosa Félix/Instituto Superior Técnico Universidade de Lisboa , Mannuel Marques/Instituto Superior Técnico Universidade de Lisboa , Filipe Moura/Instituto Superior Técnico Universidade de Lisboa Insights into the Impact of COVID-19 on Bicycle Usage in Colorado Counties (TRBAM-21-02805) Abdullah Kurkcu/Ulteig, Ilgin Gokasar/Ulteig, Onur Kalan/Ulteig, Alperen Timurogullari/Ulteig, Burak Altin/Ulteig Montreal’s Response to COVID-19: An Equity Analysis of New Active Transport Infrastructure (TRBAM-21-0362 4) Kevin Manaugh/McGill University, Linnea Soli/McGill University, Samuel Kohn/McGill University, Robin Baselaev-Binder /McGill University, Ty Tuff/McGill University, David Wachsmuth/McGill University Simulation-based Infection Risk Study on Bike Sharing Systems Amid COVID-19 Pandemic (TRBAM-21-04312) Yang Liu/Old Dominion University, Qingyu Ma/Old Dominion University, Hong Yang/Old Dominion University, Suzana Duran Bernardes/Old Dominion University, Jingqin Gao/Old Dominion University, Kaan Ozbay/Old Dominion University The Impact of Bike Share Services in Disease Transmission: Numerical Exploration of the COVID 19 Spread in Washington DC Through Modeling and Sensitivity Analysis (TRBAM-21-04050) Mohaiminul Haque/George Washington University, Samer Hamdar/George Washington University

1294

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1294 - Traffic Control Devices and Work Zones 2021 Sponsored By Standing Committee on Traffic Control Devices

A survey of work zone practices and validation of HCM work zone capacity model (TRBAM-21-00973) Raju Thapa/Louisiana Department of Transportation and Development, Julius Codjoe/Louisiana Department of Transportation and Development, Yaa Amanua/Louisiana Department of Transportation and Development Investigating the Performance of Snowplowable Reflective Pavement Markers in Illinois (TRBAM-21-01327) Carmine Dwyer/Applied Research Associates, Inc. (ARA), Kelly Morse/Applied Research Associates, Inc. (ARA), Kyle Armstrong/Applied Research Associates, Inc. (ARA) Deploying and Integrating Smart Devices to Improve Work Zone Data for WZDx (TRBAM-21-02020) Skylar Knickerbocker/Iowa State University, Varsha Ravichandra-Mouli/Iowa State University, Archana Venkatachalapathy/Iowa State University A Citywide Location-Allocation Framework for Driver Feedback Signs: Optimizing Safety and Coverage of Vulnerable Road Users (TRBAM-21-00468) Mingjian Wu/University of Alberta, Tae J. Kwon/University of Alberta, Karim El-Basyouny/University of Alberta Driver Response to a Dynamic Speed Feedback Sign on Freeway Exit Ramps based on Sign Location, Interchange Type, and Time of Day (TRBAM-21-03363) Md Shakir Mahmud/Michigan State University, Matthew Motz/Michigan State University, Travis Holpuch/Michigan State University, Anthony Ingle/Michigan State University, Timothy Gates/Michigan State University, Peter Savolainen/Michiga n State University INTRODUCING A NEW APPARATUS FOR DESIGNATING TWO-LANE HIGHWAY PASSING AND NO-PASSING ZONES (TRBAM-21-01380) Ahmed Farid/University of Wyoming, Zephaniah Connell/University of Wyoming, James Mock/University of Wyoming, Suresh Muknahallipatna/University of Wyoming, Khaled Ksaibati/University of Wyoming The Effect of Changing the Color of A Traffic Control Device on Driver Behavior and Perception across Different Age Groups (TRBAM-21-04206) Hatem Abou-Senna/University of Central Florida, Mohamed El-Agroudy/University of Central Florida, Mustapha Mouloua/University of Central Florida, Essam Radwan/University of Central Florida Queue analysis at work zones: An analysis from field collected data (TRBAM-21-00963) Julius Codjoe/Louisiana Department of Transportation and Development, Raju Thapa/Louisiana Department of Transportation and Development, Elisabeta Mitran/Louisiana Department of Transportation and Development Effectiveness of Warning Piles on Driving Behavior on the Curve of Low-grade Highway (TRBAM-21-03575) Yibing Liu/Beijing University of Technology, Xiaohua Zhao/Beijing University of Technology, Jia Li/Beijing University of Technology, Yang Bian/Beijing University of Technology, Jianming Ma/Beijing University of Technology

(continued) 166 Work Zone Intrusion Alarm Systems - Evaluation and Practical Implementation Guide for Work Zone Traffic Plans (TRBAM-21-02029) Ghazan Khan/California State University, Sacramento, Kevan Shafizadeh/California State University, Sacramento Development of Cost-Effective Restriping Strategies Using Standard Width and Wide Waterborne Paints on Asphalt Pavements in Hot and Humid Climates (TRBAM-21-01425) Momen Mousa/Louisiana State University, Marwa Hassan/Louisiana State University, Paul Carlson/Louisiana State University, Jason Davis/Louisiana State University, Saleh Mousa/Louisiana State University Influence of Stop Lines on Driver Behavior at Two-Way Stop Controlled Intersections (TRBAM-21-03360) Melissa Duhn/University of Minnesota, Twin Cities, John Hourdos/University of Minnesota, Twin Cities, Andrew Loutfi/U niversity of Minnesota, Twin Cities, Peter Dirks/University of Minnesota, Twin Cities Investigating the Effectiveness of Stop Lines in Improving Safety at Two-Way Stop Controlled Intersections (T RBAM-21-03314) Melissa Duhn/University of Minnesota, Twin Cities, Gary Davis/University of Minnesota, Twin Cities, John Hourdos/Univ ersity of Minnesota, Twin Cities, Peter Dirks/University of Minnesota, Twin Cities, Andrew Loutfi/University of Minnesota, Twin Cities Safety Impact of Connected Vehicles on Driver Behavior in Rural Work Zones under Foggy Weather Conditions (TRBAM-21-03428) Eric Adomah/University of Wyoming, Arash Khoda Bakhshi/University of Wyoming, Mohamed Ahmed/University of Wyoming IMPACT OF ADVERSE WINTRY CONDITIONS ON THE EFFECTIVENESS OF CENTERLINE RUMBLE STRIPS - A CASE STUDY OF WYOMING AND COLORADO USING BEFORE-AFTER EMPIRICAL BAYES DESIGN (TRBAM-21- 03721) Irfan Ahmed/University of Wyoming, Mohamed Ahmed/University of Wyoming Enhancing Construction Truck Safety at Work Zones: A Microscopic Traffic Simulation Study (TRBAM-21-0045 6) Zijin Wang/Central South University, Jaeyoung Lee/Central South University Safety Effects of Work Zone Advisory Systems under the Intelligent Connected Vehicle Environment: A Microsimulation Approach (TRBAM-21-01355) Suyi Mao/Central South University, Guiming Xiao/Central South University, Jaeyoung Lee/Central South University, Ling Wang/Central South University, Zijin Wang/Central South University, Helai Huang/Central South University The Safety Effect of Traffic Signs for Median Openings on One-Side-Widened Freeways (TRBAM-21-03596) Xu Wang/Shandong University, Peiyu Jiang/Shandong University, Yue Cao/Shandong University, Nengchao Lyu/Shand ong University, Lei Niu/Shandong University On Consistency in the Selection of Countermeasure at Mid-block Crosswalks (TRBAM-21-02061) Balaji Ponnu/Ohio State University, Marshall King/Ohio State University, Beth Snoke/Ohio State University A Multiple Correspondence Approach to Identify Contributing Factors Related to Work Zone Crashes (TRBAM- 21-02296) Parisa Hosseini/Rowan University, Mohammad Jalayer/Rowan University, Subasish Das/Rowan University Identification and Characterization of Mobile Work Zones using Floating Car Data (TRBAM-21-01261) Weimin Huang/HERE, Yildirim Dülgar/HERE, Hubert Rehborn/HERE, Bruce Bernhardt/HERE Work-Zone Crash Severity Analysis: Development and Use of the Joint Distribution of Crash-Related Variables (TRBAM-21-00219) Seyed Hooman Ghasemi/Washington State University, Ji Yun Lee/Washington State University, Mohammad Jalayer/W ashington State University, Parisa Hosseini/Washington State University, Pooyan Khajehshahzanian/Washington State University Impact of risk factors on work zone crashes using logistic models and Random Forest (TRBAM-21-00220) Huthaifa Ashqar/Booz Allen Hamilton, Inc., Qadri Shaheen/Booz Allen Hamilton, Inc., Suleiman Ashur/Booz Allen Hamilton, Inc., Hesham Rakha/Booz Allen Hamilton, Inc. Analysis of Work Zone Driver Merge Behavior and Merge Location Decision Using Work Zone Camera Images ( TRBAM-21-03998) Cibi Pranav/Georgia Institute of Technology (Georgia Tech), Yichang Tsai/Georgia Institute of Technology (Georgia Tech ) Fast Safety Assessment and Correction Framework for Maintenance Work Zones (TRBAM-21-00767) Zhepu Xu/Shanghai Institute of Technology, Qun Yang/Shanghai Institute of Technology Agile Work Zone Management Based on Probe Traffic Data (TRBAM-21-01649) Jairaj Desai/Purdue University, Steven Rogers/Purdue University, Woosung Kim/Purdue University, Howell Li/Purdue University, Deborah Horton/Purdue University, James Poturalski/Purdue University, Darcy Bullock/Purdue University

(continued) 167 Are Work Zones and Connected Automated Vehicles Ready for a Harmonious Coexistence? A Scoping Review and Research Agenda (TRBAM-21-02642) Amjad Dehman/Ryerson University, Bilal Farooq/Ryerson University The History of Rural Interstate Speed Limits in the United States (TRBAM-21-01686) Thomas Cook/HDR, Michael Pawlovich/HDR, Reginald Souleyrette/HDR Evaluation of the Effectiveness of Dynamic Speed Feed Back Signs in Work Zones on High-Speed Kansas Roadways (TRBAM-21-03755) Samantha Anderson/Kansas State University, Jack Cunningham/Kansas State University, Jia Liang/Kansas State University, Eric Fitzsimmons/Kansas State University State-of-the-Art Methods in Estimating Freeway Work zones Capacity: A Literature Review (TRBAM-21-01863) Ali Hassandokht Mashhadi/University of Utah, Mohammad Farhadmanesh/University of Utah, Abbas Rashidi/University of Utah, Nikola Markovic/University of Utah Prediction Model for Paint Pavement Marking Retroreflectivity Deterioration Rate (TRBAM-21-00331) Darrell Johnson/Tennessee State University, Deo Chimba/Tennessee State University A Methodology to Evaluate the Impact of Signage on Interstate Speeds using Vehicle Trajectory Data (TRBAM-2 1-02570) Jenna Kirsch/Wayne State University, Jonathan Waddell/Wayne State University, Stephen Remias/Wayne State University

1295

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1295 - Safety Performance and Analysis, Act 3: Evaluations, SPFs, and CMFs (Act 1, Session 1169; Act 2, Session 1202; Act 4, Session 1327) Sponsored By Standing Committee on Safety Performance Analysis

Safety Evaluation of Variable Speed Limit System in British Columbia (TRBAM-21-00013) Mohamed El Esawey/British Columbia Ministry of Transportation and Infrastructure, Joy Sengupta/British Columbia Ministry of Transportation and Infrastructure, John Babineau/British Columbia Ministry of Transportation and Infrastructure, Emmanuel Takyi/British Columbia Ministry of Transportation and Infrastructure, Mohamed Essa/British Columbia Ministry of Transportation and Infrastructure Crash Modification Factors for Adaptive Traffic Signal Control: An Empirical Bayes Before-After Study (TRBAM -21-00179) Houjun Tang/Pennsylvania State University, Vikash Gayah/Pennsylvania State University, Eric Donnell/Pennsylvania State University Context-based Crash Modification Factors for Medians on Rural Four-Lane Roadways: A Bayesian Approach (T RBAM-21-00190) Xiaobing Li/University of Alabama, Jun Liu/University of Alabama, Chenxuan Yang/University of Alabama, Timothy Barnett/University of Alabama Safety Assessment of Existing Roads: A Preliminary Comprehensive Methodology for Restricted Environments for a Safety Improvement Program (TRBAM-21-00742) Alaa Torkey/Cairo University, Abdulrahman Alrafee/Cairo University, Dalia Said/Cairo University Sun Glare and Traffic Crashes: Identifying Patterns of Key Factors (TRBAM-21-01764) Subasish Das/Texas A&M University, Xiaoduan Sun/Texas A&M University, Bahar Dadashova/Texas A&M University, M . Rahman/Texas A&M University, Ming Sun/Texas A&M University Effect of Motorcycle Composition to Motorcyclist and Other Motor Vehicle Accident Rate in Mixed Traffic Condition (TRBAM-21-01783) Rizky Junirman/Shuto Daigaku Tokyo, Hiroyuki Oneyama/Shuto Daigaku Tokyo Safety Impact Evaluation of Narrow AV-Exclusive Lanes on Existing Freeways (TRBAM-21-01848) Benjamin Melendez/San Diego State University, Anagha Katthe/San Diego State University, Arash Jahangiri/San Diego State University, Sahar Ghanipoor Machiani/San Diego State University, Alidad Ahmadi/San Diego State University, Walter Musial/San Diego State University Evaluation of the Factors Affecting Injury Involved Crashes in Freeway Tunnels (TRBAM-21-02300) Soyoung Jung/Dongyang University, Xiao Qin/Dongyang University Investigating Performance of a Novel Safety Measure for Assessing Potential Rear-End Collisions: An Insight Representing a Scenario in Developing Nation (TRBAM-21-02333) Narayana Raju/Sardar Vallabhbhai National Institute of Technology, Shriniwas Arkatkar/Sardar Vallabhbhai National Institute of Technology, Said Easa/Sardar Vallabhbhai National Institute of Technology, Gaurang Joshi/Sardar Vallabhbhai National Institute of Technology

(continued) 168 Examining Driver Compliance with a Move-Over/Slow Down Law in Consideration of Vehicle Type and Messages Displayed on Upstream Dynamic Message Signs (TRBAM-21-02354) Nusayba Megat-Johari/Michigan State University, Megat-Usamah Megat-Johari/Michigan State University, Peter Savolainen/Michigan State University, Timothy Gates/Michigan State University, Eva Kassens-Noor/Michigan State University Examining Trends in Traffic Crashes as They Relate to the Display of Safety Messages on Dynamic Message Signs (TRBAM-21-02355) Megat-Usamah Megat-Johari/Michigan State University, Nusayba Megat-Johari/Michigan State University, Peter Savolainen/Michigan State University, Timothy Gates/Michigan State University, Eva Kassens-Noor/Michigan State University Light Delivery Vehicles Crashes: Identifying Insights using Joint Dimension Reduction and Clustering (TRBAM -21-02366) Subasish Das/Texas A&M University, Anandi Dutta/Texas A&M University New Intersection Crash Prediction Models for the Second Edition of the Highway Safety Manual (TRBAM-21-02 711) Darren Torbic/Texas A&M Transportation Institute, Daniel Cook/Texas A&M Transportation Institute, Joseph Grotheer/Te xas A&M Transportation Institute, Richard Porter/Texas A&M Transportation Institute, Jeff Gooch/Texas A&M Transportation Institute, Kristin Kersavage/Texas A&M Transportation Institute Development Of Safety Performance Functions For Two-Lane Rural Highways In The State Of Ohio (TRBAM-21 -02844) Abdulrahman Faden/University of Dayton, Deogratias Eustace/University of Dayton Calibration and Development of Safety Performance Functions for Rural Two-Lane Two Way Roadways: A New Jersey Case Study (TRBAM-21-02992) Abhinav Bhattacharyya/New York University, Bekir Bartin/New York University, Kaan Ozbay/New York University, Chuan Xu/New York University, Hani Nassif/New York University How did COVID-19 affect crash patterns in Florida? A GIS-based Spatiotemporal Investigation in Four Counties (TRBAM-21-03025) Mohammadreza Koloushani/Florida A&M University-Florida State University College of Engineering, Mahyar Ghorbanzadeh/Florida A&M University-Florida State University College of Engineering, Eren Ozguven/Florida A&M University-Florida State University College of Engineering, Alireza Ermagun/Florida A&M University-Florida State University College of Engineering, Mehmet Ulak/Florida A&M University-Florida State University College of Engineering Accommodating for Systematic and Unobserved Heterogeneity in Panel Data: Application to Macro-Level Crash Modeling (TRBAM-21-03184) Tanmoy Bhowmik/University of Central Florida, Shamsunnahar Yasmin/University of Central Florida, Naveen Eluru/Univ ersity of Central Florida Developing an Index-based Methodology to Assess the Quality of SPF Calibration. A Multivariate Approach (TR BAM-21-03234) Raul Avelar/Texas A&M Transportation Institute, Karen Dixon/Texas A&M Transportation Institute, Boniphace Kutela/Tex as A&M Transportation Institute, Samuel Klump/Texas A&M Transportation Institute, Wemple Elizabeth/Texas A&M Transportation Institute, Richard Storm/Texas A&M Transportation Institute Estimating Safety Effects of Adaptive Signal Control Technology Using the Full Bayesian Approach (TRBAM-21 -03255) John Kodi/Florida International University, Angela Kitali/Florida International University, MD Sultan Ali/Florida International University, Priyanka Alluri/Florida International University, Thobias Sando/Florida International University Developing Short-Term Safety Performance Functions for Freeways at Different Aggregation Levels by Using Multi-State Microscopic Traffic Detector Data (TRBAM-21-03284) Jinghui Yuan/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida, Jingwan Fu/University of Central Florida, Yina Wu/University of Central Florida, Lishengsa Yue/University of Central Florida, Naveen Eluru/Univer sity of Central Florida MODELING THE EFFECTS OF DRIVE ERROR AND IMPAIRMENT ON CRASH INJURY SEVERITY (TRBAM-21-034 62) Mohammad Razaur Rahman Shaon/University of Connecticut, Xiao Qin/University of Connecticut A Before-and-After Evaluation of Traditional Traffic Control Devices for Preventing Wrong-Way Driving at Freeway Off-Ramps (TRBAM-21-03488) Qing Chang/Auburn University, Md Atiquzzaman/Auburn University, Huaguo Zhou/Auburn University, Yukun Song/Aubu rn University

(continued) 169 Localized Safety Performance Functions for Rural 3-Leg Stop-Controlled Intersections in Alabama (TRBAM-21- 03672) Zihe Zhang/University of Alabama, Xiaobing Li/University of Alabama, Jun Liu/University of Alabama, Xing Fu/University of Alabama, Chenxuan Yang/University of Alabama, Steven Jones/University of Alabama Road Geometry and Pavement Surface Condition Impacts on Roadway Departure Crashes (TRBAM-21-03763) Justice Appiah/Virginia Transportation Research Council, Mo Zhao/Virginia Transportation Research Council, Bhaven Naik/Virginia Transportation Research Council Investigating Changes in Florida Traffic Crash Trends Due to COVID-19 Pandemic (TRBAM-21-03793) Roodson Pierre/Florida A&M University, Doreen Kobelo/Florida A&M University, Ntagwanko Kisabanzira/Florida A&M University, John Kodi/Florida A&M University, Angela Kitali/Florida A&M University, Thobias Sando/Florida A&M University Investigating the Relationship between Vehicle on Shoulder and Crash: Correlation or Causation (TRBAM-21-0 3898) Eugene Antwi Boasiako/Kentucky Transportation Cabinet, Mei Chen/Kentucky Transportation Cabinet, Xu Zhang/Kentu cky Transportation Cabinet, Benjamin Blandford/Kentucky Transportation Cabinet Development of Safety Performance Functions for Low Volume Rural Local Roads in Alabama (TRBAM-21-0391 6) Samantha Islam/University of South Alabama, Richard Dzinyela/University of South Alabama, Grace Toledo/University of South Alabama Development of Road Diet Segment and Intersection Crash Modification Factors (TRBAM-21-03955) Linda Lim/University of Virginia, Michael Fontaine/University of Virginia Impact of Injury-Based Safety Performance Functions on Network Screening (TRBAM-21-04188) Praveen Vayalamkuzhi/University of California, Berkeley, Aditya Medury/University of California, Berkeley, Lin Yang/Uni versity of California, Berkeley, Offer Grembek/University of California, Berkeley, Venky Shankar/University of California, Berkeley Assessing the Predictability of Short Segment Crash Analysis in the State of South Carolina (TRBAM-21-04402) Adika Iqbal/Clemson University, Wayne Sarasua/Clemson University, Afshin Famili/Clemson University, Jennifer Ogle/ Clemson University, William Davis/Clemson University, Devesh Kumar/Clemson University, Saurabh Basnet/Clemson University, Emmanuel Adjei/Clemson University Evaluating the Safety Effectiveness of Restricted Crossing U-turn (RCUT) Intersections (TRBAM-21-03723) Raunak Mishra/University of North Carolina, Charlotte, Srinivas Pulugurtha/University of North Carolina, Charlotte

1296

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1296 - Machine Learning Models and Tools for Real-Time Transportation Applications Osama Osman, University of Tennessee, Chattanooga, presiding Sponsored By Standing Committee on Artificial Intelligence and Advanced Computing Applications

This sessions presents various real-time applications of machine learning models and tools. Applications include short-t erm forecasting of traffic speeds, prediction of traffic status in spatiotemporal dimension, estimation of vehicle energy, and assessment of pavement condition.

Deep Learning and UAV Based Solution to Real Time Pavement Condition Assessment (TRBAM-21-00056) MURAD AL QURISHEE/Tennessee Department of Transportation, WEIDONG WU/Tennessee Department of Transportation, Babatunde Atolagbe/Tennessee Department of Transportation, Joseph Owino/Tennessee Department of Transportation, Ignatius Fomunung/Tennessee Department of Transportation, Mbakisya Onyango/Tennessee Department of Transportation A Real-time Spatiotemporal Prediction and Imputation of Traffic Status Based on LSTM and Graph Laplacian Regularized Matrix Factorization (TRBAM-21-00978) Jin-Ming Yang/Shanghai Jiao Tong University, ZHONGREN PENG/Shanghai Jiao Tong University, Lei Lin/Shanghai Jiao Tong University A Meta-Learner Ensemble Framework for Real-Time Short-Term Traffic Speed Forecasting (TRBAM-21-02198) Divyakant Tahlyan/Northwestern University, Euhye Kim/Northwestern University, Hani Mahmassani/Northwestern University

(continued) 170 Real-Time Highly Resolved Spatial-Temporal Vehicle Energy Estimation Using Machine Learning and Probe Data (TRBAM-21-03287) Joseph Severino/National Renewable Energy Laboratory (NREL), Yi Hou/National Renewable Energy Laboratory (NRE L), Ambarish Nag/National Renewable Energy Laboratory (NREL), Jacob Holden/National Renewable Energy Laboratory (NREL), Lei Zhu/National Renewable Energy Laboratory (NREL), Juliette Ugirurmurera/National Renewable Energy Laboratory (NREL), Stanley Young/National Renewable Energy Laboratory (NREL), Wesley Jones/National Renewable Energy Laboratory (NREL), Jibonananda Sanyal/National Renewable Energy Laboratory (NREL)

1297

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1297 - Urban Mobility Safety and the Law Sponsored By Section ‐ Legal Resources, Standing Committee on Tort Liability and Risk Management, Standing Committee on Transit and Intermodal Transportation Law

CHILD CAR SEATS IN TNC VEHICLES: WHAT DO STATE LAWS SAY? (TRBAM-21-00615) Olga Bredikhina/University of Alabama, Sanaa Rafique/University of Alabama, Justin Fisher/University of Alabama, Praveena Penmetsa/University of Alabama, Laurel Wheeler/University of Alabama, Xiaobing Li/University of Alabama, Steven Polunsky/University of Alabama An Analysis of Current E-scooter Safety Regulation in a Large US City Using Epidemiological Components as a Framework (TRBAM-21-02499) Liliana Salas/University of Arizona

1298

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1298 - Nondestructive Testing and Evaluation of Bridges Christina Freeman, Florida Department of Transportation, presiding Glenn Washer, University of Missouri, Columbia, presiding Sponsored By Standing Committee on Testing and Evaluation of Transportation Structures , Subcommittee on Non-destr uctive Evaluation of Structures, Standing Committee on Fabrication and Inspection of Metal Structures

Field Application of a Multi-Channel Acoustic Scanning Tool for Detecting Defects in Concrete Bridge Decks (T RBAM-21-00592) Mehdi Rashidi/GENEX Systems, Hoda Azari/GENEX Systems Magnetic Flux Leakage Signal Characterization for Detection of Corrosion in Prestressed Concrete Girders (TR BAM-21-03154) Azam Elyasigorji/University of Wisconsin, Milwaukee, Al Ghorbanpoor/University of Wisconsin, Milwaukee Non-Destructive Testing of GFRP-Wrapped Reinforced-Concrete Slabs (TRBAM-21-03354) Wael Zatar/Marshall University, Hai Nguyen/Marshall University, Hien Nghiem/Marshall University, Cumhur Cosgun/Mar shall University Implementation of AASHTO/AWS D1.5 Phased Array Ultrasonic Weld Inspection Programs (TRBAM-21-03215) Russell Kok/Genex, Hoda Azari/Genex 5th Generation Low-cost Efficient Wireless Intelligent Sensors (LEWIS 5) for Transportation (TRBAM-21-01867) Joshua Murillo/University of New Mexico, Fernando Moreu/University of New Mexico, Marlan Ball/University of New Mexico Crack Detection of a Reinforced Concrete Wall using Low Cost RFID-based Sensors (TRBAM-21-03144) Rinchen Sherpa/University of Connecticut, Pierre Fils/University of Connecticut, Shinae Jang/University of Connecticut

1299

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1299 - Advancements in Roadside Safety Hardware Sponsored By Standing Committee on Roadside Safety Design, Section ‐ Design, Standing Committee on Hydrology, Hydraulics, and Stormwater

(continued) 171 Development, Crash Testing, and Evaluation of Steel-Post, Trailing-End, Guardrail Anchorage System (TRBAM- 21-04171) Mojdeh Asadollahi Pajouh/University of Nebraska, Lincoln, Karla Lechtenberg/University of Nebraska, Lincoln, Ronald Faller/University of Nebraska, Lincoln, Tewodros Yosef/University of Nebraska, Lincoln Development of a Non-Gating Guardrail Terminal (TRBAM-21-02375) Kevin Schrum/University of Alabama, Birmingham, Blake Feltman/University of Alabama, Birmingham, Kenneth Walls/U niversity of Alabama, Birmingham, Steven Thompson/University of Alabama, Birmingham, Joseph Schwertz/University of Alabama, Birmingham, Dakotah Sicking/University of Alabama, Birmingham, Dean Sicking/University of Alabama, Birmingham Investigation and MASH Full-Scale Crash Testing of the Buried-in-Backslope Terminal Compatible with MGS Guardrail (TRBAM-21-02853) Chiara Silvestri Dobrovolny/Texas A&M Transportation Institute, Roger Bligh/Texas A&M Transportation Institute, Maysam Kiani/Texas A&M Transportation Institute, Jeff Jeffers/Texas A&M Transportation Institute Development and Testing of a Concrete Median Barrier for Flood-Prone Areas (TRBAM-21-03030) Chiara Silvestri Dobrovolny/Texas A&M Transportation Institute, Blair Johnson/Texas A&M Transportation Institute, Roger Bligh/Texas A&M Transportation Institute, James Kovar/Texas A&M Transportation Institute, Michael Barrett/Texa s A&M Transportation Institute, Brandon Klenzendorf/Texas A&M Transportation Institute, Gregory Hendrickson/Texas A &M Transportation Institute, Taya Retterer/Texas A&M Transportation Institute, Jon Ries/Texas A&M Transportation Institute Investigation and MASH Full-Scale Crash Testing of the Practice of Raising Blockouts on W-Beam Rail Systems (TRBAM-21-02982) Chiara Silvestri Dobrovolny/Texas A&M Transportation Institute, Roger Bligh/Texas A&M Transportation Institute, Maysam Kiani/Texas A&M Transportation Institute, Ali Hangul/Texas A&M Transportation Institute

1300

Wednesday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1300 - Driving Under Adverse Weather Conditions Sponsored By Standing Committee on Road Weather, Standing Committee on Winter Maintenance

Driving under adverse weather conditions can be extremely risky, as demonstrated by the fact that over 20% of all crashes occur under these conditions, yet these conditions exist less than 10% of the time. Better understanding driver behavior and the circumstances under which these crashes occur will help inform transportation managers, and provide for more effective safety countermeasures.

Road Slipperiness Detection Using Digital Tachograph Data (TRBAM-21-00168) Jinhwan Jang/Korea Institute of Civil Engineering and Building Technology (KICT) Effects of Winter Road Surface on Driver's Risk Avoidance Behavior when the Vehicles Are Entering a Curve operated with Adaptive Cruise Control (TRBAM-21-02321) Naoyuki Shiraishi/Hokkaido University, Sho Takahashi/Hokkaido University, Toru Hagiwara/Hokkaido University, Minoru Okada/Hokkaido University, Toshiyuki Naito/Hokkaido University, Kazunori Munehiro/Hokkaido University Weather and Surface Condition Detection Using Road-Side Webcams: Application of Pre-trained Convolutional Neural Network (TRBAM-21-03463) MD Nasim Khan/University of Wyoming, Mohamed Ahmed/University of Wyoming Development and Evaluation of Geostatistical Methods for Estimating Weather-Related Collisions – A Large Scale Case Study (TRBAM-21-01014) Andy Wong/University of Alberta, Tae J. Kwon/University of Alberta

1062

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1062 - Advances in Traffic Monitoring Research and Practice John Ash, University of Washington, presiding Sponsored By Standing Committee on Highway Traffic Monitoring, Subcommittee on Weigh-in-Motion, Joint Subcommittee on Bicycle and Pedestrian Data (with AED10, AED20, AEP25, ACH10, and ACH20)

This poster session contains papers that describe advances and innovations in monitoring passenger vehicle traffic , truck traffic, and pedestrian traffic. It includes two papers focused on monitoring traffic during the COVID-19 pandemic.

(continued) 172 Using High-Resolution Archived Operational Traffic Data for Transportation Management during COVID-19 Pandemic (TRBAM-21-02991) Yang Cheng/University of Wisconsin, Madison, Keshu Wu/University of Wisconsin, Madison, Steven Parker/University of Wisconsin, Madison, Elizabeth Schneider/University of Wisconsin, Madison, Jonathan Riehl/University of Wisconsin, Madison, David Noyce/University of Wisconsin, Madison Examining Impacts of COVID-19 Related Stay-at-Home Orders through a Two-way Random Effects Model (TRB AM-21-02358) Anshu Bamney/Michigan State University, Hisham Jashami/Michigan State University, Sarvani Sonduru Pantangi/Michi gan State University, Jayson Ambabo/Michigan State University, Megat-Usamah Megat-Johari/Michigan State University, Qiuqi Cai/Michigan State University, Nischal Gupta/Michigan State University, Peter Savolainen/Michigan State University Data-Driven Approach to Quantify and Reduce Error Associated with Assigning Short Duration Counts to Traffic Pattern Groups (TRBAM-21-00268) Giuseppe Grande/University of Manitoba, Puteri Paramita/University of Manitoba, Jonathan Regehr/University of Manitoba Multi-Sensor Data Fusion for Accurate Traffic Speed and Travel Time Reconstruction (TRBAM-21-02890) Lisa Kessler/Technical University of Munich, Felix Rempe/Technical University of Munich, Klaus Bogenberger/Technical University of Munich Low Cost Two Dimensional (2–D) LiDAR Application for Vehicle Trajectory Construction at The Intersections (T RBAM-21-02342) RAVI JAGIRDAR/JPCL Engineering LLC, Joyoung Lee/JPCL Engineering LLC, Dejan Besenski/JPCL Engineering LLC, Min-Wook Kang/JPCL Engineering LLC On Spatial Transferability of Machine Learning based Volume Estimation Models (TRBAM-21-02017) Kevin Kasundra/National Renewable Energy Laboratory (NREL), Venu Garikapati/National Renewable Energy Laboratory (NREL), Christopher Hoehne/National Renewable Energy Laboratory (NREL), Yi Hou/National Renewable Energy Laboratory (NREL), Stanley Young/National Renewable Energy Laboratory (NREL) An Ensemble Approach to Truck Body Type Classification using Deep Representation Learning on 3D Point Sets (TRBAM-21-04325) Yiqiao Li/University of California, Irvine, Koti Allu/University of California, Irvine, Zhe Sun/University of California, Irvine, Andre Tok/University of California, Irvine, Guoliang Feng/University of California, Irvine, Stephen Ritchie/University of California, Irvine Analysis of Big Transportation Data for Better Infrastructure Management: A Case Study Using Very Large Weigh-in-Motion Data (TRBAM-21-03177) Sami Demiroluk/AgileAssets, Inc., Kaan Ozbay/AgileAssets, Inc., Hani Nassif/AgileAssets, Inc. Quality Control of WIM-Based Live Load Data for Bridges (TRBAM-21-02012) Anjan Ramesh Babu/Prime AE Group, Inc, Olga Iatsko/Prime AE Group, Inc, Andrzej Nowak/Prime AE Group, Inc, J.Mi chael Stallings/Prime AE Group, Inc Automatic Video Detection and Tracking of Pedestrians and Cyclists: Exploratory Feasibility Analysis (TRBAM -21-03306) Deng Pan/George Washington University, Samer Hamdar/George Washington University, Yufei Yuan/George Washington University, Victor Knoop/George Washington University, Winnie Daamen/George Washington University, Alireza Talebpour/George Washington University Estimating Pedestrian Delay at Signalized Intersections Using Finite Mixture Modeling (TRBAM-21-00321) Abolfazl Karimpour/University of Arizona, Jason Anderson/University of Arizona, Sirisha Kothuri/University of Arizona, Yao-Jan Wu/University of Arizona

1171

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1171 - Travel Time, Speed, and Reliability Student Data Challenge: COVID-19 Impacts on Travel Stephen Remias, Wayne State University, presiding Sponsored By Standing Committee on Urban Transportation Data and Information Systems , Standing Committee on Highway Traffic Monitoring, Joint Subcommittee on Travel Time Speed and Reliability (with ACP70)

The TRB Joint Subcommittee on Travel Time, Speed, and Reliability is hosting the second annual student data challenge for students. This year the student’s were asked to develop a data driven methodology to assess the impact COVID-19 has had on the transportation network. Using data from local and state agencies, students will quantify and visualize the impacts of the pandemic including stay at home orders and the recovery. The poster’s will be judged by experts from the public and private sectors, as well as academia.

(continued) 173 How did COVID-19 Affect Crash Patterns In Florida? A GIS-Based Spatiotemporal Investigation in Four Counties (P21-20363) Mohammadreza Koloushani/Florida A&M University-Florida State University College of Engineering Exploring Correlations Between Vehicle Travels and Tropospheric Nitrogen Dioxide (NO2) Density Among Florida Counties Impacted by COVID-19 (P21-20364) Alican Karaer/Florida State University The Impact of COVID-19 on Transportation in Austin, TX (P21-21090) Bhooma Shivakumar/DePaul University Impacts of COVID-19 on the Operational Performance of Express Lanes and General Purpose Lanes (P21-2109 1) John Kodi/Florida International University

1301

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1301 - Human Factors Analysis of Safety Critical and Crash Events Shan Bao, University of Michigan, Dearborn, presiding Sunanda Dissanayake, Kansas State University, presiding Sponsored By Standing Committee on Human Factors of Vehicles

Why are Most Drivers Not Recognizing Impending Single-Vehicle Collisions and Does this Influence Event Outcomes? (TRBAM-21-00451) Zachary Jerome/University of Michigan, Ann Arbor, Asad J. Khattak/University of Michigan, Ann Arbor, Ramin Arvin/Uni versity of Michigan, Ann Arbor Time pressure and decision making: Effects on gap-acceptance behavior at un-signalized intersections and accident probability (TRBAM-21-00860) Nishant Pawar/Indian Institute of Technology, Bombay, Nagendra Velaga/Indian Institute of Technology, Bombay Effects of Forward Collision Warning Technology in Different Pre-Crash Scenarios (TRBAM-21-00898) Lishengsa Yue/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida, Yina Wu/University of Central Florida, Jorge Ugan/University of Central Florida, Cheng Yuan/University of Central Florida Sleep-Deprived Car-Following: Indicators of Crash Potential (TRBAM-21-01104) Kirti Mahajan/Indian Institute of Technology, Bombay, Nagendra Velaga/Indian Institute of Technology, Bombay Analysis of Distracted Driving Crashes in New Jersey using Mixed Logit Model (TRBAM-21-02932) Sajid Hasan/Rowan University, Mohammad Jalayer/Rowan University, Muntahith Orvin/Rowan University Driver Response Time to Pedestrians and Bicyclists During Turning Events from the SHRP-2 Naturalistic Database (TRBAM-21-03268) Darlene Edewaard/Crash Safety Research Center, LLC, Jeffrey Muttart/Crash Safety Research Center, LLC, Swaroop Dinakar/Crash Safety Research Center, LLC, Stephanie Appow/Crash Safety Research Center, LLC Using Naturalistic Data to Examine Relationships between Instantaneous Driving Decisions and Safety Critical Events (TRBAM-21-03301) Zulqarnain Khattak/Oak Ridge National Laboratory, Michael Fontaine/Oak Ridge National Laboratory, Asad J. Khattak/ Oak Ridge National Laboratory, Thomas Karnowski/Oak Ridge National Laboratory Driver Response Time in Cut-Off Scenarios from the SHRP-2 Naturalistic Database (TRBAM-21-03414) Swaroop Dinakar/Crash Safety Research Center, LLC, Jeffrey Muttart/Crash Safety Research Center, LLC, Darlene Edewaard/Crash Safety Research Center, LLC, Michael Giannone/Crash Safety Research Center, LLC, Connor Dickson/Crash Safety Research Center, LLC

1302

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1302 - Signal Control for Connected and Automated Vehicle Environments Sponsored By Standing Committee on Traffic Signal Systems

Decentralized arterial traffic signal optimization with Connected Vehicle information (TRBAM-21-00073) Xiao Liang/Pennsylvania State University, S. Ilgin Guler/Pennsylvania State University, Vikash Gayah/Pennsylvania State University

(continued) 174 A Two-level Model for Traffic Signal Timing and Trajectories Planning of Multiple Connected Automated Vehicles in a Random Environment (TRBAM-21-00160) Zhihong Yao/Southwest Jiaotong University, Yangsheng Jiang/Southwest Jiaotong University, Bin Ran/Southwest Jiaotong University Development and Evaluation of a Weighted Delay-Based Signal Control Algorithm for Connected and Non-Con nected Vehicles (TRBAM-21-00394) Md Abu Sufian Talukder/University of Alabama, Abhay Lidbe/University of Alabama, Elsa Tedla/University of Alabama, Alexander Hainen/University of Alabama, Travis Atkison/University of Alabama Maximizing User Throughput at Signalized Intersections in a Connected Vehicle Environment (TRBAM-21-0043 9) Roozbeh Mohammadi/Aalto University, Claudio Roncoli/Aalto University, Milos Mladenovic/Aalto University Adaptive and Multi-path Progression Signal Control under Connected Vehicle Environment (TRBAM-21-00844) Qinzheng Wang/University of Utah, Xianfeng Yang/University of Utah, Yun Yuan/University of Utah, Zhitong Huang/Univ ersity of Utah White Phase Intersection Control through Vehicular Distributed Coordination in a Mixed Traffic Stream (TRBA M-21-00845) Ramin Niroumand/North Carolina State University, Leila Hajibabai/North Carolina State University, Ali Hajbabaie/North Carolina State University Multi-objective Optimization of Traffic Signals based on Vehicle Trajectory Data at Isolated Intersections (TRBA M-21-01013) Wanjing Ma/Tongji University, Lijuan Wan/Tongji University, Chunhui Yu/Tongji University, Li Zou/Tongji University, Jianfeng Zheng/Tongji University, Dongbo Liu/Tongji University Determining the Vehicle Platoon Size at a Signalized Intersection in an Environment of Intervehicle Communication (TRBAM-21-01043) Samira Ziyadidegan/Texas A&M University, College Station, Xiaoyu Sky Guo/Texas A&M University, College Station, Luca Quadrifoglio/Texas A&M University, College Station Real-time Predictive Signal Coordination based on Single-vehicle-triggered Platoon Dispersion in a Low Penetration Connected Vehicle Environment (TRBAM-21-01624) Jiangchen Li/University of Alberta, Liqun Peng/University of Alberta, Tony Qiu/University of Alberta HYBRID DEEP REINFORCEMENT LEARNING FOR ECO-DRIVING OF LOW-LEVEL CONNECTED AND AUTOMATED VEHICLES ALONG SIGNALIZED CORRIDORS (TRBAM-21-01646) Qiangqiang Guo/University of Washington, Zhijun Liu/University of Washington, Ohay Angah/University of Washington, Xuegang Ban/University of Washington Distributed Joint Dynamic Route Guidance and Signal Control for Mobile Edge Computing-Enhanced Connected Vehicle Environment (TRBAM-21-01748) Huiyu Chen/University of Alberta, Tony Qiu/University of Alberta An Analysis of the Value of Optimal Routing and Signal Timing Control Strategy with CAVs (TRBAM-21-02227) Tang Li/Imperial College London, Fangce Guo/Imperial College London, Rajesh Krishnan/Imperial College London, Aruna Sivakumar/Imperial College London

1303

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1303 - Traffic Simulation 2021, Part 1 (Part 2, Session 1360) Sponsored By Standing Committee on Traffic Simulation Committee

Testing Connected Vehicle-based Accident Mitigation Strategies using Simulation (TRBAM-21-02014) Mehrdad Tajalli/North Carolina State University, George List/North Carolina State University, Ali Hajbabaie/North Carolina State University Microsimulation Modeling of Pedestrian Movements in Airport Accounting for Social Distancing Strategy (TRB AM-21-03238) MD Jahedul Alam/Dalhousie University, Muhammad Habib/Dalhousie University, Devin Holmes/Dalhousie University Semi-Centralized Coordinated Signal Timing Optimization Utilising Connected and Automated Vehicles (TRBA M-21-02045) Azadeh Emami/University of Melbourne, Majid Sarvi/University of Melbourne, Saeed Asadi Bagloee/University of Melbourne A Car Following Model Based on Safety Margin Considering Human and Road Factors (TRBAM-21-00336) Chao Deng/Wuhan University

(continued) 175 A Modified Cooperative Adaptive Cruise Control Strategies for the Freeway Weaving Segments (TRBAM-21-021 97) Liu Yi/Southeast University, Wei Wang/Southeast University, De Zhao/Southeast University Sav Operations On A Bus Line Corridor: Travel Demand, Service Frequency And Vehicle Size (TRBAM-21-01496 ) Yantao Huang/University of Texas, Austin, Kara M. Kockelman/University of Texas, Austin, Long T. Truong/University of Texas, Austin A System of Shared Autonomous Vehicles for Chicago: Understanding the Effect of Geofencing the Service (T RBAM-21-02849) Krishna Murthy Gurumurthy/University of Texas, Austin, Joshua Auld/University of Texas, Austin, Kara M. Kockelman/U niversity of Texas, Austin Hierarchical Anomaly Behavior Management System with Connected Vehicles (TRBAM-21-02736) Hao Yang/McMaster University, Kentaro Oguchi/McMaster University, Seyhan Ucar/McMaster University Assessment of Queue Warning Applications on Signalized Intersections for Connected Freight Vehicles (TRBA M-21-03981) Sara Bashir/University of Wyoming, Milan Zlatkovic/University of Wyoming Tracking a Shared Low-Speed Light-Weight Autonomous Mobility (SLLAM) System on Continuous Pedestrian Access Routes: A case study in Tuscaloosa, Alabama (TRBAM-21-03649) Zihe Zhang/University of Alabama, Jun Liu/University of Alabama, Qifan Nie/University of Alabama, Steven Jones/Unive rsity of Alabama, Kara M. Kockelman/University of Alabama A driving simulator experiment to explore the influence of CVIS-HMI on eco-driving behavior (TRBAM-21-02715 ) Qiang Fu/Beijing University of Technology, Yiping Wu/Beijing University of Technology, Xiaohua Zhao/Beijing University of Technology, Jian Rong/Beijing University of Technology, Yang Ding/Beijing University of Technology Impact Assessment of Emissions Due to Provision of Toll Plazas on Highways -An Indian Experience (TRBAM- 21-02093) Utakarsh Gupta/Sardar Vallabhbhai National Institute of Technology, Chintaman Bari/Sardar Vallabhbhai National Institute of Technology, Dr. Ashish Dhamaniya/Sardar Vallabhbhai National Institute of Technology Optimizing Toll Plaza Operations using Microsimulation Approach: A Case Study of Ghoti Toll Plaza in India (T RBAM-21-01167) Utakarsh Gupta/Sardar Vallabhbhai National Institute of Technology, Chintaman Bari/Sardar Vallabhbhai National Institute of Technology, Dr. Ashish Dhamaniya/Sardar Vallabhbhai National Institute of Technology Research on Cooperative Lane Changing Decision-making of Unmanned Vehicles Based on Game Theory (TR BAM-21-02133) Xuemei Chen/Beijing Institute of Technology, Xue-long Zheng/Beijing Institute of Technology, Meng-xi Li/Beijing Institute of Technology, Xin-tong Han/Beijing Institute of Technology, Zi-jia Wang/Beijing Institute of Technology, YangJiaxin Ou/ Beijing Institute of Technology, Yu-fan Sun/Beijing Institute of Technology Using Empirical Trajectory Data to Design Connected Autonomous Vehicle Controllers for Traffic Stabilization ( TRBAM-21-03418) Yujie Li/Purdue University, Sikai Chen/Purdue University, Runjia Du/Purdue University, Paul ( Young Joun) Ha/Purdue University, Jiqian Dong/Purdue University, Samuel Labi/Purdue University A COOPERATIVE CONTROL FRAMEWORK FOR CAV LANE CHANGE IN A MIXED TRAFFIC ENVIRONMENT (TR BAM-21-03239) Runjia Du/Purdue University, Sikai Chen/Purdue University, Yujie Li/Purdue University, Jiqian Dong/Purdue University, Paul (Young Joun) Ha/Purdue University, Samuel Labi/Purdue University CAV Dedicated Lane: Mobility Implications of Access Control in a Mixed Traffic Environment (TRBAM-21-03374 ) M. Shoaib Samandar/North Carolina State University, Tanmay Das/North Carolina State University, Nagui Rouphail/Nort h Carolina State University, Billy Williams/North Carolina State University, Eleni Bardaka/North Carolina State University Modelling and Simulation of Vehicle-Pedestrian Interactions on Urban Roads in Disordered Traffic (TRBAM-21- 02541) Pooja Raj/National Institute of Technology Karnataka, Gowri Asaithambi/National Institute of Technology Karnataka, A. U. Ravi Shankar/National Institute of Technology Karnataka

176 1304

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1304 - Transportation Safety Management Systems from Start to Finish Frank Gross, VHB, presiding Stephanie Malinoff, University of Minnesota, Twin Cities, presiding Sponsored By Standing Committee on Transportation Safety Management Systems

More research on safety management from a comprehensive, systems approach is desirable. This session will allow you to interact one-on-one with the authors to discuss a broad range of safety management topics from the overall roadway safety management process and safe system approach to specific data sources and analysis methods to investigate transportation safety. Topics also cover all surface transportation modes from pedestrians and bicyclists to motorized vehicles and even golf carts. These papers cover the 4Es of safety and touch on various safety issues and opportunities related to infrastructure, road user behavior, socioeconomics, and advanced technology (e.g., connected/ automated vehicles).

A Spatiotemporal Analysis of Motorcyclist Injury Severity: Implications from 20 Years’ Traffic Crashes in Pennsylvania (TRBAM-21-00061) Xiaobing Li/University of Alabama, Jun Liu/University of Alabama, Zihe Zhang/University of Alabama, Allen Parrish/Univ ersity of Alabama The Impact of COVID-19 on Traffic Crash trends in Tennessee (TRBAM-21-00273) Morgan Chatmon/Tennessee State University, Beatriue Cherop/Tennessee State University, Deo Chimba/Tennessee State University A Low-Cost Approach to Identify Hazard Curvature for Local Road Networks Using Open-Source Data (TRBAM- 21-00299) Qinglin Hu/University of Alabama, Xiaobing Li/University of Alabama, Jun Liu/University of Alabama Benchmarking Road Safety Development Across OECD Countries: An Empirical Analysis for a Decade (TRBAM -21-00513) Jingyang Lyu/Harvard University, Tianye Wang/Harvard University, Faan Chen/Harvard University Effect of Socioeconomic and Demographic Factors on Crash Occurrence (TRBAM-21-00658) Shraddha Sagar/Gresham Smith and Partners, Nick Stamatiadis/Gresham Smith and Partners, Arnold Stromberg/Gres ham Smith and Partners SAVE-T: Safety Analysis Visualization and Evaluation Tool (TRBAM-21-00981) Yuan Zhu/Inner Mongolia University, Sami Demiroluk/Inner Mongolia University, Kaan Ozbay/Inner Mongolia University, Kun Xie/Inner Mongolia University, Hong Yang/Inner Mongolia University, Di Sha/Inner Mongolia University Emphasis Areas and Risk Factors for Angle Collisions in Virginia (TRBAM-21-01428) Alexei Tsyganov/Virginia Department of Transportation, Stephen Read/Virginia Department of Transportation Navigating School Zones: 5 Challenges for Deploying Automated Vehicles Near Schools (TRBAM-21-01481) Michael Clamann/UNC Highway Safety Research Center, Nancy Pullen-Seufert/UNC Highway Safety Research Center Identifying relationships between socioeconomic indicators and crash frequency in Pennsylvania (TRBAM-21- 01517) Rebeka Yocum/Pennsylvania State University, Vikash Gayah/Pennsylvania State University Evaluating the Effectiveness of the Safety Improvement Program in Saskatchewan Using a Full-Bayes Before-A fter Study (TRBAM-21-01619) Emanuele Sacchi/University of Saskatchewan, Saeid Tayebikhorami/University of Saskatchewan Alternatives in Prioritizing Safety Improvement Projects (TRBAM-21-01698) Ioannis Tsapakis/Texas A&M Transportation Institute, sushant sharma/Texas A&M Transportation Institute, William Holik/Texas A&M Transportation Institute KABCO Severity Cost Estimation by Cluster Analysis for Injury-Only Crashes in Puerto Rico (TRBAM-21-01782) Josie Bianchi/Recinto Universitario de Mayaguez Universidad de Puerto Rico, Didier Valdés/Recinto Universitario de Mayaguez Universidad de Puerto Rico, Raúl Macchiavelli/Recinto Universitario de Mayaguez Universidad de Puerto Rico Study of Automated Shuttle Interactions in City Traffic Using Surrogate Measures of Safety (TRBAM-21-01851) Etienne Beauchamp/Ecole Polytechnique de Montreal, Nicolas Saunier/Ecole Polytechnique de Montreal, Marie-Soleil Cloutier/Ecole Polytechnique de Montreal Impacts of COVID-19 Pandemic on Traffic Crashes in Florida (TRBAM-21-01852) Amy Romeo-Garcia/Florida International University, John Kodi/Florida International University, Angela Kitali/Florida International University, Priyanka Alluri/Florida International University, Albert Gan/Florida International University

(continued) 177 Relating Household Consumption Expenditures to Road Traffic Fatalities: A Rural-Urban Study (TRBAM-21-022 24) Ruchika Agarwala/Indian Institute of Technology, Bombay, Vinod Vasudevan/Indian Institute of Technology, Bombay Macro Safety Analysis for Non-motorized Vehicles Based on Roadway and Safety Education Improvement Countermeasures (TRBAM-21-02415) Zhicheng Dai/Tongji University, Xuesong Wang/Tongji University, Wenbin Luo/Tongji University Using Drone Technology to Collect School Transportation Data (TRBAM-21-02436) Cody Hodgson/University of Idaho, Kevin Chang/University of Idaho Traveler-Involved Traffic Crashes As A Negative Externality Of Tourism Industry (TRBAM-21-02442) Amin Mohamadi Hezaveh/North Carolina Department of Transportation, Christopher Cherry/North Carolina Department of Transportation, Candace Brakewood/North Carolina Department of Transportation Exploring Pathways from Driving Errors and Violations to Crashes: The Role of Speed Volatility (TRBAM-21-02 508) Numan Ahmad/University of Tennessee, Ramin Arvin/University of Tennessee, Asad J. Khattak/University of Tennessee Exploring Effects of Speed Management Strategies on Drivers’ Speeding Behavior on Urban and Suburban Arterials with Probe Speed Data (TRBAM-21-02861) Qing Cai/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida, Nada Mahmoud/University of Central Florida, Ma'en Al-Omari/University of Central Florida, Cheng Yuan/University of Central Florida, Brenda Young/U niversity of Central Florida EVALUATION OF THE IMPACT OF COMMUNICATION SYSTEM ON TRAFFIC SAFETY UNDER CONNECTED AND AUTOMATED VEHICLES ENVIRONMENT (TRBAM-21-02905) Md Hasibur Rahman/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida, Mohamed H. Zaki/ University of Central Florida, Zubayer Islam/University of Central Florida, Zubayer Islam/University of Central Florida Traffic Safety During the COVID-19 Pandemic: A Study of How Incident-Based Traffic Safety Metrics Changed Over Time on State Highways in the San Francisco Bay Area and Los Angeles Regions (TRBAM-21-03043) Matthew Hui/University of California, Berkeley, Jonathan Kupfer/University of California, Berkeley, Offer Grembek/Unive rsity of California, Berkeley Safety Benefits for Maintenance Activities on Rural Two-Lane Roads: An Empirical Bayesian Before-After Study (TRBAM-21-03046) Jiguang Zhao/HNTB Corporation, Rakesh Sharma/HNTB Corporation, Yongfeng Ma/HNTB Corporation Effect of Speed on Crash Prediction Model of Rural Two-Lane Highways (TRBAM-21-03068) Fahmida Rahman/Kentucky Transportation Cabinet, Xu Zhang/Kentucky Transportation Cabinet, Mei Chen/Kentucky Transportation Cabinet Motorcycle Crash Causation Study: Exploratory Topic Models from Crash Narrative Reports (TRBAM-21-03150) Subasish Das/Texas A&M University, Anandi Dutta/Texas A&M University, Ioannis Tsapakis/Texas A&M University Factors Contributing to Operating Speed on Different Context Classifications of Arterial Segments in Central Florida (TRBAM-21-03294) Nada Mahmoud/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida, Qing Cai/University of Central Florida, Brenda Young/University of Central Florida Best Practices for Guidelines for Inspection, Repair, and Use of Portable Concrete Barriers in Roadside Safety (TRBAM-21-03356) Chiara Silvestri Dobrovolny/Texas A&M University, College Station, Husain Aldahlki/Texas A&M University, College Station, Roger Bligh/Texas A&M University, College Station VERIFICATION OF USRAP RISK ASSESSMENTS FOR RUN-OFF AND HEAD-ON CRASHES USING FIELD DATA ( TRBAM-21-03366) FAHMID HOSSAIN/University of Utah, Juan Medina/University of Utah Macro-Level Safety Analysis of Crashes and Violations: Influencing Factors and Crash Hotspots (TRBAM-21-03 435) Yingying Pei/Tongji University, Xuesong Wang/Tongji University, Mingjie Feng/Tongji University, Zhixing Zhu/Tongji University, Fang Liu/Tongji University, Zhongyang Qie/Tongji University, Paul P. Jovanis/Tongji University Segment-Level Crash Risk Analysis for New Jersey Highways Using Advanced Data Modeling (TRBAM-21-0359 1) Branislav Dimitrijevic/New Jersey Institute of Technology, Sina Darban Khales/New Jersey Institute of Technology, Roksana Asadi/New Jersey Institute of Technology, Joyoung Lee/New Jersey Institute of Technology, Kitae Kim/New Jersey Institute of Technology Heterogeneity in Naturalistic Driving Errors, Violations, and Crash Risk in Diverse Environmental Context (TRB AM-21-04104) Asad J. Khattak/University of Tennessee, Numan Ahmad/University of Tennessee, Behram Wali/University of Tennessee

(continued) 178 Assessing the Effectiveness of Built Environment-based Safety Measures by Urban and Rural Area for Reducing the Non-motorist Crashes (TRBAM-21-04448) Shefa Arabia Shioma/University of Toledo, Ahmad Ilderim Tokey/University of Toledo, Muhammad Salaha Uddin/Univer sity of Toledo Network Screening on Low-Volume Roads: A New Proposed Method (TRBAM-21-01505) Ahmed Al-Kaisy/Montana State University, Kazi Huda/Montana State University

1305

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1305 - Information and Communication Technologies, Activity and Travel Ipek Sener, Texas A&M Transportation Institute, presiding Sponsored By Standing Committee on Effects of Information and Communication Technologies (ICT) on Travel Choices

Unveiling Daily Activity Pattern Differences between Telecommuters and Commuters Using Human Mobility Motifs and Sequence Analysis (TRBAM-21-00855) Rongxiang Su/University of California, Santa Barbara, Elizabeth McBride/University of California, Santa Barbara, Konstadinos Goulias/University of California, Santa Barbara Working from Home or Taking Work Home? Travel Effects of the Option to Work at Home (TRBAM-21-01234) Carole Voulgaris/Harvard University, Sarah Littlefield/Harvard University Telework and Commuting and Non-Commuting Work-Related Travel (TRBAM-21-01335) Shihang Zhang/Southwest Jiaotong University, Bin Shuai/Southwest Jiaotong University, Jie Gao/Southwest Jiaotong University Travel in the Digital Age: Vehicle Ownership’s Relationship to Technology-Based Alternatives (TRBAM-21-0151 5) Evelyn Blumenberg/University of California, Los Angeles, Julene Paul/University of California, Los Angeles, Gregory Pierce/University of California, Los Angeles Impacts of Online Shopping on Travel Demand: A Systematic Review (TRBAM-21-03006) Huyen Le/Ohio State University, Andre Carrel/Ohio State University, Harsh Shah/Ohio State University The Interactions Between Online Shopping, In-Store Shopping And Weekly Travel Behaviour: Analysing A 7-Da y Shopping Survey Using A Structural Equations Model (TRBAM-21-02641) Rui Colaco/Universidade de Lisboa, João de Abreu e Silva/Universidade de Lisboa DOES ONLINE SHOPPING REDUCE TRAVEL? Evidence from the 2017 National Household Travel Survey (TRB AM-21-04416) Lu Xu/University of California, Irvine, Jean-Daniel Saphores/University of California, Irvine Modelling the Trade-offs between Activity type, Location, and Modality: Do In-Home and Virtual Activities Impact Out-of-Home Activity Generation? (TRBAM-21-02903) Yago Losa Rovira/Imperial College London, Ahmadreza Faghih Imani/Imperial College London, Aruna Sivakumar/Imper ial College London, Jacek Pawlak/Imperial College London Trip-Activity Chain Complexity, Technology Use, and Their Impacts on Ride-Hail Usage: A Structural Equation Model Approach (TRBAM-21-03416) Tanjeeb Ahmed/University of California, Irvine, Michael Hyland/University of California, Irvine Application of Logistic Regression Model to Determine the Ability to Telecommute by Female Employees (TRB AM-21-04160) Mootaz M.Jaff/International Islamic University Malaysia, Abdul Azeez Kadar Hamsa/International Islamic University Malaysia Hybrid Route Choice Model Incorporating the Latent Cognitive and Psychological Effects of Real-Time Travel Information Using Physiological Data (TRBAM-21-00968) Shubham Agrawal/Purdue University, Srinivas Peeta/Purdue University

1306

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1306 – Dwight David Eisenhower Transportation Fellowship Program Posters, Part 3 (Part 1, Session 1113; Part 2, Session 1215; Part 4, Session 1397) Sponsored By Section - Executive Management Issues

U.S. DOT Dwight David Eisenhower Transportation Fellowship Program student posters.

(continued) 179 DDETFP poster 112 (P21-20913) Jacqueline Diaz/California State University, Fullerton DDETFP poster 113 (P21-20915) Hothaifa Al Eid/California State University, Fullerton Improvements in the Air Quality (P21-20917) Angel Reyes/East Los Angeles College Congestion Pricing and Its Potential to Change Major Cities (P21-20918) Julissa Godinez/East Los Angeles College DDETFP poster 116 (P21-20919) Daniel Novoa/East Los Angeles College Optimizing the Aerodynamics of Vehicle Parts (P21-20920) Gumaro Contreras/East Los Angeles College Fuel efficiency in Motor Vehicles (P21-20921) Johnathan Bailey/Florida A&M University Impact of COVID-19 on the Mobility of the Elderly Population in Leon County (P21-20922) Nancy Joseph/Florida A&M University Alternative fuel for transportation (P21-20923) Rameau Morency/Florida A&M University DDETFP poster 121 (P21-20924) Brandon Graham/Florida A&M University DDETFP poster 122 (P21-20925) Roodson Pierre/Florida A&M University DDETFP poster 123 (P21-20927) Daniel Frolich/Florida International University DDETFP poster 124 (P21-20928) Hugo Riggs/Florida International University DDETFP poster 125 (P21-20930) Amy Romeo-Garcia/Florida International University Creating more biking infrastructure reduce Traffic Congestions (P21-20931) Anthony Colin Herrera/Bakersfield College-Kern Community College District Impact of Pandemics on Rural Roads (P21-20933) Annabelle Recinos/Bakersfield College-Kern Community College District Primary Purpose of Autonomous Transportation and Ethical View Point (P21-20934) Hetkumar Ghadia/KCCD Bakersfield College DDETFP poster 129 (P21-20935) Priya Sharma/Bakersfield College-Kern Community College District Effects of Transportation by College students in the Air Quality before and after COVID-19 (P21-20936) Jennifer Villalba-Zavala/KCCD Bakersfield College Outdated Train Mechanics Impact on Transportation (P21-20937) Jessica Suarez/Bakersfield College-Kern Community College District Implementation of Smart Contract Technology to Enhance Supply Chain Operations (P21-20938) Kiante Bush/Morgan State University DDETFP poster 111 (P21-20912) Alejandro Soberanes/California State University Implementation of Smart Contract Technology to Enhance Supply Chain Operations (P21-20940) Joseph Abujana/Morgan State University Evaluating the Safety of Sites Near Morgan State University’s Campus (P21-20941) Richard Pitts/Morgan State University DDETFP poster 135 (P21-20942) Luis Urena Ceja/Napa Valley College Increasing Public Transport Efficiency (P21-20944) Afnan Khawaja/Napa Valley College DDETFP poster 137 (P21-20945) Ferlin Ruiz/Napa Valley College DDETFP poster 138 (P21-20948) Erica Thompson/North Carolina A&T State University DDETFP poster 139 (P21-20949) Felicia Park/North Carolina A&T State University

(continued) 180 DDETFP poster 140 (P21-20950) Amanda Gray/North Carolina A&T State University DDETFP poster 141 (P21-20951) Aliyah McCray/North Carolina A&T State University DDETFP poster 142 (P21-20952) Miles Staton/North Carolina A&T State University Implementation of both Machine Learning and Shortest Path Bridging to eliminate network transmission congestion and packet loss within Data Centers (P21-20953) Akannimo Etokebe/Prairie View A&M University Benefits for residents and increased economic revenue in rural and small-town communities through the development and incorporation of transportation options (P21-20954) Denerick Simpson/Savannah State University Effective Transportation Designs for Environmentally Sensitive Areas (P21-20955) Mikis Mays/Savannah State University The Impact of Census Funding (P21-20956) Miajah Detoles/Savannah State University DDETFP poster 147 (P21-20957) Pableo Vallejo/Stillman College DDETFP poster 148 (P21-20958) KeAnna Dakwa/Tennessee State University DDETFP poster 149 (P21-20959) Khaibarullah Israr/Tennessee State University Autonomous Vehicles and Transit Operations (P21-20960) Lydia Ndagire/Texas Southern University Covid 19 Public Transit (P21-20961) Katriel Pickett/Texas Southern University Applications of Information and Data Analysis in Transportation Engineering (P21-20962) Adelo Shitto/Texas Southern University Teleworking (P21-20963) McKenzie Jones-Channel/Texas Southern University The Effect of Data Analysis and Intelligent Screening on Maritime Cargo Security (P21-20964) Francess Okolo/Texas Southern University AV Autonomous Vehicle in the rural Area (P21-20965) Teidra Darrett/Texas Southern University DDETFP poster 156 (P21-20966) Chinedu Maduekwe/Texas Southern University Optimization of a Novel Pick Up and Delivery Problem for Humanitarian Application (P21-20967) Alexander Little/Texas State University DDETFP poster 158 (P21-20968) Carlos Sanchez/Texas State University Data Analysis on Variance of Traffic Patterns During Coronavirus Pandemic (P21-20969) Lauren Christenson/Texas State University DDETFP poster 160 (P21-20970) Karissa Collins/City College of New York Effect of Transit System Policies onto New York City (P21-20971) Huan Ying Zhang/City College of New York Relationship between Laboratory Tests and Field Performance of Surface Layers Containing RAP/RAS using Accelerated Pavement Testing (P21-20972) Ana Maria Coca/University of Texas, Arlington Slope Stabilization using Recycled Plastic Pins (P21-20973) Sachini Madanayake/University of Texas, Arlington Performance Evaluation of Modified Moisture Barrier for Stabilizing Shallow Slope Failure (P21-20974) Muhasina Manjur Dola/University of Texas, Arlington Food Access and Mobility Resources in the Dallas-Fort Worth Metroplex (P21-20975) Vivian Fung/North Central Texas Council of Governments

181 1307

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1307 – Top 16 High Value Research Projects Anne Freeman, Washington State Department of Transportation, presiding Cynthia Smith, Mississippi Department of Transportation, presiding Sponsored By Standing Committee on Research Innovation Implementation Management

Acting on the strategic plan of the AASHTO Standing Committee on Research, the AASHTO Research Advisory Committee (RAC) each year asks states to identify and document recently completed “high-value” research projects. This session contains presentations of the projects deemed high-value research projects.

Mainstreaming TSM&O: From Policy to Practice (Florida DOT) (P21-20067) Priyanka Alluri/Florida International University, Thobias Sando/University of North Florida Evaluation of HeadLight: An E-Construction Inspection Technology (Louisiana DOTD) (P21-20068) Tyson Rupnow/Louisiana Department of Transportation and Development Assessment of the Virginia Department of Transportation’s Towing and Recovery Incentive Program (TRIP) Pilot (Virginia DOT) (P21-20069) Lance Dougald/Virginia Department of Transportation, Ramkumar Venkatanarayana/Virginia Transportation Research Council Route 340 Bridge: Virginia’s First Stainless Steel Bridge (Virginia DOT) (P21-20070) Jason Provines/Virginia Transportation Research Council ParkDC Penn Quarter/Chinatown Multimodal Value Pricing Plot Project (P21-20071) Stephanie Dock/District Department of Transportation, Soumya Dey/District Department of Transportation Development and Implementation of Culvert Outlet Diffuser to Improve Stream Flow (P21-20072) Dale Peabody/Maine Department of Transportation, Alexander Mann/Maine Department of Transportation Improving Pedestrian Infrastructure Inventory in Massachusetts Using Mobile LiDAR (P21-20073) Hongyan Oliver/Massachusetts Department of Transportation, Chengbo Ai/University of Massachusetts, Amherst Regionalized Urban/Suburban Collector Road Safety Performance Functions (SPFs) (P21-20074) Jason Hershock/Pennsylvania Department of Transportation Risk-based Construction Inspection (P21-20075) Hubo Cai/Purdue University Remote Controlled Hydrographic Survey System (P21-20076) Kent Nicholson/Iowa Department of Transportation Evaluating Long Term Capacity and Ductility of Carbon Fiber Reinforced Polymer Prestressing and Post Tensioning Strands (P21-20077) Michael Townley/Michigan Department of Transportation, Nabil Grace/Lawrence Technological University A Guide to Successfully Convert Severely Distressed Paved Roads to Engineered Unpaved Roads (P21-20078) Laura Fay/Western Transportation Institute (WTI), David Jones/University of California, Davis Evaluation of Pedestrian Hybrid Beacons on Arizona Highways (P21-20079) Kay Fitzpatrick/Texas A&M Transportation Institute, Michael Cynecki/Lee Engineering, William Stone/Arizona Department of Transportation Wrong Way Driver Mitigation (P21-20080) John Slonaker/California Department of Transportation (CALTRANS) Guidelines for Chemically Stabilizing Problematic Soils (P21-20081) Jeff Jackson/Montana Department of Transportation Full Depth Reclamation in Maintenance Operations using Emerging Technologies (P21-20082) Chris Glancy/Texas Department of Transportation Introduction to AASHTO RAC Sweet 16 High Value Research Projects (P21-21200) Susan Sillick/Montana Department of Transportation

182 1308

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1308 – High Value Research Supplemental Projects Anne Freeman, Washington State Department of Transportation, presiding Cynthia Smith, Mississippi Department of Transportation, presiding Sponsored By Standing Committee on Research Innovation Implementation Management

This session contains presentations includes safety, maintenance, management and preservation projects that complement and supplemental to the AASHTO Sweet Sixteen - high-value research projects.

Active Transportation Accounting: Developing Metrics for Project Prioritization (P21-20091) Amy Villamagna/Plymouth State University Snow and Ice Control Performance Measurement: Comparing “Grip,” Traffic Speed Distributions and Safety Outcomes During Winter Storms (P21-20092) James Sullivan/University of Vermont, Jonathan Dowds/University of Vermont Adaptation of 3D Scanning Technology for High Precision Bridge Inspection—Connecticut DOT (P21-20093) Andrew Mroczkowski/Connecticut Department of Transportation, Alexandra Hain/University of Connecticut, Arash Esmaili Zaghi/University of Connecticut Real-Time Signal Performance Measurement (RT-SPM) (P21-20094) Peter Jin/Rutgers University, Thomas Brennan/College of New Jersey Validating Change of Sign and Pavement Conditions and Evaluating Sign Retro-reflectivity Condition Assessment on Georgia’s Interstate Highways Using 3D Sensing Technology (P21-20096) Yichang Tsai/Georgia Institute of Technology (Georgia Tech), Ernay Robinson-Perry/Georgia Department of Transportation, Brennan Roney/Georgia Department of Transportation Sign Life Expectancy (P21-20097) Nathan Huynh/University of South Carolina, Terry Swygert/South Carolina Department of Transportation Evaluation of the Smart Work Zone Speed Notification System (P21-20083) Brian Kary/Minnesota Department of Transportation, John Hourdos/University of Minnesota, Twin Cities Evaluation of Automated Flagger Assistance Devices (P21-20084) Henry Brown/University of Missouri, Columbia High-Resolution Micro Traffic Data from Roadside LiDAR Sensors for Connected-Vehicles and New Traffic Applications (P21-20085) Hao Xu/University of Nevada, Reno Evaluation of New Rumble Strip Designs to Reduce Roadside Noise and Promote Safety (P21-20086) Jon Peterson/Washington State Department of Transportation, Jim Laughlin/Washington State Department of Transportation, John Donahue/Washington State Department of Transportation Iowa DOT Snowplow Optimization (P21-20087) Jing Dong/Iowa State University Initial Analytical Investigation of Overhead Sign Trusses with Respect to Remaining Fatigue Life and Predictive Methods for Inspection (P21-20088) Hayder Rasheed/Kansas State University Reducing Long-Term Consolidation Settlement from New Embankments (P21-20089) Steven Bartlett/University of Utah, David Stevens/Utah Department of Transportation Bio-Based Renewable Additives for Anti-Icing Applications (P21-20090) Xianming Shi/Washington State University, Mehdi Honarvar Nazari/Washington State University Introduction to AASHTO RAC High Value Research Projects (P21-21201) Susan Sillick/Montana Department of Transportation

183 1309

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1309 – Communicating with John and Jane Q. Public--2020 Competition Posters Terri Parker, Texas A&M Transportation Institute, presiding Pamela Lebeaux, WSP, presiding Walter (Jeff) Moore, Michael Baker International, Inc, presiding Sponsored By Standing Committee on Public Engagement and Communications

TRB created the John and Jane Q. Public Competition in 2007 to seek and share best practices and innovative approaches in communicating complex transportation information to the public. This year’s competition highlights best practices in successfully communicating with the public during disruptive, crisis situations that affect the transportation industry—from hurricanes, floods, deadly wildfires, tornados and earthquakes—to the recent Coronavirus pandemic, which has drastically impacted all modes of transportation, as well as the daily lives of the traveling public and the industries that depend on our worldwide supply chain. Join for the poster session featuring the 2020 winning entries.

ADOT Kids (P21-20117) Kathy Boyle/Arizona Department of Transportation, Audrey St Clair/Arizona Department of Transportation, Jon Brodsky/ Arizona Department of Transportation Emerging from a Global Pandemic: Smarter, Better and Essential (P21-20118) Jennifer Vides/Southern California Regional Rail Authority How to Social Distance on Transit: Engaging Community-Based Messengers on Developing and Disseminating COVID-19 Information (P21-20119) Gunner Scott/King County Metro, Robyn Austin/King County Metro Transit Adapting to New Times: A Virtual Shift in Project Connect Community Engagement Efforts (P21-20120) Christina Barbee/Rifeline, Jackie Nirenberg/Capital Metropolitan Transportation Authority

1310

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1310 – Current Topics in Information and Knowledge Management Kendra Levine, University of California, Berkeley, presiding Sponsored By Standing Committee on Information and Knowledge Management

Bibliometric analysis can be an effective way to evaluate the research landscape and scholarly output , and to identify gaps in the literature or emerging research trends. These posters implement this technique to garner insights about transportation research.

Racism discussed in Transportation Research: Bibliometric Analysis and Topic Modeling (TRBAM-21-02535) Subasish Das/Texas A&M University, Ruihong Wang/Texas A&M University Pandemic and Transportation Research: Bibliometric Analysis and Topic Modeling (TRBAM-21-02405) Subasish Das/Texas A&M University, Magdalena Theel/Texas A&M University

184 1311

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1311 - Case Studies in Performance Based Analysis of Geometric Design Michael Dimaiuta, GENEX Systems, presiding Geoffrey Millen, WSP, presiding Sponsored By Standing Committee on Performance Effects of Geometric Design, Standing Committee on Safety Performance Analysis

Increased urban and environmental constraints, cost effectiveness concerns, and community demands for context sensitive design solutions require road agencies to think differently about the application of current design practices . Designers are being asked to be more flexible within normal design limits and to extend the design for critical control criteria beyond what is considered tolerable. In these cases, designers must be able to evaluate changes in road safety explicitly to allocate priorities, evaluate technical alternatives, and manage risk exposure. The Performance-Based Analysis of Geometric Design session highlights case studies that explicitly evaluate changes in road safety to support real-world design decisions.

The Societal Crash Value of Existing and Potential Rumble Strip Installations on WA two lane rural state highways (P21-20305) Ida van Schalkwyk/Washington State Department of Transportation Performance-Based Analysis for Safety Plan and HSIP Project Prioritization (P21-20306) Dhruva Lahon/Kimley-Horn and Associates, Inc. CASE STUDY USING IHSDM ALIGNMENT IMPORT (P21-20307) Anthony Ingle/Michigan State University Impact of Geometric Design Elements on Deterring Wrong-Way Driving at Interchange Terminal (P21-21214) Huaguo Zhou/Auburn University, Qing Chang/Auburn University, Yukun Song/Auburn University Idaho Transportation Department I-15 Inkom Corridor (P21-21215) Gene Staggs/Idaho Transportation Department Minimizing Safety Impacts using IHSDM for an Operationally Justified Freeway Rehabilitation Project (P21-2122 1) Christopher Hager/Wisconsin Department of Transportation, Eric Youngblom/HNTB Corporation Express Lanes Modeling Using HSM and IHSDM (P21-21222) Dante Perez-Bravo/Atkins, Abraham Yarney/Atkins, Anthony Encarnacion/Atkins, Jacob Naumann/Atkins

1312

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1312 - Graduate Student Research in Geometric Design and Performance Zachary Bugg, Kittelson & Associates, Inc. (KAI), presiding Sponsored By Standing Committee on Performance Effects of Geometric Design

Evaluating the Potential of Converting Conventional Four-Phase Intersections to Alternative Intersections with Three-Phase Traffic Signals (P21-20154) Zhiliang Luo/California Polytechnic State University, San Luis Obispo, Amirarsalan Mehrara Molan/California Polytechnic State University, Joseph Hummer/North Carolina Department of Transportation Safety Evaluation of Smart and Standard Channels Based on Sight Distance and Conflict Relationship (P21-201 73) Constance Sentongo/Carleton University

1313

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session Pavement Materials Assessment and Aggregates Robert Bachus, Geosyntec Consultants, Inc., presiding Sponsored By Standing Committee on Soil and Rock Properties and Site Characterization

(continued) 185 I-RIPRAP: Computer Vision Software for Automated Size and Shape Characterization of Riprap in Stockpile Images (TRBAM-21-01609) Haohang Huang/University of Illinois, Urbana-Champaign, Jiayi Luo/University of Illinois, Urbana-Champaign, Issam Qamhia/University of Illinois, Urbana-Champaign, Erol Tutumluer/University of Illinois, Urbana-Champaign, John Hart/U niversity of Illinois, Urbana-Champaign, Andrew Stolba/University of Illinois, Urbana-Champaign Determining an Acceptable California Bearing Ratio (CBR) Value for Kansas Subgrades Based on Pavement Rutting Data (TRBAM-21-02090) Sharmin Sarna/Colorado School of Mines, Gyuhyeong Goh/Colorado School of Mines, Dunja Perić/Colorado School of Mines Using Hyperbolic Stress–Strain Relationship to Estimate Shear Strength Parameters of Pavement Subgrade (T RBAM-21-03198) Hadi Nabizadeh/Applied Research Associates, Inc. (ARA), Elie Hajj/Applied Research Associates, Inc. (ARA), Raj Siddharthan/Applied Research Associates, Inc. (ARA), Sherif Elfass/Applied Research Associates, Inc. (ARA), Mohamed Nimeri/Applied Research Associates, Inc. (ARA) Effects of the compaction process on the mechanical behavior of unbound pavement materials (TRBAM-21-011 49) Caroline Lima/Federal University of Rio de Janeiro, Laura Motta/Federal University of Rio de Janeiro, Francisco Aragao/ Federal University of Rio de Janeiro

1314

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1314 - Advancements in Road Weather Information Sponsored By Standing Committee on Road Weather

With the demand for timely, accurate and relevant road weather information increasing across the full range of transportation managers and users, it's important to keep abreast of the many advancements that are being made in this area. This session covers several different projects that explore new developments in road weather data processing, especially geospatial and geostatistical analyses, as well as road weather data uses for improved decision making.

Diving Down the Rabbit Hole: RWIS Data to Develop a SWI (TRBAM-21-00210) Natalie Villwock-Witte/Western Transportation Institute (WTI), David Veneziano/Western Transportation Institute (WTI), Karalyn Clouser/Western Transportation Institute (WTI), Laura Fay/Western Transportation Institute (WTI) Spatial Mapping of Winter Road Surface Conditions via Hybrid Geostatistical Techniques (TRBAM-21-00464) Mingjian Wu/University of Alberta, Tae J. Kwon/University of Alberta, Liping Fu/University of Alberta Safety Effects of Road Weather Information System (RWIS) - A Cost-Benefit Analysis (TRBAM-21-01521) Davesh Sharma/University of Alberta, Mingjian Wu/University of Alberta, Tae J. Kwon/University of Alberta Regional Road Surface Temperature Estimation Using RWIS Dataset: A Comparison Between Ordinary Kriging, Empirical Bayesian Kriging and Regression Kriging Methods (TRBAM-21-03794) Branislav Dimitrijevic/New Jersey Institute of Technology, Sina Darban Khales/New Jersey Institute of Technology, Steven Chien/New Jersey Institute of Technology, Lazar Spasovic/New Jersey Institute of Technology Winter Road Surface Conditions Classification using Convolutional Neural Network (CNN): Visible - Light and Thermal Images Fusion (TRBAM-21-03677) Ce Zhang/McGill University, Ehsan Nateghinia/McGill University, Luis Miranda-Moreno/McGill University, Lijun Sun/Mc Gill University

1315

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1315 - Health, Equity, Resilience and Community Impacts Tracee Strum-Gilliam, PRR, Inc., presiding Sponsored By Standing Committee on Community Resources and Impacts

Escaping Transport and Fuel Poverty: A Novel Framework for Transportation Energy Vulnerability Analysis (P2 1-20174) Eleftheria Kontou/University of Illinois, Urbana-Champaign Evaluating Transportation Access for Communities of Concern (P21-20175) Casey Bruno/EBP, Cecilia Viggiano/EBP-US, Russell Pildes/EBP-US

(continued) 186 Geographical Information Systems-based Evacuation Analysis of Vulnerable Communities in the Florida Panhandle: A Case Study of Hurricane Michael (P21-20176) Simone Burns/Florida A&M University, Eren Ozguven/Florida A&M University-Florida State University College of Engineering Resources & Technologies for Understanding Resiliency and Community Impacts of Climate in Vulnerable & Marginalized Communities (P21-20177) Teresa Townsend/Planning Communities, LLC, Steven Bert/Institute for Transportation Research and Education, Steve Steinberg/Los Angeles County Department of Public Works The Data Driven Approach to Virtual Public Involvement (P21-20178) Leah Epstein/HNTB Corporation, Erica Blonde/HNTB Corporation Feasibility of Implementing Planning and Environmental Linkages: Case Study Of Cumulative Noise Impacts On A Residential Community (P21-20179) John Miller/Virginia Department of Transportation, Amy O'Leary/Virginia Transportation Research Council, Rick Youngblood/Virginia Department of Transportation, Lewis Lloyd/Virginia Department of Transportation, I Jun/University of Virginia, Caleb Neale/University of Virginia A Blueprint for the Post-COVID Era: Planning for Health Equity, Advocacy & Leadership (PHEAL) (P21-20180) Kelly Rodgers/Portland State University

1316

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1316 - Alternative Fuel Vehicle Applications T. Donna Chen, University of Virginia, presiding Alicia Birky, National Renewable Energy Laboratory (NREL), presiding William Chernicoff, Toyota Motor North America, Inc., presiding Sponsored By Standing Committee on Alternative Fuels and Technologies

Hybrid Electric Buses Fuel Consumption Prediction Based on Real-world Driving Data (TRBAM-21-00408) Ruixiao Sun/University of South Carolina, YUCHE CHEN/University of South Carolina, Abhishek Dubey/University of South Carolina, Philip Pugliese/University of South Carolina A Continuous Electric Vehicle Sharing Model with Battery Degradation (TRBAM-21-01923) Jian Wu/University of Wisconsin, Madison, Yuguang Wu/University of Wisconsin, Madison, Yikang Hua/University of Wisconsin, Madison, Xin Wang/University of Wisconsin, Madison, Feng Ju/University of Wisconsin, Madison Strategic Charging Of Shared Fully-Automated Electric Vehicle (SAEV) Fleets (TRBAM-21-02051) Krishna Murthy Gurumurthy/University of Texas, Austin, Matthew D. Dean/University of Texas, Austin, Kara M. Kockelman/University of Texas, Austin To own or not to own – that is the question: The convenience value of owning a (fully automated) vehicle (TRB AM-21-02735) Zia Wadud/University of Leeds, Phani Chintakayala/University of Leeds Optimization Model for Battery-Electric Bus Charging Infrastructure Location (TRBAM-21-02974) Daniel McCabe/University of Washington, Xuegang Ban/University of Washington Potential of Replacing Conventionally Powered Carsharing Vehicles with Electric Vehicles (TRBAM-21-03081) Drupad Pelz/Karlsruhe Institute of Technology (KIT), Reiffer Anna/Karlsruhe Institute of Technology (KIT), Martin Kagerbauer/Karlsruhe Institute of Technology (KIT), Peter Vortisch/Karlsruhe Institute of Technology (KIT) Driving Coverage of Charging Stations for Battery Electric Trucks Located at Truck Stop Facilities (TRBAM-21- 03394) Antonio Hurtado-Beltran/University of Nebraska, Lincoln, Laurence Rilett/University of Nebraska, Lincoln Charging Forward: Deploying EV Infrastructure for Uber and Lyft in California (TRBAM-21-03530) Alan Jenn/Institute of Transportation Studies (ITS) Electric Vehicle Charging by Drivers Providing Ride-hailing Services in the United States (TRBAM-21-03762) Kenneth Kurani/University of California, Davis, Angela Sanguinetti/University of California, Davis Time-dependent Electric Bus and Fast Charging Station Deployment Problem (TRBAM-21-03824) Yi He/Utah State University, Zhaocai Liu/Utah State University, Yiming Zhang/Utah State University, Ziqi Song/Utah State University Bi-objective Optimization for Battery Electric Bus Deployment Considering Cost and Environmental Equity (TR BAM-21-03890) Yirong Zhou/University of Utah, Xiaoyue Cathy Liu/University of Utah, Ran Wei/University of Utah, Aaron Golub/Universi ty of Utah

(continued) 187 Organizational Decision-making Processes of Alternative Fuel Adoption: An Empirical Study with Heavy-duty Vehicle Fleets in California (TRBAM-21-03918) Youngeun Bae/University of California, Irvine, Craig Rindt/University of California, Irvine, Suman Mitra/University of California, Irvine, Stephen Ritchie/University of California, Irvine Energy impact analyses of electrified ride-sourcing services without trip-chain data (TRBAM-21-04086) Chuang Hou/University of Central Florida, Zhaomiao Guo/University of Central Florida, Spencer Aeschliman/University of Central Florida, Yan Zhou/University of Central Florida, Fatima Afifah/University of Central Florida, Jeffrey Huang/Uni versity of Central Florida EXPLORING the EFFECTS of ATTITUDES and PERSONALITY TRAITS on TRAVELER’S CONGNITIVE BEHAVIORS of ELECTRIC VEHICLES TIMESHARE RENTALS- A CASE STUDY of BEIJING (TRBAM-21-04144) Shunchao Wang/Southeast University, Jingcai Yu/Southeast University, Qi Cao/Southeast University, Jingfeng Ma/Sout heast University

1317

Wednesday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1317 - Current Issues in Airport Terminals and Ground Access I. Richmond Nettey, Kent State University, presiding Aarshabh Misra, ARUP, presiding Sponsored By Standing Committee on Airport Terminals and Ground Access

ACRP Graduate Student Paper - Impact of Transportation Network Companies on Ground Access to Airports: A Case Study in Austin, Texas (TRBAM-21-00293) Natalia Zuniga-Garcia/University of Texas, Austin, Randy Machemehl/University of Texas, Austin ACRP Graduate Student Paper - Airport Pickup and Dropoff Facility Design for On-Demand Ground Transportation (TRBAM-21-01486) Anton Kleywegt/Georgia Institute of Technology (Georgia Tech), Xinyu Liu/Georgia Institute of Technology (Georgia Tech) Passenger Expectations and Airport Service Quality: Exploring Customer Segmentation. (TRBAM-21-02781) George Bezerra/Centro Universitário Cruzeiro do Sul, Eliézer De Souza/Centro Universitário Cruzeiro do Sul, Anderson Correia/Centro Universitário Cruzeiro do Sul An Investigation of Airport Ground Access Strategies from A Post-Covid Perspective (TRBAM-21-03107) Oguzhan Yilmaz/Loughborough University, Matthew Frost/Loughborough University, Andrew Timmis/Loughborough University, Stephen Ison/Loughborough University Joint Modeling of Access Mode and Parking Choice of Air Travelers Using Revealed Preference Data (TRBAM-2 1-04148) Yanbo Ge/National Renewable Energy Laboratory (NREL), Alec Biehl/National Renewable Energy Laboratory (NREL), Srinath Ravulaparthy/National Renewable Energy Laboratory (NREL), Caleb Phillips/National Renewable Energy Laboratory (NREL)

1318

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 6 1318 - Work Zones, Driver Feedback Signs, and Pavement Markings Steven Schrock, University of Kansas, presiding Sponsored By Standing Committee on Traffic Control Devices

Driver Response to a Dynamic Speed Feedback Sign on Freeway Exit Ramps based on Sign Location, Interchange Type, and Time of Day (P21-20399) Md Shakir Mahmud/Michigan State University, Matthew Motz/Michigan State University, Travis Holpuch/Michigan State University, Anthony Ingle/Michigan State University, Timothy Gates/Michigan State University, Peter Savolainen/Michiga n State University A Survey of Work Zone Practices and Validation of HCM Work Zone Capacity Model (P21-20401) Raju Thapa/Louisiana Department of Transportation and Development, Julius Codjoe/Louisiana Department of Transportation and Development, Yaa Amanua/Kittelson & Associates, Inc. (KAI) Investigating the Performance of Snowplowable Reflective Pavement Markers in Illinois (P21-20405) Carmine Dwyer/Applied Research Associates, Inc. (ARA), Kelly Morse/Illinois Department of Transportation, Kyle Armstrong/Illinois Department of Transportation

(continued) 188 Deploying and Integrating Smart Devices to Improve Work Zone Data for WZDx (P21-20419) Skylar Knickerbocker/Iowa State University, Varsha Ravichandra-Mouli/Iowa State University, Archana Venkatachalapathy/Iowa State University A Citywide Location Allocation Framework for Driver Feedback Signs: Optimizing Safety and Coverage of Vulnerable Road Users (P21-20428) Mingjian Wu/University of Alberta, Tae J. Kwon/University of Alberta, Karim El Basyouny/University of British Columbia

1319

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 9 1319 – Future of Highway Investment and Its Impact on Economic Growth Sabya Mishra, University of Memphis, presiding Sponsored By Standing Committee on Economics, Revenue, and Finance

The future of highway investment is uncertain because of a backlog of capital projects and a lack of funding. With the changing landscape of travel pattern, it remains to be seen how future transportation infrastructure investments will be made and what the corresponding economic growth resulting from these investments will be. This lectern session will showcase four comprehensive presentations covering innovative methods, scenario analysis, mileage-based user fees, and behavioral modeling.

Exploring the efficacy of alternative funding mechanisms to provide transportation revenue during the COVID- 19 pandemic (P21-20039) Md Mehedi Hasnat/North Carolina State University, Eleni Bardaka/North Carolina State University Economic Analysis of Vehicle-Infrastructure Cooperative Development for Automated Driving (P21-20040) Daniel Vignon/University of Michigan, Ann Arbor, Yafeng Yin/University of Michigan, Ann Arbor, Sina Bahrami/University of Michigan, Ann Arbor, Ken Laberteaux/Toyota Motor North America Regional Economic Impact of Transportation Access Improvements (P21-20041) Glen Weisbrod/EBP US, Inc., Jenna Goldberg/EBP US, Inc., Parry Frank/Chicago Metropolitan Agency for Planning (C MAP) User Preference on Mileage Fees: Insights from National Survey in the U.S. (P21-20042) Hilary Nixon/Mineta Transportation Institute, Asha Agrawal/San Jose State University

1320

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 14 1320 - Risk and Relational Contracting Steven DeWitt, ACS Infrastructure Development, Inc., presiding Sponsored By Standing Committee on Project Delivery Methods

+This panel will focus on risk considerations and how relational contracting approaches can help provide better value for project owners. Relational contracting includes procurements that build stronger partnerships between owners and private sector partners and can include progressive design-build, P3 predevelopment agreements, and CMGC

Panel Diiscussion (P21-21141) Thomas Sherman/Virginia Department of Transportation, Colin Peppard/Los Angeles County Metropolitan Transportation Authority, Elizabeth Cousins/Nossaman LLP, John Carlson/Sundt Construction, Inc. Relational Contracting Overview (P21-21402) Steven DeWitt/ACS Infrastructure Development, Inc.

1321

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 12 1321 - History of Bridge Construction Martin Kendall, Jacobs, presiding Sponsored By Standing Committee on Construction of Bridges and Structures

Historic Development of Deep Foundations (P21-20725) Alan Fisher/Cianbro Corporation

(continued) 189 Trestles (P21-20726) Jessica Wang/STV, Inc. Superstructure Stability During Construction (P21-20727) Martin Kendall/Jacobs

1322

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 15 1322 - Case Histories of Innovative Geotechnical Instrumentation Brian Collins, KIEWIT, presiding Derrick Dasenbrock, Federal Highway Administration (FHWA), presiding Sponsored By Standing Committee on Geotechnical Instrumentation and Modeling, Standing Committee on Mechanics and Drainage of Saturated and Unsaturated Geomaterials

This session is dedicated to four practical cases studies with extensive use of instrumentation and monitoring to solve problems related to transportation asset.

Continuous Photogrammetry and Automated Change Detection for Rock Slopes over a Multi-year Period (P21- 20806) Cole Christiansen/BGC Engineering Inc, Ryan Kromer/BGC Engineering Inc, Mark Vessely/BGC Engineering Inc, Ty Ortiz/Colorado Department of Transportation Use of Remote Sensing and Direct Borehole Geotechnical Instruments for Understanding and Monitoring Rapid, Increasing Movement of Pretty Rocks Landslide (P21-20812) Orion George/Federal Highway Administration (FHWA), Evan Garich/Federal Highway Administration (FHWA), Denny Capps/U.S. National Park Service, Douglas Anderson/Federal Highway Administration (FHWA) 2 Bridge Case Studies: Using a Bridge for Emergency Slide Repair + Resisting Pier Pressure: How Instrumentation Can Help (P21-20813) Robert Thompson/Dan Brown and Associates, PC, Jimmy Bennett/Braun Intertec Corporation

1323 CM (1.50)

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 1 1323 - Transportation Adaptation: Response and Reflection in Times of Change Veronica Murphy, New Jersey Department of Transportation, presiding Sponsored By Standing Committee on Community Resources and Impacts, Standing Committee on Disaster Response , Emergency Evacuations, and Business Continuity, Standing Committee on Equity in Transportation, Standing Committee on Transportation and Public Health

The onset of the Covid-19 pandemic introduced unprecedented uncertainty into transportation system operations. Public and private entities alike were forced to rethink how to best serve their communities and customers, spurring innovation that could either be a temporary means of survival or a permanent feature of the ‘new normal’ underpinning the post-Covid society.Participants will discuss (a) mutations in transportation demand, (b) transforming supply side operations in response to these changes, and (c) reflecting on lingering challenges, particularly for marginalized geographic and social communities.

Slow Streets - City of Oakland's Response to COVID-19 (P21-20200) Megan Wier/Oakland Department of Transportation Demand Response and Innovation Mobility at Capital Metro (P21-20199) Suzie Edrington/Austin Capital Metropolitan Transit Authority Uber (P21-20201) Christopher Pangilinan/Uber Technologies, Inc. Rethinking I-94 (P21-20235) Gloria Jeff/Minnesota Department of Transportation MBTA’s Chief of Operations, Strategy, Policy & Oversight (P21-20746) Kat Benesh/Massachusetts Bay Transportation Authority (MBTA)

190 1324 CM (1.50)

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 5 1324 - Transit Interactions Reimagined: Art, COVID and Equity Deborah Matherly, WSP, presiding Zipporah Yamamoto, Los Angeles County Metropolitan Transportation Authority, presiding Sponsored By Standing Committee on Passenger Intermodal Facilities, Subcommittee on Art and Design Excellence in Transportation

This session includes nine presentations on various aspects of using art to in terminals to convey community cultural values and improve the passenger experience. Reimagining Transit will explore creative and inspiring ways that transit agencies have responded to COVID-19 with art and inclusivity, collaborating with communities to make transit stations and environments safer and more inviting for everyone.

Introduction: Opening Eyes, Hearts and Access for Safer, Better Futures for All (P21-20460) Zipporah Yamamoto/Los Angeles County Metropolitan Transportation Authority, Deborah Matherly/WSP Imagining Possible Futures- Transportation Agency Culture - Minnesota State DOT (P21-20446) Jessica Oh/Minnesota Department of Transportation Art at the Heart of our Times (P21-20442) Sandra Bloodworth/Metropolitan Transportation Authority (MTA) Engaging an Artist to Explore Impacts of Mask Wearing in Transit for Communities of Color (P21-20441) Jennifer Easton/San Francisco Bay Area Rapid Transit District Collaborative Art that Educates (P21-20439) Ben Stone/Smart Growth America Uplifting the Human Spirit Through Metro Art (P21-20443) Maya Emsden/Los Angeles County Metropolitan Transportation Authority Engaging Community through Transit Art (P21-20458) Christopher Lange/Charlotte Area Transit System (CATS) Diverse Voices Speaking Out for Anti-Racism (P21-20459) Barbara Luecke/Sound Transit Reimagining the Future Workplace- Washington State DOT Artist in Residence Program (P21-20825) Ben Stone/Smart Growth America

1325

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 2 1325 - Rail Freight Growth: Complexity, Opportunities, and the Public Good Joe Arbona, Genesee & Wyoming, Inc., presiding Sponsored By Standing Committee on Freight Rail Transportation

Freight rail transportation faces complex challenges to growing its modal share. Those include a shifting commodity mix , increased competition from emerging truck freight technologies and consumer expectations for expedited deliveries. Freight railroads have inherent advantages to stimulate future growth, but their success will depend on the industry's ability to adapt to a rapidly changing landscape. This session brings together leaders from various stakeholder groups to discuss the core challenges to freight rail, the necessary responses by the industry and the role that public good plays in freight rail transportation.

State DOT Perspective (P21-21319) John Maddox/Kansas Department of Transportation Short Line Perspective (P21-21320) Kimberly Thompson/Genesee & Wyoming, Inc. Class 1 Perspective (P21-21321) Tyson Moeller/Union Pacific Railroad From Research to Innovation: How to Deliver Rail Freight Transformation for Public Good (P21-21322) Carlo Borghini/Shift2Rail Shipper Perspective (P21-21444) Robin Baggs/Home Depot

191 1326 CM (1.50)

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 7 1326 - Impacts of a Pandemic on Aviation Policy Gary Young, City of College Park (GA), presiding Clayton Stambaugh, Illinois Department of Transportation, presiding Sponsored By Standing Committee on Aviation Administration and Policy, Subcommittee on International Members-Avi ation, Standing Committee on Aviation Economics and Forecasting, Standing Committee on Airfield and Airspace Performance, Subcommittee on Young Members-Aviation

The session will provide an overview of ongoing aviation administration and policy initiatives in response to the global Covid-19 pandemic. Front line perspectives from a variety of levels are represented including international and air cargo , airport sponsors and airlines, as well as State and Federal government. These shared perspectives and the ensuing dialogue will provide attendees administration and policy considerations to apply to their own front-line experience. The session will also provide a variety of issues to explore when considering lessons learned and current or future strategic planning activities. Perspectives will be shared regarding possible future implications for the industry.

State DOT Perspective (P21-20794) Bobby Walston/North Carolina Department of Transportation Airport Perspective (P21-20795) Paul Meyer/Hartsfield-Jackson Atlanta International Airport Federal Perspective (P21-21193) Roger Schaufele/Federal Aviation Administration (FAA)

1327

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1327 - Safety Performance and Analysis, Act 4: Methods and Models (Act 1, Session 1169; Act 2, Session 1202; Act 3, Session 1295) Sponsored By Standing Committee on Safety Performance Analysis

Benefit-Cost Approach for Using Continuous Friction Measurements to Choose a Pavement Surface Treatment (TRBAM-21-00051) Ross McCarthy/Virginia Polytechnic Institute and State University (Virginia Tech), Gerardo Flintsch/Virginia Polytechnic Institute and State University (Virginia Tech), Edgar de Leon Izeppi/Virginia Polytechnic Institute and State University (Vi rginia Tech) REVISITING CRASH INJURY SEVERITY IN FREEWAY TUNNELS: A COMPARATIVE STUDY IN GUIZHOU, CHINA ( TRBAM-21-00120) Fanyu Meng/Southern University, Zhou Zichu/Southern University, Nang-Ngai Sze/Southern University Modeling the Severity of Rural Run-Off-Road Crashes with Latent Class Analysis: Accounting for Differences in Driver Behavior (TRBAM-21-00463) Shiyi Liu/University of Virginia, Tianyang Han/University of Virginia, Michael Fontaine/University of Virginia What is the Systematic Risk and Individual Risk of Urban Crashes Based on Different Crash Types? Evidence from Shenzhen City, China (TRBAM-21-00673) Peijie Wu/Harbin Institute of Technology, Xianghai Meng/Harbin Institute of Technology, Li Song/Harbin Institute of Technology Investigating the Impact of Road Cross-Section Elements on Crash Occurrence in Urban Areas (TRBAM-21-007 55) Muhammad Khattak/Hasselt University, Hans De Backer/Hasselt University, Pieter De Winne/Hasselt University, Tom Brijs/Hasselt University, Ali Pirdavani/Hasselt University A Comparative Approach of Crash Frequency Modelling in Two Lane Rural Roads (TRBAM-21-00971) Moataz Bellah Ben Khedher/Korea Institute of Civil Engineering and Building Technology (KICT), Dukgeun Yun/Korea Institute of Civil Engineering and Building Technology (KICT) Modeling Vehicle Collision Instincts Over Road Midblock Using Deep Learning (TRBAM-21-01259) Shubham Patil/Sardar Vallabhbhai National Institute of Technology, Narayana Raju/Sardar Vallabhbhai National Institute of Technology, Shriniwas Arkatkar/Sardar Vallabhbhai National Institute of Technology, Said Easa/Sardar Vallabhbhai National Institute of Technology

(continued) 192 A Proactive Safety Approach to Assess Overtaking Behavior and Crash Risk of Drivers under Time Pressure Situations (TRBAM-21-01268) Nishant Pawar/Indian Institute of Technology, Bombay, Nagendra Velaga/Indian Institute of Technology, Bombay Secondary Crash Identification Using Crowdsourced Waze User Reports (TRBAM-21-01324) Zhihua Zhang/University of Tennessee, Knoxville, Yuandong liu/University of Tennessee, Knoxville, Lee Han/University of Tennessee, Knoxville, Brad Freeze/University of Tennessee, Knoxville TWO-LANE HIGHWAY CRASH SEVERITIES: CORRELATED RANDOM PARAMETERS MODELING VERSUS INCORPORATING INTERACTION EFFECTS (TRBAM-21-01376) Ahmed Farid/University of Wyoming, Anas Alrijjal/University of Wyoming, Khaled Ksaibati/University of Wyoming Crash Injury Severity Prediction and Analysis Based on Comparison of Four Machine Learning Methods (TRBA M-21-01415) Yanyan Chen/Beijing University of Technology, Yuntong Zhou/Beijing University of Technology, Jianming Ma/Beijing University of Technology When and Where does the Next Crash Occur? A Discretized Duration Based Modeling Approach (TRBAM-21-01 431) Rajesh Paleti Ravi Venkata Durga/University of Texas, Austin, Asif Mahmud/University of Texas, Austin, Vikash Gayah/ University of Texas, Austin, Abdul Pinjari/University of Texas, Austin Exploration of Various Spatio-temporal Interactions in Crash Frequency Models (TRBAM-21-01915) Mankirat Singh/California State Polytechnic University, Pomona, Wen Cheng/California State Polytechnic University, Pomona, Yihua Li/California State Polytechnic University, Pomona, Dean Samuelson/California State Polytechnic University, Pomona, Edward Clay/California State Polytechnic University, Pomona DEVELOPING AN ACCIDENT SEVERITY MODEL BASED ON RELATED CRASH TYPE: COMPARISON OF FOUR COMMONLY USED DISCRETE CHOICE MODELS (TRBAM-21-02126) navid nadimi/Shahid Bahonar University, Amir Amiri/Shahid Bahonar University, moein Askari/Shahid Bahonar University, mohammad Shams/Shahid Bahonar University Reliability-based Assessment of Potential Risk for Lane Changing Maneuvers (TRBAM-21-02229) Yang-Jun Joo/Seoul National University, Ho-Chul Park/Seoul National University, Seung- Young Kho/Seoul National University, Dong-Kyu Kim/Seoul National University Spatio-Temporal Accident Prediction: Effects of Negative Sampling on Understanding Network-Level Accident Occurrence (TRBAM-21-02286) Jeremiah Roland/University of Tennessee, Chattanooga, Peter Way/University of Tennessee, Chattanooga, Mina Sartipi /University of Tennessee, Chattanooga, Osama Osman/University of Tennessee, Chattanooga Utilizing Transfer Learning for Temporal and Spatial Transferability of Real-Time Crash Prediction Models (TRB AM-21-02446) Cheuk Ki Man/Loughborough University, Mohammed Quddus/Loughborough University, Athanasios Theofilatos/Loughb orough University Exploring Factors Affecting Injury Severity of Crashes in Freeway Tunnel Groups (TRBAM-21-02503) Amjad Pervez/Central South University, Jaeyoung Lee/Central South University Application of Poisson-Tweedie Regression Approach for Modelling Crossing Conflicts at Un-Signalized T-inter sections under Mixed Traffic Conditions (TRBAM-21-02551) Jaydip Goyani/Sardar Vallabhbhai National Institute of Technology, Ninad Gore/Sardar Vallabhbhai National Institute of Technology, Shriniwas Arkatkar/Sardar Vallabhbhai National Institute of Technology County-Level Crash Data Exploration Using Principal Component Analysis Based Agglomerative Hierarchical Clustering (TRBAM-21-02607) Hari-Krishnan Melempat-Kalapurayil/University of Texas, San Antonio, Amit Kumar/University of Texas, San Antonio Identifying Underreported Work Zone Crash Using Machine Learning Techniques − A Comparative Study (TRB AM-21-02668) Md Abu Sayed/University of Wisconsin, Milwaukee, Xiao Qin/University of Wisconsin, Milwaukee, Rohit J Kate/Universit y of Wisconsin, Milwaukee, D M Anisuzzaman/University of Wisconsin, Milwaukee, Zeyun Yu/University of Wisconsin, Milwaukee A Full Bayesian Space-time Random Effect Approach for Hexagon-based Crash Frequency Modeling (TRBAM-2 1-02807) Haipeng Cui/National University of Singapore, Kun Xie/National University of Singapore Crash Prediction for Advanced Driver Assistance Systems: Development and Comparative Analysis of Advanced Deep Learning Techniques (TRBAM-21-03024) Osama Osman/University of Tennessee, Chattanooga, Mustafa Hajij/University of Tennessee, Chattanooga Multiple Correspondence Analysis of Wrong-Way Driving Fatal Crashes on Freeways (TRBAM-21-03147) Yukun Song/Auburn University, Huaguo Zhou/Auburn University, Qing Chang/Auburn University, Mohammad Jalayer/A uburn University

(continued) 193 Modeling Injury Severity of Unconventional Vehicle Occupants: A Hybrid of Latent Segment and Random Parameters Logit Model (TRBAM-21-03310) Bijoy Saha/University of British Columbia, Mahmudur Fatmi/University of British Columbia, Md. Mizanur Rahman/Univer sity of British Columbia Extracting Rules from AV involved Crashes by applying Decision Tree and Association Rule Methods (TRBAM- 21-03336) Md Tanvir Ashraf/West Virginia University, Kakan Dey/West Virginia University, Sabya Mishra/West Virginia University Missing Data Problem Treatment in Crash Data: A Genetic Algorithm-based Clustered Weighting Method (TRBA M-21-03372) Sina Asgharpour/Sharif University of Technology, Mohammadjavad Javadinasr/Sharif University of Technology, Zeinab Bayati/Sharif University of Technology, Amir Samimi/Sharif University of Technology Influence of Incident Spatiotemporal Estimation Method in Secondary Crash Identification (TRBAM-21-03548) Angela Kitali/Florida International University, Priyanka Alluri/Florida International University, Thobias Sando/Florida International University Hybrid Artificial Intelligence Models for Work Zone Crash Frequency Analysis at Bridge Locations (TRBAM-21-0 3739) Seyedmirsajad Mokhtarimousavi/Florida International University, Jason Anderson/Florida International University, Mohammed Hadi/Florida International University, Atorod Azizinamini/Florida International University Evolutionary Training Approaches for Machine Learning Models for Analyzing Classification Imbalanced Crash Datasets (TRBAM-21-03834) Seyedmirsajad Mokhtarimousavi/Florida International University, Mohammed Hadi/Florida International University, Eazaz Sadeghvaziri/Florida International University, Atorod Azizinamini/Florida International University California Autonomous Vehicle Crashes: Explanatory Data Analysis and Classification Tree (TRBAM-21-04068) Seyedehsan Dadvar/University of Wyoming, Mohamed Ahmed/University of Wyoming Vehicle Group Crash Risk Prediction based Active Traffic Management Strategies for Expressways (TRBAM-21- 04355) Ziliang He/Tongji University, Wanjing Ma/Tongji University, Ling Wang/Tongji University, Hao Zhong/Tongji University, Chunhui Yu/Tongji University Exploring A Need to Model Two- and Multiple-vehicle Crashes Separately (TRBAM-21-04403) Angela Kitali/Florida International University, Emmanuel Kidando/Florida International University, Md Asif Raihan/Florida International University, Boniphace Kutela/Florida International University, Priyanka Alluri/Florida International University , Thobias Sando/Florida International University Investigating the Typical Scenarios and Contributory Factors to Crash Severity of Autonomous Vehicle Involved Collisions Using Association Rule Analysis (TRBAM-21-04421) Jing Zhang/Southeast University, Chengcheng Xu/Southeast University Factors Affecting Driver Injury Severity in The Wrong-Way Crash: Accounting for Potential Heterogeneity in Means and Variances of Random Parameters (TRBAM-21-00534) Miao Yu/Hohai University, Changxi Ma/Hohai University, Jinxin Shen/Hohai University Risk Analysis of Road Transport Accidents of Hazardous Materials by Machine Learning (TRBAM-21-00754) Xiaoyan Shen/Chang'an University, Shanshan Wei/Chang'an University, Yuqing Feng/Chang'an University, Fan Zhang/ Chang'an University Assessment of Crash Occurrence Using Historical Crash Data and A Random Effect Negative Binomial Model: A Case Study for a Rural State (TRBAM-21-01773) Karla Diaz-Corro/University of Arkansas, Fayetteville, Leyla Coronel Moreno/University of Arkansas, Fayetteville, Suman Mitra/University of Arkansas, Fayetteville, Sarah Hernandez/University of Arkansas, Fayetteville

1328

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1328 - Understanding Users’ Behaviors in the City: Pedestrians, Bicyclists, Transit, and TNCs Mara Kaminowitz, Baltimore Metropolitan Council (BMC), presiding Charlotte Frei, CDM Smith, presiding Clotilde Minster, The World Bank, presiding Sponsored By Standing Committee on Urban Transportation Data and Information Systems

This session includes papers that investigated user behaviors in urban settings. The papers presented in this session focus on pedestrians, cyclists, and users of public transport and transportation network companies (TNCs). Research on intermodality, public transport mapping, equity, diffusion of the COVID-19, and road safety are presented.

(continued) 194 Improving the Quality and Cost Effectiveness of Multimodal Travel Behavior Data Collection: A Case Study (TR BAM-21-00126) Sean Barbeau/University of South Florida, Cagri Cetin/University of South Florida Quantifying the impact of street lighting and walk paths on street inclusiveness: The case of Delhi (TRBAM-21- 01414) Laila Ait Bihi Ouali/Imperial College London, Corentin Laffitte/Imperial College London, Daniel Graham/Imperial College London Mapping the Intercounty Transmission Risk of COVID-19 In New York State Via Historical Commute Data (TRBA M-21-00484) Shunhua Bai/University of Texas, Austin, Junfeng Jiao/University of Texas, Austin, Yefu Chen/University of Texas, Austin Spatio-temporal Integration between the Bicycle-sharing Service and the Metro Transit: A Case Study in Shanghai, China (TRBAM-21-01558) Qing Yu/Tongji University, Weifeng Li/Tongji University, Dongyuan Yang/Tongji University Do Public Transit and Agglomeration Economies Collectively Enhance Low-skilled Job Accessibility in Portland, OR? (TRBAM-21-01727) Seunghoon Oh/University of Cincinnati, Na Chen/University of Cincinnati Collaborative Mapping of Urban Transport in Cartagena, Colombia (TRBAM-21-01854) C. Erik Vergel-Tovar/Los Andes University, Mónica Villegas Carrasquilla/Los Andes University, Maria Claudia Peñas/Los Andes University, Daniel Toro Gonzalez/Los Andes University, Leonardo Canon Rubiano/Los Andes University, Eliana Salas/Los Andes University, Paulo Martinez/Los Andes University Assessment of Non-Linear Associations between Area-Level Variables and Pedestrian Crash Frequency using a Model-based Gradient Boosting Framework (TRBAM-21-04060) Dibakar Saha/Florida Atlantic University, Eric Dumbaugh/Florida Atlantic University Results of the First Large-scale Survey of TNC Use in the Bay Area (TRBAM-21-02320) Mark Bradley/San Francisco County Transportation Authority (SFCTA), Elizabeth Greene/San Francisco County Transportation Authority (SFCTA), Bhargava Sana/San Francisco County Transportation Authority (SFCTA), Drew Cooper/San Francisco County Transportation Authority (SFCTA), Joe Castiglione/San Francisco County Transportation Authority (SFCTA), Shimon Israel/San Francisco County Transportation Authority (SFCTA), Christopher Coy/San Francisco County Transportation Authority (SFCTA) Impacts of School Reopening on Variations in Local Bus Performance in Sydney (TRBAM-21-04187) Hudson Yao/University of Sydney, Wenbo Yan/University of Sydney, Linji Chen/University of Sydney, Emily Moylan/Univ ersity of Sydney, Hema Rayaprolu/University of Sydney Use of Exclusive and Pooled Ridehailing Services in Three Mexican Cities (TRBAM-21-02960) Joanna Moody/Massachusetts Institute of Technology (MIT), Enrique Esparza-Villarreal/Massachusetts Institute of Technology (MIT), David Keith/Massachusetts Institute of Technology (MIT) Towards A Framework for Assessing the Fair Distribution of Space in Urban Streets (TRBAM-21-03867) Gabriel Lefebvre-Ropars/Ecole Polytechnique de Montreal, Catherine Morency/Ecole Polytechnique de Montreal, Paula Negron-Poblete/Ecole Polytechnique de Montreal

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Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1329 - Properties of Concrete and Constituent Materials Norbert Delatte, Oklahoma State University, presiding Sponsored By Standing Committee on Properties of Concrete and Constituent Materials

Optimization of Portland Limestone Cement Concrete Mixture for Rigid Pavement with Low Paste Volume and Blended Aggregates (TRBAM-21-00081) HungWen Chung/University of Florida, Mang Tia/University of Florida, Patrick Upshaw/University of Florida, Jose Armenteros/University of Florida, Harvey DeFord/University of Florida Repair of Inverts of Corrugated Metal Pipe Culverts Using Engineered Cementitious Composite (TRBAM-21-001 36) H. Celik Ozyildirim/Virginia Department of Transportation, Mary Sharifi/Virginia Department of Transportation Use of Percent Within Limit (PWL) Concept to Cure Concrete Pavement (TRBAM-21-00298) Alireza Joshaghani/Texas A&M University, College Station, Dan Zollinger/Texas A&M University, College Station Recycling and utilization assessment of steel slag waste in metakaolin based geopolymer (TRBAM-21-01051) Xingyi Zhu/Tongji University, Wenkai Li/Tongji University, Feng Li/Tongji University, Yiyuan Zhang/Tongji University, Zhao Du/Tongji University

(continued) 195 Effects of Shape and Size on the Mechanical Property of Porous Concrete (TRBAM-21-01100) Yi Zhang/Tongji University, Hui Li/Tongji University, Ahmed Abdelhady/Tongji University, Jie Yang/Tongji University Comparative Laboratory Measurement of Pervious Concrete Permeability Using Constant-Head and Falling-He ad Permeameter Methods (TRBAM-21-01101) Yi Zhang/Tongji University, Hui Li/Tongji University, Ahmed Abdelhady/Tongji University, Jie Yang/Tongji University A Laboratory Approach to Determine RCC Mixture Electrical Characteristics Based TDR Data (TRBAM-21-01524 ) Issa Issa/Texas A&M University, College Station, Dan Zollinger/Texas A&M University, College Station, Ibrahim Onifade/ Texas A&M University, College Station, Robert Lytton/Texas A&M University, College Station Effect of Raw Sugarcane Bagasse Ash as Sand Replacement on the Fiber-Bridging Properties of Engineered Cementitious Composites. (TRBAM-21-01563) Sujata Subedi/Louisiana State University, Gabriel Arce/Louisiana State University, Marwa Hassan/Louisiana State University, Michele Barbato/Louisiana State University, Louay Mohammad/Louisiana State University Modelling Compactibility of RCC Specimens Using the Asphalt Gyratory Compactor (TRBAM-21-01635) Issa Issa/Texas A&M University, College Station, Dan Zollinger/Texas A&M University, College Station

1330

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1330 - What Matters in Transit? Factors Affecting Transit Capacity and Quality of Service Victoria Perk, University of South Florida, presiding Sponsored By Standing Committee on Transit Capacity and Quality of Service

This session includes a compilation of twelve papers that relate to transit capacity and quality of service. The individual papers dive into topics such as service modifications due to the COVID-19 pandemic and other incidents, data privacy, bus speeds, transit signal priority, demographics and travel behavior, and other performance measures.

Optimal frequency setting of metro services in the age of COVID-19 distancing measures (TRBAM-21-00121) Konstantinos Gkiotsalitis/University of Twente, Oded Cats/University of Twente Exploring Factors Affecting Commuters’ Perceptions on Intercity Rail Service Quality using Ordinal Logistic Regression (TRBAM-21-00488) Md. Tawkir Ahmed/University of Central Florida, Md. Hadiuzzaman/University of Central Florida, Md. Rakibul Islam/Univ ersity of Central Florida, Nafis Anwari/University of Central Florida, Md. Abdul Awal Islam/University of Central Florida Determinants of Air-rail Integration Service Based on Structural Equation Modeling (TRBAM-21-01081) Xinpei Ruan/Southeast Univesity, Min Yang/Southeast Univesity, Yalong Yuan/Southeast Univesity, Zuoxian Gan/South east Univesity Redirecting Passengers and Reallocating Capacities during Incidents in Public Transport (TRBAM-21-01159) Frederik Bachmann/TUMCREATE, Andreas Rau/TUMCREATE, Fritz Busch/TUMCREATE Does the Squeaky Wheel Get the Complaint? Linking Bus performance, Sociodemographic Characteristics, and Customer Comments (TRBAM-21-01360) Leila Hawa/McGill University, James DeWeese/McGill University, Ehab Diab/McGill University, Crumley Miles/McGill University, Ahmed El-Geneidy/McGill University Attitudes to Data Privacy Amongst Rail Passengers and Implications for Service Provision (TRBAM-21-01401) James Pritchard/University of Southampton, Simon Blainey/University of Southampton, Ben Waterson/University of Southampton Utilizing Deep Learning Techniques for the Development of a Bus Speed Approximation Model (TRBAM-21-017 96) Aristomenis Kopsacheilis/Aristotle University of Thessaloniki, Ioannis Politis/Aristotle University of Thessaloniki, Georgios Georgiadis/Aristotle University of Thessaloniki Modifying the service patterns of public transport vehicles to account for the COVID-19 capacity (TRBAM-21-02 294) Konstantinos Gkiotsalitis/University of Twente Travel behavior analysis of public transport for low-mobility individuals in China (TRBAM-21-02327) Tao Zhang/Taiyuan University of Science and Technology, Qinglin Jia/Taiyuan University of Science and Technology, Minjie Jin/Taiyuan University of Science and Technology, Fan Sun/Taiyuan University of Science and Technology, Yang Yang/Taiyuan University of Science and Technology

(continued) 196 The Effect of Quality of Service on the Cost Performance of Metros: A Dynamic Panel Application (TRBAM-21-0 2677) Farah Awad/Imperial College London, Daniel Graham/Imperial College London, Laila Ait Bihi Ouali/Imperial College London Mobility Benefits of Transit Signal Priority (TSP) in Adaptive Signal Control Technology (ASCT) Environment (T RBAM-21-03604) MD Sultan Ali/Florida International University, John Kodi/Florida International University, Priyanka Alluri/Florida International University, Thobias Sando/Florida International University SYSTEMATIC BUS CORRIDOR IDENTIFICATION AND PERFORMANCE MEASURE AGGREGATION: METHOD AND CASE STUDIES (TRBAM-21-03738) Nicholas Caros/Massachusetts Institute of Technology, Xiaotong Guo/Massachusetts Institute of Technology, Anson Stewart/Massachusetts Institute of Technology, John Attanucci/Massachusetts Institute of Technology

1331

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1331 - Putting Transit Data to Work: Advancements in Making, Mixing & Matching, and Employing Machine Learning (ML) Techniques Catherine Lawson, SUNY Albany, presiding Sponsored By Standing Committee on Transit Data

This session will focus on methodological advancements with transit data, including making, mixing and matching, and employing machine learning (ML) techniques to address a number of issues. Topics include transit and COVID, customer satisfaction, E-scooters, direct demand modeling, unplanned disruptions, WIFI, and so much more!

Using Data Science and GIS-Based Analysis of Transit Passenger Complaints to Uncover Patterns of Passenger Frustration (TRBAM-21-00252) Moran Yona/Hebrew University of Jerusalem, Genadi Birfir/Hebrew University of Jerusalem, Sigal Kaplan/Hebrew University of Jerusalem Synthetic Mobility Traces from Mobile Phone Data, Infection Modelling and Public Transport (TRBAM-21-00778) Sebastian Müller/Technische Universität Berlin, Christian Rakow/Technische Universität Berlin, Kai Nagel/Technische Universität Berlin Analysing the Role of Waiting Time Reliability in Public Transport Route Choice Using Smart Card Data (TRBA M-21-01189) Sanmay Shelat/Delft University of Technology, Oded Cats/Delft University of Technology, Niels van Oort/Delft University of Technology, Hans van Lint/Delft University of Technology Public Opinions on Public Transportation amid COVID-19 Pandemic: Preliminary Analysis of Social Media Data (TRBAM-21-01303) SONG HE/George Mason University, Ossama Salem/George Mason University Short-term Forecast on Individual Accessibility in Bus System Based on Neural Network (TRBAM-21-02488) Yufan Zuo/Southeast University, Di Huang/Southeast University, Xiao Fu/Southeast University, Zhiyuan Liu/Southeast University Automated Capturing of Transit Passenger Transfers and Network O-D Using An Optimized Wi-Fi-Based Recognition Algorithm (TRBAM-21-02761) Majeed Algomaiah/University of Louisville, Richard Li/University of Louisville Why Do People Take E-scooter Trips? Big Data and Unsupervised Machine Learning Insights on Temporal and Spatial Usage Patterns (TRBAM-21-02878) Nitesh Shah/University of Tennessee, Knoxville, Jing Guo/University of Tennessee, Knoxville, Lee Han/University of Tennessee, Knoxville, Christopher Cherry/University of Tennessee, Knoxville Ridership Beyond Headway Changes: A Case Study in Three Texan Cities (TRBAM-21-03210) Samantha Bradley/University of Texas, Arlington, Jianling Li/University of Texas, Arlington Unplanned Disruption Analysis in Urban Railway Systems Using Smart Card Data (TRBAM-21-04106) Tianyou Liu/Monash University, Zhenliang Ma/Monash University, Haris Koutsopoulos/Monash University Analyzing Bus Ridership with a Spatial Direct Demand Model (TRBAM-21-04281) Raven McKnight/Metro Transit (MN), Eric Lind/Metro Transit (MN) Using Origin-Destination Flows Determined from APC and AFC Data to Correct Biases in Socioeconomic and Travel Characteristics Obtained from Transit Onboard Surveys (TRBAM-21-01961) Rabi Mishalani/Ohio State University, Mark McCord/Ohio State University

(continued) 197 Short-term Metro Passenger Flow Prediction Capturing the Impact of Unplanned Events (TRBAM-21-03642) Yangyang Zhao/Southwest Jiaotong University, Zhenliang Ma/Southwest Jiaotong University An Examination of New York City Transit’s Bus and Subway Ridership Trends during the COVID-19 Pandemic ( TRBAM-21-01633) Anne Halvorsen/New York City Transit, Daniel Wood/New York City Transit, Darian Jefferson/New York City Transit, Timon Stasko/New York City Transit, Jack Hui/New York City Transit, Alla Reddy/New York City Transit Understanding Ridesplitting Behavior with Interpretable Machine Learning Models: Comparing Trip-level and Community-level Characteristics using Chicago’s Ridesourcing Trips (TRBAM-21-02248) Hoseb Abkarian/Northwestern University, Ying Chen/Northwestern University, Hani Mahmassani/Northwestern University Examining the Discrepancy between Self-Reported and Actual Commuting Behavior at the Individual Level (TR BAM-21-02766) Tianyu Su/Massachusetts Institute of Technology (MIT), M. Elena Renda/Massachusetts Institute of Technology (MIT), Jinhua Zhao/Massachusetts Institute of Technology (MIT)

1332

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1332 - Current Research in Freight Transportation Economics and Regulation David Clarke, University of Tennessee, Knoxville, presiding Sponsored By Standing Committee on Freight Transportation Economics and Regulation

Determinants of Container Ship Investment Choice (TRBAM-21-00768) Lixian Fan/Shanghai University, Jiaqi Xie/Shanghai University Ocean Container Carrier Selection Using Fuzzy TOPSIS Method: Customers’ Perspective (TRBAM-21-01125) Ayfer Ergin/Istanbul University, Cerrahpasa, Mohammad Feizollahi/Istanbul University, Cerrahpasa, Can Kutlu/Istanbul University, Cerrahpasa A Comprehensive Evaluation Model and Empirical Research on Railway Freight Rates under a Competitive Environment (TRBAM-21-02158) Jin Zeng/Beijing Jiaotong University, Fangrong Qi/Beijing Jiaotong University Who Pays the Piper?Assessing the Incidence for Pass-through of Environmental Taxes Within the Maritime Shipping Industry (TRBAM-21-03055) James Nolan/University of Saskatchewan, Benny Mantin/University of Saskatchewan, Tristan Skolrud/University of Saskatchewan, Patrick Lloyd-Smith/University of Saskatchewan

1333

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1333 - Research Trends in Freight Planning and Logistics Monique Stinson, Argonne National Laboratory, presiding Sponsored By Standing Committee on Freight Transportation Planning and Logistics

A Behavioral Model for Strategic Freight Transportation Decisions (TRBAM-21-01741) Monique Stinson/Argonne National Laboratory, Abolfazl Mohammadian/Argonne National Laboratory A Tabu Search Solution Algorithm for Autonomous Truck-Drone Delivery (TRBAM-21-03661) Ta-Yin Hu/National Cheng Kung University, Guan-Jie Huang/National Cheng Kung University Spatial Transferability Assessment of Freight Production Models: Guiding Model Transfer between Urban and Suburban Areas in Geographically Sprawling Indian Cities (TRBAM-21-04198) Bhavani Shankar Balla/Birla Institute of Technology and Science Pilani, Prasanta Sahu/Birla Institute of Technology and Science Pilani, Agnivesh Pani/Birla Institute of Technology and Science Pilani, G. Arvind Kumar/Birla Institute of Technology and Science Pilani THE CAPACITATED VEHICLE ROUTING PROBLEM WITH DRONES CONSIDERING STOCHASTIC DEMANDS AND RESTRICTED RETURN TRIP (TRBAM-21-02506) Tengkuo Zhu/University of Texas, Austin, Stephen Boyles/University of Texas, Austin Multimodal Freight Energy Model for Emerging Freight Technology Analysis (TRBAM-21-03168) Kyungsoo Jeong/National Renewable Energy Laboratory (NREL), Alicia Birky/National Renewable Energy Laboratory ( NREL)

(continued) 198 Freight Trip Generation Models by Vehicle Type: A Spatial Seemingly Unrelated Regression Approach (TRBAM- 21-04333) Mounisai Middela/Indian Institute of Technology, Madras, Gitakrishnan Ramadurai/Indian Institute of Technology, Madras Freight Choice Modeling Incorporating Time Upper Threshold for China Railway Express (TRBAM-21-02262) Suxiang Zhang/Tongji University, Rong Zhang/Tongji University, Ling Wang/Tongji University An Optimization Approach for Effective Vehicle Routing with a “Factory-in-a-Box” (TRBAM-21-00830) Junayed Pasha/Florida A&M University-Florida State University College of Engineering, Maxim Dulebenets/ Florida A&M University-Florida State University College of Engineering, Masoud Kavoosi/ Florida A&M University-Florida State University College of Engineering, Olumide Abioye/Florida A&M University-Florida State University College of Engineering, Hui Wang/Florida A&M University-Florida State University College of Engineering, Weihong Guo/Florida A &M University-Florida State University College of Engineering SERVICE TRIP ATTRACTION IN COMMERCIAL ESTABLISHMENTS (TRBAM-21-00915) Jose Holguin-Veras/Rensselaer Polytechnic Institute (RPI), Lokesh Kalahasthi/Rensselaer Polytechnic Institute (RPI), Diana Ramirez-Rios/Rensselaer Polytechnic Institute (RPI) Relative Logistics Sprawl: Measuring Changes in the Relative Distribution from Warehouses to Logistics Businesses and the General Population (TRBAM-21-00203) Sanggyun Kang/The Korea Transport Institute Territory planning for a multi-objective residential waste collection problem (TRBAM-21-00437) Sarah Hurkmans/Technische Universiteit Delft, Bilge Atasoy/Technische Universiteit Delft, M. Yousef Maknoon/Technisc he Universiteit Delft, Rudy Negenborn/Technische Universiteit Delft Modelling Carrier Type and Vehicle Type Choice of Small and Medium Size Firms (TRBAM-21-00632) Usman Ahmed/University of Toronto, Matthew J Roorda/University of Toronto A Multi-stage Approach for Empty Container Repositioning under Coordination among Liner Carriers (TRBAM- 21-02127) Bo Du/University of Wollongong, Hao Hu/University of Wollongong, Jie Zhang/University of Wollongong, Meng Meng/U niversity of Wollongong

1334

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1334 - Current Research in International Trade and Transportation Isabel Victoria-Jaramillo, Cambridge Systematics, presiding Sponsored By Standing Committee on International Trade and Transportation

Holistic Tactical-Level Planning in Liner Shipping with Heterogeneous Vessel Fleet (TRBAM-21-00828) Junayed Pasha/Florida A&M University-Florida State University College of Engineering, Maxim Dulebenets/ Florida A&M University-Florida State University College of Engineering, Oluwatosin Theophilus/Florida A&M University-Florida State University College of Engineering, Yui-yip Lau/Florida A&M University-Florida State University College of Engineering Impact of the COVID-19 lockdown on the maritime transportation (TRBAM-21-04194) Hong-Mei Zhao/Shanghai Maritime University, Hong-Di He/Shanghai Maritime University, Yu-Hang Jiang/Shanghai Maritime University, ZHONGREN PENG/Shanghai Maritime University China’s International Liner Shipping Network Evolution and Vulnerability Based on Automatic Identification System (AIS) Data (TRBAM-21-04428) LIANJIE JIN/Ministry of Transport of the People’s Republic of China, ZILIN CHEN/Ministry of Transport of the People’s Republic of China, XIANFENG WANG/Ministry of Transport of the People’s Republic of China, Haiyuan Yao/Ministry of Transport of the People’s Republic of China, CHANGJIAN LIU/Ministry of Transport of the People’s Republic of China, BIN YU/Ministry of Transport of the People’s Republic of China Comparative Carbon Footprint Assessment of Cross-border E-commerce Shipping Options (TRBAM-21-00343) Lynette Cheah/Singapore University of Technology and Design, Qiuhong Huang/Singapore University of Technology and Design Spatial Analysis of the 2018 Logistics Performance Index Using Multivariate Kernel Function to Improve Geographically Weighted Regression Models (TRBAM-21-00895) Ivan (Runhua) Xiao/University of California, Davis, Miguel Jaller/University of California, Davis, David Phong/University of California, Davis, Haihao Zhu/University of California, Davis

199 1335

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1335 - Policy and Planning Applications Impacting Urban Freight Transportation Johanna Amaya, Iowa State University, presiding Sponsored By Standing Committee on Urban Freight Transportation

The presentations in this session provide insight on the criteria to be considered when planning urban freight transportation systems. The session includes presentations on research about different policy interventions , such as, urban consolidation centers, off-hour deliveries, and zero-emission zones. Different case studies are presented to illustrate the effects of these policy interventions on urban freight stakeholders .

Evaluating the Impact of an Urban Consolidation Centre and Off-Hour Deliveries on Freight Flows to a Retail District Using Agent-Based Simulation (TRBAM-21-00992) Rakhi Manohar Mepparambath/Singapore-MIT Alliance, Lynette Cheah/Singapore-MIT Alliance, Christopher Zegras/Sin gapore-MIT Alliance, André Alho/Singapore-MIT Alliance, Takanori Sakai/Singapore-MIT Alliance Incorporating Equity in Goods Movement Planning: The LA Metro Experience (TRBAM-21-01637) James Brogan/Cambridge Systematics, Elaine McKenzie/Cambridge Systematics, Susan DeSantis/Cambridge Systematics, Michael Cano/Cambridge Systematics, Akiko Yamagami/Cambridge Systematics Identifying Large Freight Traffic Generators and Investigating the Impacts on Travel Characteristics and Expenditure Patterns: A Decision Tree Approach (TRBAM-21-01663) Aitichya Chandra/Birla Institute of Technology and Science Pilani, Agnivesh Pani/Birla Institute of Technology and Science Pilani, Prasanta Sahu/Birla Institute of Technology and Science Pilani, Bandhan Majumdar/Birla Institute of Technology and Science Pilani Pilot Off-peak Delivery Program in the Region of Peel (TRBAM-21-01886) Kianoush Mousavi/University of Toronto, Sabrina Khan/University of Toronto, Sabbir Saiyed/University of Toronto, Matthew J Roorda/University of Toronto Application of the HARMONY tactical freight simulator to a case study for zero emission zones in Rotterdam (T RBAM-21-02289) Michiel de Bok/Technische Universiteit Delft, Lóránt Tavasszy/Technische Universiteit Delft, Ioanna Kourounioti/Technis che Universiteit Delft, Sebastiaan Thoen/Technische Universiteit Delft, Larissa Eggers/Technische Universiteit Delft, Victor Nielsen/Technische Universiteit Delft, Jos Streng/Technische Universiteit Delft Simulating the Effects of Changes in Urban Freight Traffic and Propulsion Technology on Emissions: The Case of Gothenburg, Sweden (TRBAM-21-02445) Lokesh Kalahasthi/Chalmers tekniska hogskola, Iván Sánchez-Díaz/Chalmers tekniska hogskola, Sönke Behrends/Cha lmers tekniska hogskola PLANNING FREIGHT-EFFICIENT LAND USES: METHODOLOGY, STRATEGIES, AND TOOLS (TRBAM-21-02513) Jose Holguin-Veras/Rensselaer Polytechnic Institute (RPI), Diana Ramirez-Rios/Rensselaer Polytechnic Institute (RPI), Oriana Calderón-Quevedo/Rensselaer Polytechnic Institute (RPI), Benjamin Caron/Rensselaer Polytechnic Institute (R PI), Jeffrey Wojtowicz/Rensselaer Polytechnic Institute (RPI) STRATEGIC DECISION MAKING AND MULTI-OBJECTIVES IN URBAN FREIGHT (TRBAM-21-00104) Loshaka Perera/University of Melbourne, Russell Thompson/University of Melbourne Receiver Willingness to Participate in Off-hour Service Trip Programs (TRBAM-21-00474) Benjamin Caron/Rensselaer Polytechnic Institute (RPI), Jose Holguin-Veras/Rensselaer Polytechnic Institute (RPI)

1336

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1336 - Current Research in Agriculture and Food Transportation Jolanda Prozzi, Texas A&M Transportation Institute, presiding Sponsored By Standing Committee on Agriculture and Food Transportation

An Integrated Approach for Location-Inventory-Routing Problem of Fresh Products with Environmental Consideration (TRBAM-21-00269) Liying Song/Beijing Jiaotong University, Handong Li/Beijing Jiaotong University, Baohua Mao/Beijing Jiaotong University Optimization of Farm Product Logistics: A Case Study in Central Appalachia (TRBAM-21-03340) Youngmin Choi/University of Maryland, College Park, Jason Wang/University of Maryland, College Park, Paul Schonfeld /University of Maryland, College Park

(continued) 200 What is the Optimal Fleet Size for Online Food Delivery Companies?– An Application to San Francisco (TRBAM -21-03465) Bumsub Park/University of California, Irvine, Jean-Daniel Saphores/University of California, Irvine

1337

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1337 - Current Research in Hazardous Materials Transportation Michael Bronzini, George Mason University, presiding Ziqi Song, Utah State University, presiding Sponsored By Standing Committee on Transportation of Hazardous Materials, Standing Committee on Utilities

A Toll-based Approach for Regulating Hazmat Transportation Network Considering Boundedly Rational Route Choice (TRBAM-21-00679) Honggang Zhang/Ocean University, Zhiyuan Liu/Ocean University, Wei Wang/Ocean University Development of a Novel Framework for Hazardous Materials Placard Recognition System to Conduct Commodity Flow Studies Using Artificial Intelligence AlexNet Convolutional Neural Network (TRBAM-21-03863) Sherif Gaweesh/University of Wyoming, MD Nasim Khan/University of Wyoming, Mohamed Ahmed/University of Wyoming Route Optimization for Multimodal Transportation of Hazardous Material Under the Traffic Restriction Constraint (TRBAM-21-02156) Liying Song/Beijing Jiaotong University, Lutong Yu/Beijing Jiaotong University Analysis of Emergency Incidents Regarding Natural Gas Distribution Pipelines (TRBAM-21-00134) Praveena Penmetsa/University of Alabama, Md Abu Sufian Talukder/University of Alabama, Naima Islam/University of Alabama, Emmanuel Adanu/University of Alabama, Xiaobing Li/University of Alabama, Kristopher Harbin/University of Alabama, Alexander Hainen/University of Alabama

1338

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1338 - Current Research in Intermodal Freight Transportation MD Sarder, Bowling Green State University, presiding Sponsored By Standing Committee on Intermodal Freight Transport

Traffic operational fluidity Evaluation of Freight Intermodal Connectors (TRBAM-21-00314) Deo Chimba/Tennessee State University, Suleman Swai/Tennessee State University A COORDINATED SHIPMENT MATCHING PROBLEM IN GLOBAL INTERMODAL TRANSPORTATION (TRBAM-21- 00436) Wenjing Guo/Technische Universiteit Delft, Bilge Atasoy/Technische Universiteit Delft, Wouter Beelaerts van Blokland/T echnische Universiteit Delft, Rudy Negenborn/Technische Universiteit Delft An Adaptive Polyploid Memetic Algorithm for Effective Scheduling of Trucks at a Cross-Docking Facility (TRBA M-21-00834) Maxim Dulebenets/Florida A&M University-Florida State University College of Engineering, Oluwatosin Theophilus/Flori da A&M University-Florida State University College of Engineering, Junayed Pasha/ Florida A&M University-Florida State University College of Engineering The Investigation Of Coastal Port's Collecting And Dispatching System Under The COVID-19 And Research On New "Port Space Hub System" (TRBAM-21-01399) Haiyuan Yao/Ministry of Transport of the People’s Republic of China, Dachuan Wang/Ministry of Transport of the People’s Republic of China, Lianjie Jin/Ministry of Transport of the People’s Republic of China, Yun Feng/Ministry of Transport of the People’s Republic of China, Wentao Ding/Ministry of Transport of the People’s Republic of China, Chen Shen/Ministry of Transport of the People’s Republic of China Freight Autonomous Vehicle Deployment Scenarios and Preliminary Implications for Public Agency Autonomous Vehicle Planning (TRBAM-21-02480) Fatemeh Ranaiefar/Fehr & Peers, Heather Monteiro/Fehr & Peers, Daniel Smith/Fehr & Peers, Jolene Hayes/Fehr & Peers, Seth Contreras/Fehr & Peers Methods and Tools for Freight Flow Disaggregation (TRBAM-21-03653) Karlis Pujats/University of Memphis, Mihalis Golias/University of Memphis, Sabya Mishra/University of Memphis

(continued) 201 Design of a Truck Appointment System Considering Drayage Scheduling and Stochastic Turn Time (TRBAM-21 -00194) Mohammad Torkjazi/University of South Carolina, Nathan Huynh/University of South Carolina Preference-based Multi-objective Optimization for Synchromodal Transport (TRBAM-21-00366) Yimeng Zhang/Technische Universiteit Delft, Bilge Atasoy/Technische Universiteit Delft, Rudy Negenborn/Technische Universiteit Delft

1339

Wednesday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1339 - Emerging Issues in Trucking Industry Research Rodrigo Mesa-Arango, Florida Institute of Technology, presiding Sponsored By Standing Committee on Trucking Industry Research

IMPACT OF TRUCK PLATOONING ON PASSING SIGHT DISTANCE OF TWO-LANE HIGHWAYS IN NORTH AMERICA (TRBAM-21-00207) Tanvir Chowdhury/York University, Peter Park/York University Optimization of Overweight Truck Impact on Roadway Network with Minimum Cost Method: A Case Study in Louisiana (TRBAM-21-02523) Yilong Liu/Louisiana Department of Transportation and Development, Md Golam Sobhani/Louisiana Department of Transportation and Development, Zhong Wu/Louisiana Department of Transportation and Development Impact of Traffic Loading on Pavement Performance: Traditional Regression Model and Machine Learning Method (TRBAM-21-02536) Jingnan Zhao/Rutgers University, Hao Wang/Rutgers University, Pan Lu/Rutgers University Comparison of Two Alternative Collaboration and Profit-Sharing Methods for Less-than-Truckload Carriers (TR BAM-21-02731) Bhavya Padmanabhan/University of South Carolina, Nathan Huynh/University of South Carolina, William Ferrell/Univers ity of South Carolina, Vishal Badyal/University of South Carolina On the Stabilizing Effect of Implementing Weight Stations on Truck Equivalency Factors for Pavement Design ( TRBAM-21-02739) Jaime ALLEN/Universidad de Costa Rica, Ana Vargas-Sobrado/Universidad de Costa Rica, Jose Aguiar-Moya/Universi dad de Costa Rica, Henry Henrnandez-Vega/Universidad de Costa Rica Truck-Service Visibility in Emerging Markets: Willingness to Pay, Reputability and Public Policy (TRBAM-21-02 750) Rodrigo Mesa-Arango/Florida Institute of Technology, Carlos Hernandez/Florida Institute of Technology, Gordon Wilmsmeier/Florida Institute of Technology, Agustina Calatayud/Florida Institute of Technology Using Probe Data for Truck Parking Decision-Making (TRBAM-21-03080) Nicole Katsikides/Texas A&M Transportation Institute, David Schrank/Texas A&M Transportation Institute, Xiaoqiang Kong/Texas A&M Transportation Institute, Brittney Gick/Texas A&M Transportation Institute "Invited Student: Hours of Service, Safety, and Supply Chain Management (TRBAM-21-03103) Patrick Stanley/North Carolina A&T State University The Impact of Nuclear Verdicts on the Trucking Industry (TRBAM-21-00867) Nathan Williams/American Transportation Research Institute (ATRI), Daniel Murray/American Transportation Research Institute (ATRI), Erin Speltz/American Transportation Research Institute (ATRI) COVID-19 Impacts on the Trucking Industry (TRBAM-21-00839) Daniel Murray/American Transportation Research Institute (ATRI), Nathan Williams/American Transportation Research Institute (ATRI), Thomas Weakley/American Transportation Research Institute (ATRI), Andrew King/American Transportation Research Institute (ATRI) A Framework to Quantify the Reduction of Pavement Service Life in Overload Corridors using Portable Weigh-I n-Motion Data (TRBAM-21-00960) Ali Morovatdar/University of Texas, El Paso, Reza Ashtiani/University of Texas, El Paso, Enad Mahmoud/University of Texas, El Paso Identification of Potential Freight Parking Locations in Urban Areas (TRBAM-21-01701) Glenn Vorhes/University of Wisconsin, Madison, Ernest Perry/University of Wisconsin, Madison, Soyoung Ahn/Universit y of Wisconsin, Madison Considering Alternatives for Extended Tractor-Trailer Parking on Rural Interstates (TRBAM-21-02235) Kathleen Hancock/Virginia Polytechnic Institute and State University (Virginia Tech), Michael Glass/Virginia Polytechnic Institute and State University (Virginia Tech)

(continued) 202 Examining the Potential of Autonomous Trucks in a Less-than-Truckload Context (TRBAM-21-02254) Lama Al Hajj Hassan/Northwestern University, Hani Mahmassani/Northwestern University, Mike Hewitt/Northwestern University Analysis of Overweight Truck Permit Policy in New Jersey (TRBAM-21-03253) Sami Demiroluk/AgileAssets, Inc., Hani Nassif/AgileAssets, Inc., Kaan Ozbay/AgileAssets, Inc., Chaekuk Na/AgileAsset s, Inc.

203 Thursday, January 28 (Sessions 1340 - 1419)

1340

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 6 1340 - NCHRP Access Management Research Updates Grant Schultz, Brigham Young University, presiding Sponsored By Standing Committee on Access Management

The purpose of this session is to provide updates on three recently (or soon to be) completed National Cooperative Highway Research Program (NCHRP) projects related to access management.

NCHRP 25-47 How to Measure and Communicate the Benefits of Access Management (P21-21126) Kristine Williams/University of South Florida, Frank Broen/Metro Analtyics, Karen Dixon/Texas A&M University, Jerome Gluck/AECOM, Chris Huffman/Huffman Corridor Consulting , Gary Sokolow/University of South Florida NCHRP 15-62 Design and Access Management Guidelines for Truck Routes: Planning and Design Guide (P21-2 1127) Ingrid Potts/Texas A&M Transportation Institute, Douglas Harwood/Harwood Road Safety LLC, Jerome Gluck/AECOM NCHRP 07-23 Access Management in the Vicinity of Interchanges (P21-21128) Karen Dixon/Texas A&M University, James Gattis/University of Arkansas, Fayetteville

1341

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 8 1341 - Potential Influence of Alternative Transportation on Impaired Driving Traffic Outcomes Tara Kelley-Baker, AAA Foundation for Traffic Safety, presiding Tara Casanova Powell, Association of Traffic Safety Information Professionals, presiding Sponsored By Standing Committee on Impairment in Transportation

This session will explore the potential influence of alternative transportation ( AT) on impaired driving traffic outcomes including ridesharing services, public transportation, designated driver programs and others. Presenters will share research conducted using both Lyft and Uber rideshare information and review synthesized findings of research studies designed to test the effectiveness of AT programs in reducing alcohol -impaired driving.

Influence of Ridehailing Availability on Driving Injuries and Fatalities (P21-20315) Noli Brazil/University of California, Davis The Effectiveness of Alternative Transportation Programs in Reducing Impaired Driving: A Literature Review and Synthesis (P21-21223) James Fell/University of Chicago Rideshare Volume and DUI Incidents in Target California Communities (P21-21224) Ryan Smith/National Transportation Safety Board (NTSB)

1342

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 13 1342 - Invited Speakers for Tunnels and Underground Structures Brian Leshko, HDR, presiding Sponsored By Standing Committee on Tunnels and Underground Structures

AKB60 Tunnels and Underground Structures Invited Speakers Session includes the following presentations :Upgrading a Tunnel for the 21 st Century - Tom Leckrone, Gannett FlemingWashington Metro: Tunnel Water Leak Mitigation Program – Update - Brian Zelenko, WSP An Overview of the Supplement to the Reference Guide for Load Rating of Tunnel Structures - Bernard Frankl, HDR

Upgrading a Tunnel for the 21st Century (P21-20287) Thomas Leckrone/Gannett Fleming Inc. Washington Metro: Tunnel Water Leak Mitigation Program – Update (P21-20288) Brian Zelenko/WSP

(continued) 204 An Overview of the Supplement to the Reference Guide for Load Rating of Tunnel Structures (P21-20290) Bernard Frankl/HDR

1343

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 12 1343 - Advances in Large-format Metallic Additive Manufacturing Ryan Sherman, Georgia Institute of Technology (Georgia Tech), presiding Matthew Hebdon, Virginia Polytechnic Institute and State University (Virginia Tech), presiding Sponsored By Standing Committee on Fabrication and Inspection of Metal Structures

Additive manufacturing (AM) is a disruptive technology that is revolutionizing engineering design and fabrication. Advances in metallic AM now allow complex, large-scale components to be fabricated. This session will explore several different metallic AM technologies with the potential to fabricate large -scale components. Benefits and limitations of the technologies will be discussed. In addition, case studies will be presented discussing applications of large- format AM with implications toward transportation related structures.

Large Scale Metal for Tooling – Design and Manufacturing Challenges (P21-21133) Andrzej Nycz/Oak Ridge National Laboratory Overview and Applications of Large-Scale Metal Additive (P21-21134) Mark Douglass/Lincoln Electric Additive Solutions Presentation 3 (P21-21135) Chase Cox/MELD Manufacturing Corporation

1344

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 15 1344 - Climate Change Impacts on Roadway Policies Angelica Palomino, University of Tennessee, Knoxville, presiding Benjamin Worel, Minnesota Department of Transportation, presiding Sponsored By Standing Committee on Geo-Environmental and Climatic Impacts on Geomaterials

TRB Committee Geo-Environmental and Climatic Impacts on Geomaterials (AKG30) invites you to join us in an interactive panel discussion on effects climate change including seasonal load limit polices and flooded roadways decision tools and protocols. Discussion will include the current state of practice and what future research focus and policies will be needed to maintain our roadway systems.

Observed and projected climate change for infrastructure planning and design (P21-20349) Anne Marie Stoner/Texas Tech University Climate change effects on seasonal load restrictions (P21-20351) Heather Miller/University of Massachusetts, Dartmouth Flooded pavement assessment for changing climatic conditions (P21-20352) Majid Ghayoomi/University of New Hampshire Panel Discussion (P21-20354) Benjamin Worel/Minnesota Department of Transportation, Angelica Palomino/University of Tennessee, Knoxville

205 1345

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 11 1345 - Findings from Domestic Scan 20-01 “Successful Approaches to Utilizing Bridge Management Systems for Strategic Decision Making in Asset Management Plans” Harry Capers, Arora and Associates, P.C., presiding Sponsored By Standing Committee on Bridge and Structures Management

Bridge management systems (BMS), first introduced to help manage bridge inventory and inspection data and to support the National Bridge Inspection Standards (NBIS) In the early 1990s, today continue to provide support for managing bridge inventory and inspection data at both an element level and component level and typically include other functions, such as inspection photo/document management, project tracking, modeling and optimization of maintenance decisions. This session provides a summary of he findings from the recent domestic scan report.

Bridge Management Systems for Strategic Decision Making: Michigan Experience (P21-21006) Rebecca Curtis/Michigan Department of Transportation Bridge Management Systems for Strategic Decision Making: Minnesota Experience (P21-21007) Ed Lutgen/Minnesota Department of Transportation Bridge Management Systems for Strategic Decision Making: Virginia Experience (P21-21008) C. Todd Springer/Virginia Department of Transportation Bridge Management Systems for Strategic Decision Making: Pennsylvania Experience (P21-21009) Justin Bruner/Pennsylvania Department of Transportation

1346 CM (1.50)

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 4 1346 - Transportation as a Social Determinant of Health Carolyn McAndrews, University of Wisconsin, Madison, presiding Sponsored By Standing Committee on Transportation and Public Health

Recognizing transportation's role as a social determinant of health (SDH) is vital to support practices, policies, and programs to improve health. Transportation often acknowledges the health benefits of safer roads , spaces for physical activity, noise mitigation, and air quality improvements, but focusing only on these components of transportation and health is shortsighted. Public Health views transportation as a critical element of food access, education, affordable housing, and social inclusion. This session will define the SDH, explain their importance to public health, and demonstrate a public health approach to transportation, based in the SDH, with examples including the County Health Rankings and the Transportation and Health Tool.

Bringing a SDH Focus to Transportation (P21-20061) Stephen Hargarten/Medical College of Wisconsin Social Determinants of Health and Transportation (P21-20062) Carolyn McAndrews/University of Wisconsin, Madison, Keshia Pollack Porter/Johns Hopkins University Tying It All Together (P21-20064) Billie Giles-Corti/RMIT University Health Impacts in 5 Years (P21-21415) Wendy Heaps/Centers for Disease Control and Prevention (CDC) How the Transportation and Health Tool could include A SDH Perspective (P21-21417) Melissa Kraemer-Badtke/East Central Wisconsin Regional Planning Commission Social Determinants in Practice (P21-21416) KJ Hansmann/University of Wisconsin, Madison How the County Health Defines the SDH and Why it Works (P21-21418) Kiersten Frobom/County Health Rankings & Roadmaps

206 1347 CM (1.50)

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 1 1347 - Emerging Trends in Strategic Mobility Ronald Carl, USTRANSCOM, presiding Sponsored By Standing Committee on Transportation for National Defense

This panel will consist of senior level U.S. Transportation Command (USTRANSCOM) and the U.S. Department of Defense executives discussing how new technology, cyber threats, globalization and pandemics affect how military forces will be mobilized and deployed. The discussion will focus on broad overarching challenges and how 2021 is different.

U.S. Navy Fleet Supply and Ordinance (P21-20766) Erica Plath/United States Navy U.S. Transportation Command, Joint Distribution and Process Analysis Center (P21-20769) Bruce Busler/U.S. Transportation Command Joint Strategic Logistic (P21-20759) Kristina O'Brien/Joint Staff Military Sealift Command (P21-21434) Steven Cade/United States Navy Air Mobility Command (P21-21435) Kyle Kremer/U.S. Air Force

1348

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 5 1348 - Hot Topics in Rural, Intercity Bus, and Paratransit Services Cecilia Feeley, Rutgers University, presiding Ranjit Godavarthy, North Dakota State University, presiding Sponsored By Standing Committee on Rural, Intercity Bus, and Specialized Transportation

This session of invited world-renowned subject matter experts in Rural, Intercity Bus, and Paratransit Services, providing attendees with a diverse overview of factors about the current state of the individual sector as well as what they see for the future. Topics covered will include a review of a US survey from rural transit managers and State Program managers, the future of the Intercity bus sector from both a US State and Federal perspective to Brazilian and South American point-of-view, concluding with an update from cutting-edge issues in paratransit and mobility in San Francisco. While the Covid pandemic has impacted services throughout the globe, these presenters will provide guidance on moving forward and looking towards the future.

Intercity Bus: Looking towards the future and the impact of state and federal transit policy and programs (P21- 20524) Don Chartock/Washington State Department of Transportation Brazil and Intercity Transportation: An overview of the current and future operations for this sector in Brazil and other countries of South America (P21-20525) LUIZ GOMES/GISTRAN Rural Transit: An analysis of new user surveys of Transit Managers and State Program managers (P21-20526) Robin Phillips/National Rural Transit Assistance Program (RTAP) Transit Agencies don't just move people, they can make peoples' lives better: An Update on Paratransit and New Mobility Options for Seniors and Persons with Disabilities in San Francisco (P21-20527) Annette Williams/San Francisco Municipal Transportation Agency, Erin McAuliff/San Francisco Municipal Transportation Agency

207 1349

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 2 1349 - New Developments in North American Transport of Liquefied Natural Gas (LNG) David Bierling, Texas A&M Transportation Institute, presiding Khalid Farrag, Gas Technology Institute, presiding Sponsored By Standing Committee on Transportation of Hazardous Materials

In August 2020, the Pipeline and Hazardous Materials Safety Administration in coordination with the Federal Railroad Administration issued a new federal rulemaking that authorizes the transportation of liquefied natural gas (LNG) by railroad in the United States. This development builds on LNG-by-rail operations that have already been allowed in Canada and allowed with a special permit in the U.S. such as the Florida East Coast Railway. Session participants will learn about multiple aspects of LNG transport by rail, including the railcar, facility, and pipeline technologies that are being used and developed, the USDOT’s rulemaking, research and testing activities, operations and logistics examples, and ways of evaluating risk.

Manufacture of DOT113 Tank Cars (P21-21078) Scott Nason/Chart Industries Federal LNG by Rail Testing and Research (P21-21079) Francisco Gonzalez/Federal Railroad Administration (FRA), Phani Raj/Federal Railroad Administration (FRA) U.S. LNG by Rail Rule (P21-21080) Mark Maday/Federal Railroad Administration (FRA) An LNG Container Transport Alternative (P21-21081) Steven Campbell/CanaGas Consistency Review of Methodologies for LNG Quantitative Risk Assessments (P21-21082) Rich Kooy/Gas Technology Institute, Tyler Paxman/C-FER Technologies

1350

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 7 1350 - COVID-19: The Role of Uncrewed Aircraft Systems (UAS) in Addressing a Pandemic Andrew Alden, Virginia Polytechnic Institute and State University (Virginia Tech), presiding Sponsored By Standing Committee on New Users of Shared Airspace, Standing Committee on Aviation Safety, Security and Emergency Management

Disinfecting Drones (P21-20777) Andrew Ashur/Lucid Drone Technologies Drones During Covid: A Civil Liberties Perspective (P21-20778) Jay Stanley/ACLU Wing’s Autonomous Drone Deliveries and COVID-19 (P21-20779) Nick Devereux/Wing

1351

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 16A 1351 - FHWA Leadership in Innovation Amy Lucero, Federal Highway Administration (FHWA), presiding Sponsored By Executive Committee

Innovative Leadership in a Virtual World:The panel discussion will focus on the project- and leadership-level transformations that occurred over the past several months. On the project side, panelists will discuss how Federal, State and local agencies quickly made adaptations to project development and delivery to ensure they could continue in a virtual state of practice. From the leadership perspective, panelists will discuss the changes they made to ensure their workforce stayed informed, cared for, and productive; and their missions stayed intact during these atypical times. All panelists will discuss opportunities for long-standing change that emerged from working in a virtual environment.

Welcome and Introductions (P21-21372)

(continued) 208 Panel Discussion (P21-21373) Amy Lucero/Federal Highway Administration (FHWA), Thomas Everett/Federal Highway Administration (FHWA), Timothy Hess/Federal Highway Administration (FHWA), Nicole Majeski/Delaware Department of Transportation, Patrick McKenna/Missouri Department of Transportation, Carlos Braceras/Utah Department of Transportation, Ann Brach/Tran sportation Research Board, David Howard/North Carolina Department of Transportation

1352

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1352 - Traffic Flow Theory and Characteristics, Part 3: General (Part 1, Session 1061; Part 2, Session 1101) Sponsored By Standing Committee on Traffic Flow Theory and Characteristics

Replicating Microscopic Fundamental Diagram in Five Minutes (TRBAM-21-00479) Daiheng Ni/University of Massachusetts, Amherst Comparative Appraisal of Critical Gap Estimation techniques in the Context of U-turning Vehicles (TRBAM-21-0 0518) Tathagatha Khan/Indian School of Mines, Dhanbad, Smruti Mohapatra/Indian School of Mines, Dhanbad Adjacent Lane Dependencies Modulating Wave Velocity on Congested Freeways- An Empirical Study- Abridged (TRBAM-21-00699) Benjamin Coifman/Ohio State University, Balaji Ponnu/Ohio State University Macroscopic analysis and modelling of multi-cass, flexible-lane traffic (TRBAM-21-00849) Victor Knoop/Delft University of Technology, Wouter Schakel/Delft University of Technology, Tim Van Oijen/Delft University of Technology, Ludovic Leclercq/Delft University of Technology Ramp Metering With Microscopic Gap Detection: Algorithm Design And Empirical Acceleration Verification (TR BAM-21-01152) Stefan Klomp/Technische Universiteit Delft, Victor Knoop/Technische Universiteit Delft, Henk Taale/Technische Universiteit Delft, Serge Hoogendoorn/Technische Universiteit Delft Incorporating Human Factors into LCM Using Fuzzy TCI Model (TRBAM-21-01211) Linbo Li/Tongji University, Yang Li/Tongji University, Daiheng Ni/Tongji University A Statistical Study of Discretionary Lane-changing Decision with Heterogeneous Vehicle and Driver Characteristics (TRBAM-21-02028) Qianwen Li/University of South Florida, Xiaopeng Li/University of South Florida, Fred Mannering/University of South Florida CONDITIONS FOR L2 STRING STABILITY OF A HETEROGENEOUS TRAFFIC FLOW (TRBAM-21-02185) Marcello Montanino/University of Naples Federico II, Vincenzo Punzo/University of Naples Federico II A Simulation Framework for Mixed Traffic Incorporating Lane-Changing Behavior (TRBAM-21-02380) Qianwen Li/University of South Florida, Xiaopeng Li/University of South Florida, Zhitong Huang/University of South Florida, John Halkias/University of South Florida, Gene McHale/University of South Florida, Rachel James/University of South Florida Modeling Car-following Behavior on Freeways Considering Driving Style (TRBAM-21-02567) Ping Sun/Tongji University, Xuesong Wang/Tongji University, Omar Hassanin/Tongji University, Meixin Zhu/Tongji University Prediction of Driver Reaction in Approaching and Braking Conditions using Perception Thresholds and Evidence Accumulation Framework (TRBAM-21-02815) Umair Durrani/University of Windsor, Chris Lee/University of Windsor, Dhwani Shah/University of Windsor The Relationship between Hysteresis and String Stability in Traffic Flow. A Simulation-Based Investigation (TR BAM-21-02972) Giovanni Albano/European Commission, Kostantinos Mattas/European Commission, Biagio Ciuffo/European Commission Incorporating Instantaneous Reaction Delay in Car-Following Models: a Hybrid Approach (TRBAM-21-02981) Mehdi Rafati Fard/Iran University of Science and Technology, Saeed Rahmani/Iran University of Science and Technology, Afshin Shariat Mohaymany/Iran University of Science and Technology CAN Coach: Continuous CAN-based Feedback to Change Driver Behavior (TRBAM-21-03161) Matthew Nice/Vanderbilt University, Daniel Work/Vanderbilt University Examining Freeway Bottleneck Features During A Mass Evacuation (TRBAM-21-03221) Brian Staes/Oregon State University, Robert Bertini/Oregon State University, Nikhil Menon/Oregon State University, Eren Yuksel/Oregon State University

(continued) 209 Utilizing feedback linearization to design integrated control strategies for highway traffic networks (TRBAM-21- 03490) Kimia Chavoshi/Eidgenossische Technische Hochschule Zurich, Anastasios Kouvelas/Eidgenossische Technische Hochschule Zurich Research on heterogeneous traffic flow characteristics on the highway with climbing lanes under the framework of Kerner’s three-phase traffic theory (TRBAM-21-03862) Xiaojian Hu/Southeast University, Zelin Lv/Southeast University, Fang Zhang/Southeast University, Zhiwei Cui/Southea st University ABM-LTM: A Link-Transmission-Model with Discrete Flows Able to Track Individual Vehicles (TRBAM-21-04108) Felipe de Souza/Argonne National Laboratory, Omer Verbas/Argonne National Laboratory, Joshua Auld/Argonne National Laboratory Driving Behavior at Signalized Intersections Operating under Disordered Traffic Conditions (TRBAM-21-04116) Ritvik Chauhan/Sardar Vallabhbhai National Institute of Technology, Dr. Ashish Dhamaniya/Sardar Vallabhbhai National Institute of Technology, Shriniwas Arkatkar/Sardar Vallabhbhai National Institute of Technology Car-following behavior on urban streets: lessons from the pNEUMA data set (TRBAM-21-04147) Tu Xu/Georgia Institute of Technology (Georgia Tech), Emmanouil Barmpounakis/Georgia Institute of Technology (Geor gia Tech), Nikolas Geroliminis/Georgia Institute of Technology (Georgia Tech), Jorge Laval/Georgia Institute of Technology (Georgia Tech) Investigating the Impact of Data Quality on the Performance of Car-following models – a Case Study using NGSIM data (TRBAM-21-04352) Evangelos Paschalidis/University of Leeds, Charisma Choudhury/University of Leeds Modifying Bureau of Public Roads Link Function using Travel Time Uncertainty Captured using Wi-Fi Sensors ( TRBAM-21-02282) Ninad Gore/Sardar Vallabhbhai National Institute of Technology, Shriniwas Arkatkar/Sardar Vallabhbhai National Institute of Technology, Gaurang Joshi/Sardar Vallabhbhai National Institute of Technology, Constantinos Antoniou/Sard ar Vallabhbhai National Institute of Technology

1353

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1353 - Artificial Intelligence and Machine Learning Methods for Transportation Applications (Part II) Jidong Yang, University of Georgia, presiding Sponsored By Standing Committee on Artificial Intelligence and Advanced Computing Applications

This session presents a variety of artificial intelligence and machine learning methods and tools that have been recently applied to solve problems and improve the operation and safety in a wide spectrum of transportation applications.

Modeling Route Choice Behavior: A Federated Learning Approach (TRBAM-21-04136) Yonghyeon Kweon/National Renewable Energy Laboratory (NREL), Bingrong Sun/National Renewable Energy Laboratory (NREL), B. Brian Park/National Renewable Energy Laboratory (NREL) Prediction of Lane Change Maneuvers using the SHRP2 Naturalistic Driving Study Data: A Machine Learning Approach (TRBAM-21-02961) Anik Das/University of Wyoming, Mohamed Ahmed/University of Wyoming Deep Learning to Detect Road Distress from Unmanned Aerial System Imagery (TRBAM-21-04168) Long Truong/California State Polytechnic University, Pomona, Omar Mora/California State Polytechnic University, Pomona, Wen Cheng/California State Polytechnic University, Pomona, Hairui Tang/California State Polytechnic University, Pomona, Mankirat Singh/California State Polytechnic University, Pomona Automatic Vehicle Counting and Tracking in Aerial Video Feeds Using Cascade R-CNN and Feature Pyramid Ne tworks (TRBAM-21-03070) Yomna Youssef/Zewail City of Science and Technology, Mohamed Elshenawy/Zewail City of Science and Technology A system of vision sensor based deep neural networks for complex driving scene analysis in support of crash risk assessment and prevention (TRBAM-21-00176) Muhammad Monjurul Karim/Stony Brook University, Yu Li/Stony Brook University, Ruwen Qin/Stony Brook University, Zhaozheng Yin/Stony Brook University A Deep Learning Model for Off-ramp Hourly Flow Estimation (TRBAM-21-01585) Amir Nohekhan/University of Maryland, College Park, Sara Zahedian/University of Maryland, College Park, Ali Haghani/ University of Maryland, College Park

(continued) 210 WeatherNet: Development of a Novel Convolutional Neural Network Architecture for Trajectory-Level Weather Detection Using SHRP2 Naturalistic Driving Data (TRBAM-21-03504) MD Nasim Khan/University of Wyoming, Mohamed Ahmed/University of Wyoming Advancing Association Rule Base on Gini Impurity Statistic for P redicting Transportation Mode Choice (TRBA M-21-00133) Jiajia Zhang/Dalian Maritime University, Tao Feng/Dalian Maritime University, Zhengkui Lin/Dalian Maritime University, Harry Timmermans/Dalian Maritime University Can we infer dementia from driving behaviors? (TRBAM-21-03247) Rongye Shi/Columbia University, Xuan Di/Columbia University, Carolyn DiGuiseppi/Columbia University, David Eby/Col umbia University, Linda Hill/Columbia University, Thelma Mielenz/Columbia University, Lisa Molnar/Columbia University , David Strogatz/Columbia University, Terry E. Goldberg/Columbia University, Guohua Li/Columbia University Evaluating Pedestrian Time-to-death in Fatal Pedestrian Crashes: Application of Explainable Machine Learning Using SHAP Technique (TRBAM-21-03397) Iman Mahdinia/University of Tennessee, Knoxville, Amin Mohammadnazar/University of Tennessee, Knoxville, Asad J. Khattak/University of Tennessee, Knoxville Lane-Based Traffic Arrival Pattern Estimation Using License Plate Recognition Data (TRBAM-21-04336) Chengchuan An/Southeast University, Xiaoyu Sky Guo/Southeast University, Jingxin Xia/Southeast University, Zhenbo Lu/Southeast University Travel Behavior Modeling with Images (TRBAM-21-00483) Shenhao Wang/Massachusetts Institute of Technology (MIT), Rachel Luo/Massachusetts Institute of Technology (MIT), Xiaohu Zhang/Massachusetts Institute of Technology (MIT), Hongzhou Lin/Massachusetts Institute of Technology (MIT), Jinhua Zhao/Massachusetts Institute of Technology (MIT), Joan Walker/Massachusetts Institute of Technology (MIT) Quantized Convolutional Neural Network for Edge-based Parking Surveillance (TRBAM-21-02134) Yifan Zhuang/University of Washington, Ziyuan Pu/University of Washington, Hao Yang/University of Washington, Yinhai Wang/University of Washington Bilevel Optimization for En-Route Path Choice Modeling Using Multi-Agent Reinforcement Learning (TRBAM-2 1-03730) Zhenyu Shou/Columbia University, Xuan Di/Columbia University Transportation Barriers and Cancer Patients’ Decision-making: Investigating the Role of Travel in Continue or Stop Treatments (TRBAM-21-01728) Roya Etminani-Ghasrodashti/University of Texas, Arlington, Chen Kan/University of Texas, Arlington, Ladan Mozaffarian /University of Texas, Arlington Extraction of Construction Quality Requirements from Textual Specifications via Natural Language Processing (TRBAM-21-01879) JungHo Jeon/Purdue University, Xin Xu/Purdue University, Yuxi Zhang/Purdue University, Liu Yang/Purdue University, Hubo Cai/Purdue University Fine-Tuning Time-of-Day Signal Timing Using Signal Performance Measures (TRBAM-21-03129) Abolfazl Karimpour/University of Arizona, Mohammad Shaon/University of Arizona, Yao-Jan Wu/University of Arizona Uncertainty Quantification with Deep Learning for Spatio-Temporal Travel Demand Prediction (TRBAM-21-0369 6) Qingyi Wang/Massachusetts Institute of Technology (MIT), Shenhao Wang/Massachusetts Institute of Technology (MIT) , Jinhua Zhao/Massachusetts Institute of Technology (MIT) Deep Deterministic Policy Gradient based Cooperative Platoon Logitudinal Control Strategy (TRBAM-21-02147) Yiming Yang/Chang'an University, Wuqi Wang/Chang'an University, Haigen Min/Chang'an University, Siyuan Gong/Cha ng'an University, Xiangmo Zhao/Chang'an University Deep Learning for the Detection and Recognition of Rail Defects in Ultrasound B-scan Images (TRBAM-21-0030 4) Zhengxing Chen/Southwest Jiaotong University, Qihang Wang/Southwest Jiaotong University, Kanghua Yang/Southwes t Jiaotong University, Jidong Yao/Southwest Jiaotong University, Yong Liu/Southwest Jiaotong University, Ping Wang/So uthwest Jiaotong University, Qing He/Southwest Jiaotong University TrafficNet: A Deep Neural Network for Traffic Monitoring Using Distributed Fiber-Optic Sensing (TRBAM-21-011 28) Chaitanya Prasad Narisetty/NEC Corporation, Tomoyuki Hino/NEC Corporation, Ming-Fang Huang/NEC Corporation, Hitoshi Sakurai/NEC Corporation, Toru Ando/NEC Corporation, Shinichiro Azuma/NEC Corporation Driving Behavior Detection Using Semi-supervised LSTM and Smartphone Sensors (TRBAM-21-02836) Pei Li/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida, Zubayer Islam/University of Central Florida

(continued) 211 Network-wide Spatiotemporal Traffic Speed Imputation Using a Generative Adversarial Network (TRBAM-21-02 065) Garyoung Lee/Seoul National University, Eui-Jin Kim/Seoul National University, Dong-Kyu Kim/Seoul National University Computational Graph-based Framework for Integrating Econometric Models and Machine Learning Algorithms in Emerging Data-Driven Analytical Environments (TRBAM-21-03237) Taehooie Kim/Arizona State University, Xuesong (Simon) Zhou/Arizona State University, Ram Pendyala/Arizona State University A novel spatio-temporal feature extraction method for short-term travel time predition in an urban network (TR BAM-21-03468) Leilei Kang/Southwest Jiaotong University, Hao Huang/Southwest Jiaotong University, Guojing Hu/Southwest Jiaotong University, Weike Lu/Southwest Jiaotong University, Lan Liu/Southwest Jiaotong University Predicting Coordinated Actuated Traffic Signal Change Times using LSTM Neural Networks (TRBAM-21-02753) Seifeldeen Eteifa/Virginia Polytechnic Institute and State University (Virginia Tech), Hesham Rakha/Virginia Polytechnic Institute and State University (Virginia Tech), Hoda Eldardiry/Virginia Polytechnic Institute and State University (Virginia Tech) Anisotropic Kernels for Deep Convolutional Neural Network based Traffic Speed Reconstruction (TRBAM-21-01 133) Bilal Thonnam Thodi/New York University, Abu Dhabi, Zaid Khan/New York University, Abu Dhabi, Saif Jabari/New York University, Abu Dhabi, Monica Menendez/New York University, Abu Dhabi Mode Choice Modelling with Machine Learning: A Sequential Tour-based Approach for Addressing Imbalanced Datasets (TRBAM-21-03285) Dimitrios Pappelis/University College London, Emmanouil Chaniotakis/University College London, Maria Kamargianni/U niversity College London Mining Heterogeneous Impact of Destination Attributes in Travel Demand Forecast for Different Urban Districts : A Deep Learning Approach (TRBAM-21-00413) Shunhua Bai/University of Texas, Austin, Junfeng Jiao/University of Texas, Austin Modern Public Infrastructure Development Needs and Evaluation (TRBAM-21-00924) Austin Dikas/Prairie View A&M University, Sarhan Musa/Prairie View A&M University

1354

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1354 - Automated Transportation Networks Xiaopeng Li, University of South Florida, presiding Sponsored By Standing Committee on Transportation Network Modeling

Optimal Parking Management of Connected Autonomous Vehicles: A Control-Theoretic Approach (TRBAM-21-0 0173) Shi'an Wang/University of Minnesota, Michael Levin/University of Minnesota, Ryan Caverly/University of Minnesota Vehicle Routing for Shared Autonomous Electric Vehicles Considering Passengers’ Uncertain Waiting Time Tolerance and Acceptable Stopovers (TRBAM-21-01193) Xu Ouyang/Hong Kong Polytechnic University, Min Xu/Hong Kong Polytechnic University, Ting Wu/Hong Kong Polytechnic University Incentive-based Decentralized Routing for Connected and Autonomous Vehicles (TRBAM-21-01321) Chaojie Wang/Georgia Institute of Technology (Georgia Tech), Jian Wang/Georgia Institute of Technology (Georgia Tech), Srinivas Peeta/Georgia Institute of Technology (Georgia Tech) Daily Load Planning Under Different Autonomous Truck Deployment Scenarios (TRBAM-21-02264) Lama Al Hajj Hassan/Northwestern University, Hani Mahmassani/Northwestern University, Mike Hewitt/Northwestern University ASSESSING LONG-TERM IMPACTS OF AUTOMATION ON FREIGHT TRANSPORT AND LOGISTICS NETWORKS BY A LARGE-SCALE LRP INTEGRATED IN MICROSCOPIC TRANSPORT SIMULATION FOR STRATEGIC TRANSPORT AND LOGISTICS NETWORK PLANNING (TRBAM-21-02848) Elija Deineko/Deutsches Zentrum fur Luft- und Raumfahrt DLR Standort Berlin, Carina Thaller/Deutsches Zentrum fur Luft- und Raumfahrt DLR Standort Berlin, Gernot Liedtke/Deutsches Zentrum fur Luft- und Raumfahrt DLR Standort Berlin Network Design Under Different Autonomous Truck Deployment Scenarios (TRBAM-21-04072) Lama Al Hajj Hassan/Northwestern University, Mike Hewitt/Northwestern University, Hani Mahmassani/Northwestern University

(continued) 212 Capacitated Location-Allocation-Routing Problem with Time Window for On-demand Urban Air Mobility (TRBA M-21-02109) Haleh Ale-Ahmad/Northwestern University, Hani Mahmassani/Northwestern University A General Equilibrium Model for Integrated CAV Ridesourcing and Transit Services for the Morning Commute ( TRBAM-21-03593) Rong Fan/University of Washington, Daniel McCabe/University of Washington, Xuegang Ban/University of Washington Autonomous Vehicle Adoption Modeling and Shared Operations Simulation: A Combined Diffusion and Traffic Microsimulation Modeling Approach (TRBAM-21-04323) MD Jahedul Alam/Dalhousie University, Hasan Shahrier/Dalhousie University, Muhammad Habib/Dalhousie University Surrogate-based optimization of activity-based connected subgraph problem for robotic taxi fleet service region design (TRBAM-21-01729) Jinkai Zhou/New York University, Joseph Chow/New York University

1355

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1355 - Quality Assurance Management: Acceptance and QC Sponsored By Standing Committee on Quality Assurance Management

A Risk-Based Framework for Optimizing Inspection Tests of Concrete Pavement Materials (TRBAM-21-03803) Mamdouh Mohamed/University of Kansas, Daniel Tran/University of Kansas INSPECTION WORKLOAD REDUCTION APPROACHES TO HIGHWAY CONSTRUCTION PROJECTS (TRBAM-21- 01900) Mamdouh Mohamed/University of Kansas, Daniel Tran/University of Kansas A Review of the State of the Practice in Pavement Data Quality Management (TRBAM-21-00665) Bahar Bazargani/SRF Consulting Group, Omar Smadi/SRF Consulting Group HMA Quality Management Program in Illinois: Statistical Assessment of Pay for Performance versus Quality Control for Performance. (TRBAM-21-00806) Jose Julian Rivera-Perez/University of Illinois, Urbana-Champaign, Seunggu Kang/University of Illinois, Urbana-Champ aign, Watheq Sayeh/University of Illinois, Urbana-Champaign, Javier García Mainieri/University of Illinois, Urbana-Cha mpaign, Imad Al-Qadi/University of Illinois, Urbana-Champaign, Hasan Ozer/University of Illinois, Urbana-Champaign Non-Destructive Testing for Strength Gain Monitoring of Concrete in Quality Assurance (TRBAM-21-02605) Setare G Saremi/University of Maryland, Dimitrios Goulias/University of Maryland

1356

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session Pavement, Safety, and Traffic Management Developments for Low Volume Road Applications Sunanda Dissanayake, Kansas State University, presiding Sponsored By Standing Committee on Low-Volume Roads, Standing Committee on Transportation Safety Management Systems, Joint Subcommittee on Rural Road Safety Policy, Programming, and Implementation ( with ACS20, AKD30)

Select poster presentations covering new developments in low volume road pavement, safety, and traffic management.

Data-Driven Economic Analysis of Biobased Road Preservation; A Path to Effective Low Volume Roads Management (TRBAM-21-00049) Ali Nahvi/SRF Consulting Group, Jacqueline Nowak/SRF Consulting Group, Michael Janos/SRF Consulting Group, Ryan Loos/SRF Consulting Group Rural Perspectives on Road Diets: A Nebraska Case Study (TRBAM-21-00681) John Sangster/Northeastern University, Timothy Adams/Northeastern University Estimation of ADT for Low Volume Roadways in Rural Areas of Louisiana (TRBAM-21-00969) Afia Yeboah/Louisiana Department of Transportation and Development, Julius Codjoe/Louisiana Department of Transportation and Development, Raju Thapa/Louisiana Department of Transportation and Development Incorporating Road Safety in Rural Road Network Level Pavement Managment (TRBAM-21-01560) Hadunneththi Pasindu/University of Moratuwa, R.K.T.K Ranawaka/University of Moratuwa, Kelum Sandamal/University of Moratuwa, Hirushi Thenuwara/University of Moratuwa, Ishani Dias/University of Moratuwa An Overview of Granular Roadway Management Practices (TRBAM-21-02620) SHAFKAT ALAM-KHAN/Michigan State University, Bora Cetin/Michigan State University, H. David Jeong/Michigan State University, Jeramy Ashlock/Michigan State University

(continued) 213 DEVELOPING SAFETY PERFORMANCE FUNCTIONS FOR TWO-LANE TWO-WAY RURAL HIGHWAYS USING MULTIPLE REGRESSION TECHNIQUES- A COMPARATIVE ANALYSIS (TRBAM-21-03597) Irfan Ahmed/University of Wyoming, Mohamed Ahmed/University of Wyoming Application of Different Negative Binomial Parameterizations to Develop Safety Performance Function for Non- Federal Aid System Roads (TRBAM-21-03829) Ali Khodadadi/Texas A&M University, College Station, Ioannis Tsapakis/Texas A&M University, College Station, Subasish Das/Texas A&M University, College Station, Dominique Lord/Texas A&M University, College Station, Yingfeng Li/Texas A&M University, College Station Improving Stratification Procedures and Accuracy of Annual Average Daily Traffic (AADT) Estimates for Non-Fe deral Aid-System (NFAS) Roads (TRBAM-21-02832) Ioannis Tsapakis/Texas A&M Transportation Institute, Subasish Das/Texas A&M Transportation Institute, Paul Anderson /Texas A&M Transportation Institute, Steven Jessberger/Texas A&M Transportation Institute, William Holik/Texas A&M Transportation Institute Safety Performance of Edge Lane Roads (TRBAM-21-03146) Michael Williams/Michael Williams Company, Marcial Lamera/Michael Williams Company, Aleksandar Bauranov/Micha el Williams Company, Anurag Pande/Michael Williams Company, Carole Voulgaris/Michael Williams Company Relationship between Horizontal Curve Density and Safety Performance on Rural Two-Lane Road Segments by Road Jurisdiction and Surface Type (TRBAM-21-03405) Meghna Chakraborty/Michigan State University, Timothy Gates/Michigan State University Automated Assessment of Passing Sight Distance on Rural Highways using Mobile LiDAR Data (TRBAM-21-03 543) Samaa Agina/University of Alberta, Amr Shalkamy/University of Alberta, Maged Gouda/University of Alberta, Karim El-B asyouny/University of Alberta

1357

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1357 - Pavement Structural Testing and Evaluation Gonzalo Rada, Wood Environment & Infrastructure Solutions, Inc., presiding James Greene, Florida Department of Transportation, presiding Sponsored By Standing Committee on Pavement Structural Testing and Evaluation

Structural Assessment of a High Polymer-Modified Asphalt Concrete Mixture Using Full-Scale Pavement Testing (TRBAM-21-00080) Jhony Habbouche/Virginia Transportation Research Council, Murugaiyah Piratheepan/Virginia Transportation Research Council, Elie Hajj/Virginia Transportation Research Council, Sailesh Bista/Virginia Transportation Research Council, Peter Sebaaly/Virginia Transportation Research Council Evaluation of the Effect of Aircraft Tire Inflation Pressure on Thin Asphalt Pavements (TRBAM-21-00187) W. Jeremy Robinson/U.S. Army Corps of Engineers (USACE) Laboratory and Full Scale Pavement Evaluation of Cracking Potential of Mixtures containing RAP (TRBAM-21-0 0477) Fabricio Leiva-Villacorta/National Center for Asphalt Technology (NCAT), Gregory Sholar/National Center for Asphalt Technology (NCAT) Middle-Up Cracking Potential in Flexible Pavements with Stabilized Foundations (TRBAM-21-00582) Mostafa Nakhaei/Auburn University, David Timm/Auburn University Development of an Artificial Neural Network (ANN)-Based Procedure for the Verification of Traffic Speed Deflectometer Measurements (TRBAM-21-00597) Hossam Abohamer/Louisiana State University, Mostafa Elseifi/Louisiana State University, Zia Zihan/Louisiana State University, Zhong Wu/Louisiana State University, Nathan Kebede/Louisiana State University, Zhongjie Zhang/Louisiana State University A Proposed Road Track Pavement Testing (RTPT) Facility for the Dry-Freeze Region: A Benefit-Cost Analysis with Deterministic Life Cycle Approach (TRBAM-21-00888) Benjamin Fosu-Saah/University of Wyoming, Marwan Hafez/University of Wyoming, Khaled Ksaibati/University of Wyoming Effect of the Tandem-Axle Configuration on Flexible-Pavement Responses and Strain Recovery (TRBAM-21-00 956) Aravind Ramakrishnan/University of Illinois, Urbana-Champaign, Imad Al-Qadi/University of Illinois, Urbana-Champaign

(continued) 214 Instrumentation and Evaluation of Dynamic Load Responses of U.S. 23 Perpetual Pavement Experimental Roads (TRBAM-21-01206) Junqing Zhu/Southeast University, Shad Sargand/Southeast University, Issam Khoury/Southeast University, Derar Tarawneh/Southeast University, Tao Ma/Southeast University Investigation on the Mechanical Properties and Structural Behaviour of Novel Pervious Interlocking Paver Block (TRBAM-21-01251) ARJUN SIVA RATHAN R.T/National Institute of Technology, Tiruchirappalli, ARA V/National Institute of Technology, Tiruchirappalli, SUNITHA V/National Institute of Technology, Tiruchirappalli Utilization of Cold Central Plant Recycled Asphalt in Long-Life Flexible Pavements (TRBAM-21-01262) David Timm/Auburn University, Brian Diefenderfer/Auburn University, Benjamin Bowers/Auburn University, Gerardo Flintsch/Auburn University Life Cycle Assessment of Aggregate Quarry By-Product Applications in Pavements (TRBAM-21-01499) Issam Qamhia/University of Illinois, Urbana-Champaign, Erol Tutumluer/University of Illinois, Urbana-Champaign, Hasan Ozer/University of Illinois, Urbana-Champaign, Heather Shoup/University of Illinois, Urbana-Champaign, Andrew Stolba/University of Illinois, Urbana-Champaign Moving Wheel vs. Impact Deflections and Their Use in Pavement Evaluation (TRBAM-21-01625) Douglas Steele/Applied Research Associates, Inc. (ARA), Hyung Suk Lee/Applied Research Associates, Inc. (ARA), Curt Beckemeyer/Applied Research Associates, Inc. (ARA), Thomas Van/Applied Research Associates, Inc. (ARA) High-Fidelity Model Development for Pavement Repair Performance (TRBAM-21-01685) Aaron Pullen/Applied Research Associates Inc, Robert Bocchieri/Applied Research Associates Inc, Alexander Zeigle/Ap plied Research Associates Inc, Jim Hall/Applied Research Associates Inc, Jeff Fisher/Applied Research Associates Inc, Alessandra Bianchini/Applied Research Associates Inc Forensic Investigation of HMA Test Sections for Laboratory and Field Comparisons (TRBAM-21-01690) Thomas Thornton/Minnesota Department of Transportation, Jacob Calvert/Minnesota Department of Transportation, Michael Vrtis/Minnesota Department of Transportation Analysis of Shear Stress and Rutting Performance of Semi-Rigid Base Asphalt Pavement on Long and Steep Longitudinal Slope (TRBAM-21-02615) Ruikang Yang/Tongji University, Huailei Cheng/Tongji University, Yi Li/Tongji University, Lijun SUN/Tongji University, Liping Liu/Tongji University Full-Scale Testing of Cold In-Place Recycling (CIR) Asphalt Mixtures Using Accelerated Truck and Aircraft Loading (TRBAM-21-02616) Ahmed Saidi/Rowan University, Ayman Ali/Rowan University, Yusuf Mehta/Rowan University, Mohamed Elshaer/Rowan University Mechanistic Analysis of Superheavy Loads on Flexible Pavement Structures (TRBAM-21-02963) Yongsung Koh/Iowa State University, Halil Ceylan/Iowa State University, Sunghwan Kim/Iowa State University, In Ho Cho/Iowa State University Fatigue and Reflective Cracking Mechanisms: Modeling and Accelerated Pavement Testing Validation (TRBAM- 21-03175) Nirmal Dhakal/Louisiana State University, Mostafa Elseifi/Louisiana State University, Imad Al-Qadi/Louisiana State University, Tyson Rupnow/Louisiana State University Seasonal and Diurnal Variations of Backcalculated Layers Moduli in Flexible Pavements and FWD Testing Guidelines (TRBAM-21-03312) Syed Haider/Michigan State University, Hamad Muslim/Michigan State University, Karim Chatti/Michigan State University MULTISCALE MODELING OF ASPHALT CONCRETE AND VALIDATION THROUGH INSTRUMENTED PAVEMENT SECTION (TRBAM-21-03519) Zafrul Khan/University of New Mexico, Rafiqul Tarefder/University of New Mexico, Hasan Faisal/University of New Mexico An Improved Model for Predicting Asphalt Concrete Master Curve using FWD Data (TRBAM-21-04211) Gabriel Bazi/Federal Aviation Administration (FAA), Matthew Brynick/Federal Aviation Administration (FAA), Tatiana Bou Assi/Federal Aviation Administration (FAA), Jeffrey Gagnon/Federal Aviation Administration (FAA)

215 1358

Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1358 - Covid & Transit Operations and Management Frances Fisher, Bay Area Rapid Transit (BART), presiding Sponsored By Standing Committee on Transit Management and Performance

This session describes how transit operation is affected by and reacts to the COVID -19 pandemic

Managing public transit in the prevalence of pandemic and reopening the economy (TRBAM-21-03323) Qi Luo/Cornell University, Marissa Gee/Cornell University, Daniel Work/Cornell University, Benedetto Piccoli/Cornell University, Samitha Samaranayake/Cornell University ESTIMATION AND MITIGATION OF EPIDEMIC RISK ON A PUBLIC TRANSIT ROUTE USING AUTOMATIC PASSENGER COUNT DATA (TRBAM-21-01583) Pramesh Kumar/University of Minnesota, Alireza Khani/University of Minnesota, Eric Lind/University of Minnesota, John Levin/University of Minnesota Impact of COVID-19 on Public Transit Accessibility and Ridership (TRBAM-21-04384) Michael Wilbur/Vanderbilt University, Aifya Ayman/Vanderbilt University, Anna Ouyang/Vanderbilt University, Vincent Poon/Vanderbilt University, Riyan Kabir/Vanderbilt University, Abhiram Vadali/Vanderbilt University, Philip Pugliese/Vand erbilt University, Dan Freudberg/Vanderbilt University, Aron Laszka/Vanderbilt University, Abhishek Dubey/Vanderbilt University Operational strategies for mass transit systems in the aftermath of a global pandemic (TRBAM-21-04098) Hongyuan Yang/Northwestern University, Yu Nie/Northwestern University A Customer Segmentation Approach to Understand Ridership Impacts of COVID-19 and Guide Recovery Policy in Chicago (TRBAM-21-01454) Mary Rose Fissinger/Chicago Transit Authority, John Attanucci/Chicago Transit Authority, Jinhua Zhao/Chicago Transit Authority Canadian Transit Agencies Response to COVID-19: Understanding Strategies, Information Accessibility and the Use of Social Media (TRBAM-21-01482) Fabian Diaz/University of Saskatchewan, Sarmad Abbasi/University of Saskatchewan, Daniel Fuller/University of Saskatchewan, Ehab Diab/University of Saskatchewan How to Formulate Urban Public Transport Management Measures Under the Influence of COVID-19?--Taking Wuhan as an Example (TRBAM-21-00881) HUAN LU/University of Shanghai for Science and Technology, hongcheng Gan/University of Shanghai for Science and Technology Determining the effect of lower public transit frequencies in COVID-19 timetables on perceived door-to-door travel times using Pareto optimal range queries (TRBAM-21-01753) Thomas Koch/Vrije Universiteit, Elenna Dugundji/Vrije Universiteit

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Thursday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1359 - Customer Service Strategies to Cope with Disruptions in Urban Rail Transit Service Delivery Walter Zullig, Metro-North RR (ret.), presiding Sponsored By Standing Committee on Urban Rail Transit Systems

"Early and often" is always the best approach tp communicating with customers in the event of a disruption in urban rail transit service. Three presentations speak to effective strategies for doing so .

LINC: An Algorithm for Linking Incidents to Rail Customer Delays Inspired by Traffic Flow Theory (TRBAM-21-0 0473) Michael Eichler/Washington Metropolitan Area Transit Authority Using Real-Time Data to Detect Delays and Improve Customer Communications at New York City Transit (TRB AM-21-01793) Adam Caspari/MTA New York City Transit, Daniel Wood/MTA New York City Transit, Angel Campbell/MTA New York City Transit, Darian Jefferson/MTA New York City Transit, Tuan Huynh/MTA New York City Transit, Alla Reddy/MTA New York City Transit

(continued) 216 Impact of Unplanned Rail Disruption on Urban Transit Systems (TRBAM-21-03587) Baichuan Mo/Massachusetts Institute of Technology, Max Franque/Massachusetts Institute of Technology, Haris Koutsopoulos/Massachusetts Institute of Technology, John Attanucci/Massachusetts Institute of Technology, Jinhua Zhao/Massachusetts Institute of Technology

Thursday, 11:00 a.m. - 03:00 p.m., Virtual Sessions, Virtual Exhibit Hall Live Exhibit Hours Sponsored By Technical Activities Council

Visit the virtual exhibit hall, to view a wide range of exhibits, showcasing a variety of transportation-related products and services from commercial organizations and TRB sponsors. The exhibit hall will be "live" from 11:00 AM to 3:00 PM each day, on January 21–22 and January 25-29. During that time, visit the booths, to meet with exhibitors who can explain their products and services and answer your questions via live chat and one-on-one audio and video conferencing.In addition to the live hours, the exhibit booths will be available for viewing on a 24-hour basis from January 21 through February 19. So, regardless of your time zone, you can visit the exhibits—at a time that’s convention for you—to read and watch videos about new products and solutions, download information, leave your business card, or post a question.While in the Exhibit Hall, be sure to visit the TRB booths, where you can learn more about TRB’s activities, and find out how you can get involved in any of TRB’s 177 standing committees.

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Thursday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1360 - Traffic Simulation 2021, Part 2 (Part 1, Session 1303) Sponsored By Standing Committee on Traffic Simulation Committee

Using High-Resolution Controller Data in the Calibration of Traffic Simulation Models (TRBAM-21-01958) Mosammat Tahnin Tariq/Florida International University, Mohammed Hadi/Florida International University, Rajib Saha/Fl orida International University Economic-Driven Adaptive Traffic Signal Control (TRBAM-21-02074) Shan Jiang/Rutgers University, Yufei Huang/Rutgers University, Mohsen Jafari/Rutgers University, Mohammad Jalayer/ Rutgers University Challenges of Microsimulation Calibration with Traffic Waves using Aggregate Measurements (TRBAM-21-0411 1) George Gunter/Vanderbilt University, Sadman Shanto/Vanderbilt University, Benjamin Seibold/Vanderbilt University, Daniel Work/Vanderbilt University, Rabie Ramadan/Vanderbilt University A Data-driven Simulation of Naturalistic Driving Environment for Autonomous Vehicle Testing (TRBAM-21-0362 7) Xintao Yan/University of Michigan, Shuo Feng/University of Michigan, Haowei Sun/University of Michigan, Henry Liu/Uni versity of Michigan COMPARING THE BENEFITS OF CONNECTED AND AUTOMATED VEHICLES TO ONLY AUTOMATED VEHICLES BY CONSIDERING A MULTI-VEHICLE COMMUNICATION SYSTEM (TRBAM-21-02902) Md Hasibur Rahman/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida, Yina Wu/University of Central Florida A Polynomial Chaos Expansion Based Approach for Efficient And Robust Calibration of Stochastic Transportation Simulation Models (TRBAM-21-02504) Di Sha/New York University, Kaan Ozbay/New York University, Zilin Bian/New York University, Ding Wang/New York University A Stop Sign Gap Assist Application in a Connected Vehicle Simulation Environment (TRBAM-21-03109) Mahmoud Arafat/Florida International University, Mohammed Hadi/Florida International University, Thodsapon Hunsanon/Florida International University, Kamar Amine/Florida International University Dynamic trajectory planning for automated lane-changing (TRBAM-21-01201) Linbo Li/Tongji University, Yang Li/Tongji University, Daiheng Ni/Tongji University, Yue Zhang/Tongji University Parameter Sensitivity Analysis of A Cooperative Dynamic Bus Lane System with Connected Vehicles (TRBAM-2 1-01062) Meng Xie/TUMCREATE, Michael Winsor/TUMCREATE, Tao Ma/TUMCREATE, Andreas Rau/TUMCREATE, Fritz Busch/TUMCREATE, Constantinos Antoniou/TUMCREATE

(continued) 217 Velocity Change Model of Multi-vehicle Interactive Lane-changing Based on Potential Energy Field (TRBAM-21- 02505) Yanli Ma/Harbin Institute of Technology, Biqing Yin/Harbin Institute of Technology, Ke Chen/Harbin Institute of Technology, Peng Zhang/Harbin Institute of Technology, Ching-Yao Chan/Harbin Institute of Technology MATSim Model Vienna: Analyzing the Socioeconomic Impacts for Different Fleet Sizes and Pricing Schemes of Shared Autonomous Electric Vehicles (TRBAM-21-03707) Johannes Müller/Austrian Institute of Technology, Markus Straub/Austrian Institute of Technology, Asjad Naqvi/Austrian Institute of Technology, Gerald Richter/Austrian Institute of Technology, Stefanie Peer/Austrian Institute of Technology, Christian Rudloff/Austrian Institute of Technology Cooperative Perception for Estimating and Predicting Microscopic Traffic States to Manage Connected and Automated Traffic (TRBAM-21-02964) Tao Li/University of California, Los Angeles, Jiaqi Ma/University of California, Los Angeles Integrating Car Following and Lane Changing in a Mixed Traffic Model of Connected Automated Vehicles and Conventional Vehicles (TRBAM-21-01567) Punyaanek Srisurin/Chulalongkorn University, Alexandra Kondyli/Chulalongkorn University Automated Calibration of a Microscopic Traffic Flow Simulation Using Real-World Observations (TRBAM-21-01 644) Michael Harth/Technical University of Munich, Marcel Langer/Technical University of Munich, Klaus Bogenberger/Techni cal University of Munich Dynamic Lane Management: One-way Two-lane Freeway with Mixed Traffic (TRBAM-21-02347) anran li/Beijing University of Technology, haijian li/Beijing University of Technology, Xiaohua Zhao/Beijing University of Technology On the validity of the LWR traffic model (TRBAM-21-02376) Simone Fagioli/Universita degli Studi dell'Aquila, Adriano Festa/Universita degli Studi dell'Aquila, Corrado Lattanzio/Univ ersita degli Studi dell'Aquila, Mario Bellotti/Universita degli Studi dell'Aquila, Giuseppe Cutrupi/Universita degli Studi dell' Aquila, Carmen Criminisi/Universita degli Studi dell'Aquila, Davide Micheli/Universita degli Studi dell'Aquila, Giuliano Muratore/Universita degli Studi dell'Aquila, Aldo Vannelli/Universita degli Studi dell'Aquila A Rigorous Multi-Population Multi-lane Hybrid Traffic Model and its Mean-field Limit for Dissipation of Waves via Autonomous Vehicles. (TRBAM-21-01858) Nicolas Kardous/University of California, Berkeley, Amaury Hayat/University of California, Berkeley, Sean McQuade/Uni versity of California, Berkeley, Xiaoqian Gong/University of California, Berkeley, Sydney Truong/University of California, Berkeley, Paige Arnold/University of California, Berkeley, Alexandre Bayen/University of California, Berkeley, Benedetto Piccoli/University of California, Berkeley Optimization of Wiedemann-99 Model Parameters for Mixed Traffic Using Vehicular Trajectory Data (TRBAM-21- 04411) Ankit Chaudhari/Indian Institute of Technology, Madras, arthik Srinivasan/Indian Institute of Technology, Madras, Bhargava Chilukuri/Indian Institute of Technology, Madras, Martin Treiber/Indian Institute of Technology, Madras, Ostap Okhrin/Indian Institute of Technology, Madras Longitudinal Dynamics in Traffic Microsimulation (TRBAM-21-03022) Shirin Noei/Tennessee Technological University, Xilei Zhao/Tennessee Technological University Gap Acceptance at Blocked Lanes on Urban Two-Way Roads and Evaluation of a Bottleneck Assistant (TRBAM -21-01297) Sofie Ehrhardt/Karlsruher Institut fur Technologie, Marvin Baumann/Karlsruher Institut fur Technologie, H. Sebastian Buck/Karlsruher Institut fur Technologie, Yang Li/Karlsruher Institut fur Technologie, Barbara Deml/Karlsruher Institut fur Technologie, Peter Vortisch/Karlsruher Institut fur Technologie

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Thursday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1361 - Current Research on Impairment in Transportation Ryan Smith, National Transportation Safety Board (NTSB), presiding Sponsored By Standing Committee on Impairment in Transportation

Acute Effects of Alcohol on Driving Skills Leading to Driving Errors in Urban and Rural Road Environments (TR BAM-21-00452) Ankit Kumar Yadav/Indian Institute of Technology, Bombay, Nagendra Velaga/Indian Institute of Technology, Bombay Modelling Brake Transition Time of Young Alcohol-impaired Drivers Using Hazard-based Duration Models (TRB AM-21-00707) Ankit Kumar Yadav/Indian Institute of Technology, Bombay, Nagendra Velaga/Indian Institute of Technology, Bombay

(continued) 218 DWI and RWID among Recent Latinx Immigrants (TRBAM-21-01255) Eduardo Romano/Pacific Institute for Research and Evaluation, Taylor Eileen/Pacific Institute for Research and Evaluation, Rosa Babino/Pacific Institute for Research and Evaluation, Mariana Sanchez/Pacific Institute for Research and Evaluation Investigating Underage Alcohol Intoxicated Driver Crash Patterns (TRBAM-21-03375) Md Mahmud Hossain/University of Louisiana, Lafayette, M. Rahman/University of Louisiana, Lafayette, Xiaoduan Sun/U niversity of Louisiana, Lafayette, Elisabeta Mitran/University of Louisiana, Lafayette Risky Driving Behaviors of Drivers Who Use Alcohol and Cannabis (TRBAM-21-01319) Tara Kelley-Baker/AAA Foundation for Traffic Safety, Leon Villavicencio/AAA Foundation for Traffic Safety, Lindsay Arnold/AAA Foundation for Traffic Safety, Aaron Benson/AAA Foundation for Traffic Safety, Victoria Anorve/AAA Foundation for Traffic Safety, Brian Tefft/AAA Foundation for Traffic Safety

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Thursday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1362 - Applications and Innovations in Travel Data Mara Kaminowitz, Baltimore Metropolitan Council (BMC), presiding Charlotte Frei, CDM Smith, presiding Clotilde Minster, The World Bank, presiding Sponsored By Standing Committee on Urban Transportation Data and Information Systems

The variety of data sources available to capture traffic flows is increasing , and innovative methods are being developed to utilize this data. This session presents papers that investigate traffic characteristics using innovative data sources , such as lidar cloud points, mobile device signals, and other probe and crowdsourced data sets.

Assessing the Predictive Value of Traffic Flow Data in the Imputation of On-Street Parking Occupancy in Amsterdam (TRBAM-21-00656) Pablo Martín Calvo/Vrije Universiteit, Amsterdam, Bas Schotten/Vrije Universiteit, Amsterdam, Elenna Dugundji/Vrije Universiteit, Amsterdam Analysis of Tourist Flow Characteristics Based on Mobile Signaling Data (TRBAM-21-01139) Ye Zhang/Beijing University of Technology, Yanyan Chen/Beijing University of Technology, Haodong Sun/Beijing University of Technology A Multi-source Data Fusion Framework for Joint Population, Expenditure, and Time-Use Synthesis (TRBAM-21- 00447) Jason Hawkins/University of Toronto, Khandker Nurul Habib/University of Toronto Traffic volume extraction and evaluation with roadside cloud points data (TRBAM-21-01679) yuan tian/University of Nevada, Reno, Yuxin Tian/University of Nevada, Reno, Hao Xu/University of Nevada, Reno, Trevor Whitley/University of Nevada, Reno, Shradha Toshniwal/University of Nevada, Reno Effects of Data Characteristics on Bus Travel Time Prediction: A Systematic Study (TRBAM-21-02596) Hima Shaji/Indian Institute of Technology, Madras, Lelitha Vanajakshi/Indian Institute of Technology, Madras, Arun Tangirala/Indian Institute of Technology, Madras Why is Traffic Congestion Getting Worse? A Quantified Decomposition of Contributors to the Growing Congestion in San Francisco (TRBAM-21-03020) Sneha Roy/AECOM, Drew Cooper/AECOM, Richard Mucci/AECOM, Bhargava Sana/AECOM, Mei Chen/AECOM, Joe Castiglione/AECOM, Dr. Gregory Erhardt/AECOM, Sneha Roy/AECOM Evaluating the Quality of High-Resolution Private Sector Data for Providing Non-freeway Travel Times (TRBAM -21-03260) Yan Liu/University of California, Los Angeles, Adekunle Adebisi/University of California, Los Angeles, Tao Li/University of California, Los Angeles, Jiaqi Ma/University of California, Los Angeles Travelers’ Adaptive Behaviors in response to Seattle’s Alaskan Way Viaduct Replacement (TRBAM-21-03332) Feilong Wang/University of Washington, Jingxing Wang/University of Washington, Yiran Zhang/University of Washington, Cynthia Chen/University of Washington, Xuegang Ban/University of Washington Technology Review for Complete Streets Data Collection (TRBAM-21-04351) Qiuhan Chen/Georgia Institute of Technology (Georgia Tech), Ariel Steele/Georgia Institute of Technology (Georgia Tech), Yichang Tsai/Georgia Institute of Technology (Georgia Tech)

219 1363 CM (1.50)

Thursday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1363 - Hot Topics and Emerging Issues in Environmental Analysis and Ecology Daniel Smith, University of Central Florida, presiding Martin Palmer, Washington State Department of Transportation, presiding Sponsored By Standing Committee on Environmental Analysis and Ecology

This "interactive" poster session emphasizes a wide variety of environmental/ecological topics. It is offered to promote project-specific examples of innovative and/or successful environmental practice and policy in transportation. Posters celebrating program-level environmental/ecological and academic accomplishments and ongoing activities are also presented. In the virtual format, posters will take the form of slide presentations and will be pre-recorded and uploaded in advance so that attendees can preview posters/slides prior to a scheduled live Q& A session with the authors. Presenters will have the option to record narration with their presentation slides.

Deep Learning-based Visual Identification of Signs of Bat Presence in Bridge Infrastructure Images: A Transfer Learning Approach (TRBAM-21-02009) Tianshu Li/University of Virginia, Mohamad Alipour/University of Virginia, Bridget Donaldson/University of Virginia, Devin Harris/University of Virginia Temporary Deterrence of Bats from Bridges Using Ultrasonic Deterrents (TRBAM-21-02774) Basak Bektas/Minnesota State University, Mankato, Julie Blanchong/Minnesota State University, Mankato, Katelyn Freeseman/Minnesota State University, Mankato, Ahmed AlBughdadi/Minnesota State University, Mankato Implementing the First Fiber-Reinforced Polymer Wildlife Infrastructure in North America (P21-20570) Damon Fick/Montana State University, Robert Ament/Western Transportation Institute (WTI), Matthew Bell/Western Transportation Institute (WTI), Nina Marie Lister/Montana State University, Bozeman A Reprieve from US Wildlife Mortality on Roads during the COVID-19 Pandemic (P21-20574) Fraser Shilling/University of California, Davis, Tricia Nguyen/University of California, Davis, Malek Saleh/University of California, Davis, Min Khant Kyaw/University of California, Davis, Karla Tapia/University of California, Davis, Gabrielle Trujillo/University of California, Davis, Mireya Bejarano/University of California, Davis, David Waetjen/University of California, Davis, Jon Peterson/Washington State Department of Transportation, Glen Kalisz/Washington State Department of Transportation, Raquel Sejour/Washington State Department of Transportation, Sarah Croston/Washingt on State Department of Transportation, Eric Ham/Maine Department of Transportation Wildlife Use of Future Wildlife Mitigation Structures on a Highway in South Texas (P21-20575) Thomas Yamashita/Texas A&M University, Kingsville, Zachary Wardle/Texas A&M University, Kingsville, Jason Lombardi/Texas A&M University, Kingsville, Michael Tewes/Texas A&M University, Kingsville, John Young/Texas Department of Transportation Automated harvesting and display of WVC and crash data in California (P21-20577) David Waetjen/University of California, Davis, Fraser Shilling/University of California, Davis Semi-Automated Management and Analysis of Camera Trap Imagery (P21-20578) David Waetjen/University of California, Davis, Christian John/University of California, Davis, Fraser Shilling/University of California, Davis Wildlife-responsive crossing design to reduce noise and light disturbance (P21-20582) Sean McDowell/University of California, Davis, Adetayo Oke/University of California, Davis, Aaron Bass/University of California, Davis, David Waetjen/University of California, Davis, Travis Longcore/University of California, Los Angeles, Winston Vickers/University of California, Davis, Fraser Shilling/University of California, Davis Wildlife vehicle conflict data collection and reporting standards for state systems (P21-20583) Fraser Shilling/University of California, Davis Proposed habitat linkages do not predict wildlife occurrence (P21-20587) Autumn Iverson/University of California, Davis, David Waetjen/University of California, Davis, Fraser Shilling/University of California, Davis The Effect of Daylight Savings Time clock shifts on the Deer- Vehicle Collision Rates (P21-20588) Wijesooriya Abeyrathna/Clarkson University, Tom Langen/Clarkson University Wildlife Crossing Opportunities in the Federal Transportation Bill (P21-20589) Renee Callahan/ARC Solutions Invasive Japanese knotweed (Reynoutria japonica Houtt.) and related knotweeds as catalysts for streambank erosion (P21-20590) Brian Colleran/Ecological Land Management

(continued) 220 ICF ECOSYSTEM CONNECTIVITY PLANNING TOOL: A WEB-BASED TOOL IDENTIFYING OPPORTUNITIES FOR IMPROVED ECOSYSTEM CONNECTIVITY (P21-20593) Shannon Crossen/ICF, Jon Walker/ICF International Inc, Matthew Townley/ICF International Inc, Martin Fisher/ICF International Inc Enhancing Existing Isolated Underpasses with Fencing to Decrease Wildlife Crashes and Connect Habitat (P21 -20595) Bridget Donaldson/Virginia Transportation Research Council, Kaitlyn Elliott/Virginia Transportation Research Council Status of road ecology research in Africa: what more do we need to know? (P21-20598) Wendy Collinson/Endangered Wildlife Trust

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Thursday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1364 - Emerging Topics in Asphalt Production and Use Ben Cox, U.S. Army Corps of Engineers (USACE), presiding Sponsored By Standing Committee on Production and Use of Asphalt

This event contains seven presentation of papers that were peer reviewed and accepted for presentation related to asphalt paving.

High Polymer-Modified Asphalt Binders and Mixtures: State of the Practice (TRBAM-21-00107) Jhony Habbouche/Virginia Transportation Research Council, ilker Boz/Virginia Transportation Research Council, Brian Diefenderfer/Virginia Transportation Research Council, Bryan C. Smith/Virginia Transportation Research Council, Sayed Adel/Virginia Transportation Research Council Laboratory Comparison of Wet-mixing and Dry-mixing of Recycled Waste Plastic for Binder and Asphalt Modification (TRBAM-21-00317) Greg White/University of the Sunshine Coast, Finn Hall/University of the Sunshine Coast Effect of Hot Storage on Performance of Polymer Modified Binders and Asphalt Mixtures (TRBAM-21-00528) Jian-Shiuh Chen/National Cheng Kung University, Chin Hung Yang/National Cheng Kung University Bio-Based Encapsulated Bitumen Pellets for Reducing the Short Term Aging and Environmental Pollution (TRB AM-21-00724) Rahul Reddy/BITS Pilani, Sridhar Raju/BITS Pilani Case Studies Using Quality Control for Performance (QCP) and Pay for Performance (PFP) Specifications for Hot-Mix Asphalt (TRBAM-21-00807) Jose Julian Rivera-Perez/University of Illinois, Urbana-Champaign, John Huang/University of Illinois, Urbana-Champaig n, Imad Al-Qadi/University of Illinois, Urbana-Champaign Influence of Rejuvenator Preheating Temperature and Recycled Mixtures Curing Time on Performance of Hot Recycled Mixtures (TRBAM-21-02794) Mingchen Li/Tongji University, Liping Liu/Tongji University, Chengwei Xing/Tongji University, Lingxiao Liu/Tongji University, Huayu Wang/Tongji University Use of A Hot-Mix Asphalt Plant To Produce A High Performance Cold Central Plant Recycled Mix at the NCAT Pavement Test Track: Production Method and Performance (TRBAM-21-02492) Benjamin Bowers/Auburn University, Buzz Powell/Auburn University

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Thursday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session Aggregates and Granular Materials Andrew Dawson, University of Nottingham, presiding Sponsored By Standing Committee on Aggregates

Individual presentations of the best papers submitted to the Aggregates Committee . Three main areas are covered: 1) Testing of granular material, 2) Assessing and modeling waste / by-product materials for use as aggregates, 3) Assessing the effect of particle shape, texture and basic mix characteristics on aggregate performance in pavement use

Effect of Particle Size on TDA Shear Strength Parameters in Large-Scale Direct Shear Tests (TRBAM-21-00216) Hany El Naggar/Dalhousie University, Khaled Zahran/Dalhousie University, Ahmed Moussa/Dalhousie University

(continued) 221 Evaluation of Iron Tailings as Aggregates in Asphalt Mixture (TRBAM-21-01440) Liping Cao/Harbin Institute of Technology, Jie Zhou/Harbin Institute of Technology, Zhiwen Tian/Harbin Institute of Technology, Zejiao Dong/Harbin Institute of Technology Compressibility Assessment of Roadway Embankments Using Tire Derived Aggregates (TDA) (TRBAM-21-0094 3) Auchib Reza/Memorial University of Newfoundland, Kamal Hossain/Memorial University of Newfoundland, Ashutosh Dhar/Memorial University of Newfoundland Anisotropic Resilience Modulus Model of Granular Materials Based on Particle Characteristics (TRBAM-21-041 32) Zefeng Tao/Tongji University, Zengyi Wang/Tongji University, Jianming Ling/Tongji University, Yu Tian/Tongji University, Juewei Cai/Tongji University Structural Modelling of Recycled Materials for Rehabilitating Urban Heavy Haul Arterial Roadways (TRBAM-21- 03849) Curtis Berthelot/PSI Technologies, Inc., Rielle Haichert/PSI Technologies, Inc., Jody Berthelot/PSI Technologies, Inc., Roberto Soares/PSI Technologies, Inc. Feasibility of Using More Highly Polishable Aggregates in Asphalt Surface Mixture: A Case Study for West Virginia Division of Highways (TRBAM-21-01681) Fan Gu/Auburn University, Michael Heitzman/Auburn University, Buzz Powell/Auburn University, Vincent Allison/Auburn University Invited Student Paper: Using Artificial Intelligence to Estimate Nonlinear Resilient Modulus Parameters from Common Index Properties (TRBAM-21-01947) Laura Camarena/University of Texas, El Paso INCORPORATING LOAD CYCLE NUMBER AND SHEAR STRESS RATIO IN A SIMPLE PERMANENT DEFORMATION MODEL FOR UNBOUND MATERIAL (TRBAM-21-00010) Phillip Ooi/University of Hawaii Using Discrete Element Method to Characterize the Micromechanical Behavior of Graded Aggregates in Asphalt Mixtures (TRBAM-21-02395) Tianshuai Li/Harbin Institute of Technology, Lei Zhang/Harbin Institute of Technology, Xiaobo Wang/Harbin Institute of Technology New Turner-Fairbank Alkali-Silica Reaction Susceptibility Test for Aggregate Evaluation (TRBAM-21-00069) Jose Munoz/SES Group and Associates, Chandni Balachandran/SES Group and Associates, Terence Arnold/SES Group and Associates

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Thursday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1366 - Recent Work on Bridge and Structures Management Sponsored By Standing Committee on Bridge and Structures Management, Standing Committee on Bridge Preservation

Standing Committee on Bridge and Structures Management is concerned with identification, development, evaluation and implementation of cost-effective programmatic optimal strategies for the comprehensive management of highway bridges and structures. The selected papers for this year cover topics such as deterioration models, models for bridge project programming and planning, life cycle costs and condition performance measures. The session also includes paper related to bridge preservation.

Forecasting Federal TPM Bridge Condition Measures for Bridge Management (TRBAM-21-00148) Paul Thompson/Paul D Thompson How do Bridge types and Maintenance Intervention Affect the Deterioration Process of Urban Bridges in Shanghai (TRBAM-21-00249) Yu Fang/Tongji University, Lijun SUN/Tongji University A Bayesian Nonparametric Approach to AADT Estimation for Bridges (TRBAM-21-00402) Grace Ashley/University of Delaware, Nii Attoh-Okine/University of Delaware Probabilistic Deterioration Modeling of Bridge Element Condition with Random Effects (TRBAM-21-00677) milhan moomen/South Carolina Department of Transportation, Chowdhury Siddiqui/South Carolina Department of Transportation

(continued) 222 Bridge Life Cycle Cost Assessment: from Model Development to Analysis (TRBAM-21-00916) Dena Khatami/Wood Environment & Infrastructure Solutions, Inc., Richard Boadi/Wood Environment & Infrastructure Solutions, Inc., Jonathan Groeger/Wood Environment & Infrastructure Solutions, Inc., Yared Tesfaye/Wood Environment & Infrastructure Solutions, Inc., Wolde Makonnen/Wood Environment & Infrastructure Solutions, Inc. Element-Level Optimization Module for Bridge Planning and Programming (TRBAM-21-01025) Karim Naji/University of New Hampshire, Erin Santini-Bell/University of New Hampshire, Kyle Kwiatkowski/University of New Hampshire Bridge-Level Optimization Module for Planning and Programming (TRBAM-21-01026) Karim Naji/University of New Hampshire, Erin Santini-Bell/University of New Hampshire, Kyle Kwiatkowski/University of New Hampshire A Weibull Reliability Model of Bridge Deck Deterioration (TRBAM-21-01085) Jonathan Hydock/Pennsylvania State University, University Park, Muyang Lu/Pennsylvania State University, University Park, S. Ilgin Guler/Pennsylvania State University, University Park, Aleksandra Radlińska/Pennsylvania State University , University Park Self-Updating Method for Generalized Gamma Distribution-Based Bridge Deck Deterioration Model (TRBAM-21 -01086) Muyang Lu/Pennsylvania State University, University Park, Jonathan Hydock/Pennsylvania State University, University Park, Aleksandra Radlińska/Pennsylvania State University, University Park, S. Ilgin Guler/Pennsylvania State University , University Park An Optimized ANN Ontology for Identifying Deterioration Patterns in the US Bridge Inventory. (TRBAM-21-0268 2) Filippos Alogdianakis/University of Cyprus, Loukas Dimitriou/University of Cyprus, Dimos Charmpis/University of Cyprus A Performance-Based Approach for Deciding the Age of New Concrete for Thin Epoxy Overlay Application (TR BAM-21-03265) Upul Attanayake/Western Michigan University, Abul Mazumder/Western Michigan University Assessing the Economic Benefits of Statewide Bridge and Preservation Projects (TRBAM-21-03760) Talha Muhammad/KPMG LLP, Louis Feagans/KPMG LLP, Todd Shields/KPMG LLP

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Thursday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1367 - Sustainability and Well-being Alec Biehl, Oak Ridge National Laboratory, presiding Eleni Bardaka, North Carolina State University, presiding Sponsored By Standing Committee on Community Resources and Impacts

Evaluating the Sustainability of Urban Food Recovery Programs: An Economic and Environmental Assessment in Chicago (TRBAM-21-04214) Junjun Zheng/University of Illinois, Chicago, Ning Ai/University of Illinois, Chicago The Cost of Not Having a Choice: Captive transit and nonmotorized travel in the National Household Travel Survey Georgia subsample (TRBAM-21-01712) Gwen Kash/Georgia Institute of Technology (Georgia Tech), Patricia Mokhtarian/Georgia Institute of Technology (Georgi a Tech) Are Walking and Cycling Good for All? Tracking Differences in Associations among Active Travel, Socioeconomics, Gentrification, and Self-reported Health (TRBAM-21-01759) Jesus Barajas/University of California, Davis, Lindsay Braun/University of California, Davis Promoting Parking Behavior of Shared Bicycles with Social Norm Information: a Field Experiment (TRBAM-21- 02291) Duan Su/Beijing Jiaotong University, Yacan Wang/Beijing Jiaotong University, Jaimie Lien/Beijing Jiaotong University, Jiaping Wang/Beijing Jiaotong University, Tingting Fu/Beijing Jiaotong University Social Aspects of Children’s Travel in the Netherlands (TRBAM-21-01252) E. Owen Waygood/Ecole Polytechnique de Montreal, Astrid Kemperman/Ecole Polytechnique de Montreal, Iris van de Craats/Ecole Polytechnique de Montreal, Pauline van den Berg/Ecole Polytechnique de Montreal Commute Duration and Subjective Well-Being in the United States (TRBAM-21-02585) Michael Smart/Rutgers University, Wei San Loh/Rutgers University Effects of Multidimensional Disadvantages on Daily Trips for Three Out-Of-Home Activities (TRBAM-21-01926) Sicheng Wang/Rutgers University, New Brunswick, Jeoung-Hee Kim/Rutgers University, New Brunswick, Yanfeng Xu/R utgers University, New Brunswick

(continued) 223 Exploring the Influence of Built Environment on E-Scooter Demand: A Study of Multiple Cities in the U.S. (TRBAM-21-03291) Jinghai Huo/Southwest Jiaotong University, Hongtai Yang/Southwest Jiaotong University, Chaojing Li/Southwest Jiaotong University Suburbanization of transport poverty (TRBAM-21-00275) Jeff Allen/University of Toronto, Steven Farber/University of Toronto

1368

Thursday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1368 - Emergency Evacuations Steven Polunsky, University of Alabama, presiding Sponsored By Standing Committee on Disaster Response, Emergency Evacuations, and Business Continuity

Spatiotemporal Analysis of Highway Traffic Patterns in Hurricane Evacuation: A Case Study of Hurricane Irma in Florida (TRBAM-21-00035) Mahyar Ghorbanzadeh/Florida A&M University-Florida State University College of Engineering, Simone Burns/Florida A &M University-Florida State University College of Engineering, Linoj Vijayan Nair Rugminiamma/Florida A&M University- Florida State University College of Engineering, Eren Ozguven/Florida A&M University-Florida State University College of Engineering, Wenrui Huang/Florida A&M University-Florida State University College of Engineering Understanding the Willingness to Share Resources in the Hurricane Irma Evacuation: A Multi-Modeling Approach (TRBAM-21-00170) Stephen Wong/University of California, Berkeley, Mengqiao Yu/University of California, Berkeley, Anu Kuncheria/Univer sity of California, Berkeley, Susan Shaheen/University of California, Berkeley, Joan Walker/University of California, Berkeley A dynamic traffic assignment model in emergency evacuation considering background traffic (TRBAM-21-0045 4) Tao Zhang/Taiyuan University of Science and Technology, Gang Ren/Taiyuan University of Science and Technology, Gang Cheng/Taiyuan University of Science and Technology, Yang Yang/Taiyuan University of Science and Technology, Minjie Jin/Taiyuan University of Science and Technology Development of an Evacuation Decision Support Tool: A Combined Optimization and Traffic Microsimulation Modeling Approach (TRBAM-21-00878) MD Jahedul Alam/Dalhousie University, Muhammad Habib/Dalhousie University The Isolated Community Evacuation Problem with Two-Stage Stochastic Mixed Integer Programming (TRBAM- 21-02869) Klaas Fiete Krutein/University of Washington, Anne Goodchild/University of Washington Willingness to Share During Multi-Hazard Events: An Exploratory Study of Flood Evacuations During the COVID-19 Pandemic in the United States (TRBAM-21-03040) Elisa Borowski/Northwestern University, Victor Limontitla Cedillo/Northwestern University, Amanda Stathopoulos/North western University Assessing the Crash Risks of Evacuation: A Matched Case-Control Approach Applied over Data Collected during Hurricane Irma (TRBAM-21-03187) Rezaur Rahman/University of Central Florida, Tanmoy Bhowmik/University of Central Florida, Naveen Eluru/University of Central Florida, Samiul Hasan/University of Central Florida Constructing Evacuation Evolution Patterns and Decisions Using Mobile Device Location Data: A Case Study of Hurricane Irma (TRBAM-21-03357) Aref Darzi/University of Maryland, College Park, Vanessa Frias-Martinez/University of Maryland, College Park, Sepehr Ghader/University of Maryland, College Park, Hannah Younes/University of Maryland, College Park, Lei Zhang/Universit y of Maryland, College Park Strategic Evacuation for Regional Events: With and Without Autonomous Vehicles (TRBAM-21-00952) Jooyong Lee/University of Texas, Austin, Kara M. Kockelman/University of Texas, Austin Developing Transportation Response Strategies for Wildfire Evacuations via an Empirically Supported Traffic Simulation of Berkeley, California (TRBAM-21-01647) Bingyu Zhao/University of California, Berkeley, Stephen Wong/University of California, Berkeley One-way Coupling of Fire and Egress Modelling for Realistic Evaluation of Evacuation Process (TRBAM-21-022 97) He-in Cheong/Imperial College London, Zhiyu Wu/Imperial College London, Arnab Majumdar/Imperial College London

(continued) 224 Methodology to Quantify Statewide Evacuations (TRBAM-21-03400) Scott Parr/Embry Riddle Aeronautical University, Lorraine Acevedo/Embry Riddle Aeronautical University, Pamela Murray-Tuite/Embry Riddle Aeronautical University, Brian Wolshon/Embry Riddle Aeronautical University Modelling the Roadway Temperature during Wildfire for Evacuation and Assessment of Pavement Damage: A Case Study of Camp Fire (TRBAM-21-03942) Mohammadreza Barzegar/Washington State University, Haifang Wen/Washington State University

1369

Thursday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1369 - Business Continuity and Disaster Response Steven Polunsky, University of Alabama, presiding Sponsored By Standing Committee on Disaster Response, Emergency Evacuations, and Business Continuity

Reliability Analysis of Bus Timetabling Strategies During the COVID-19 Epidemic: A Case Study of Yixing, China (TRBAM-21-00327) Liangpeng Gao/Nanjing University, Zheng Yue/Nanjing University, Lu Ying Chil/Nanjing University, Yanjie Ji/Nanjing University Strategic Route Planning to Manage Transit’s Susceptibility to Disease Transmission (TRBAM-21-00395) Sylvan Hoover/Oregon State University, J. David Porter/Oregon State University, Claudio Fuentes/Oregon State University Post-Hurricanes Roadway Closure Detection using Satellite Imagery and Semi-Supervised Ensemble Learning (TRBAM-21-00892) Michele Gazzea/Western Norway University of Applied Sciences, Alican Karaer/Western Norway University of Applied Sciences, Nozhan Balafkan/Western Norway University of Applied Sciences, Eren Ozguven/Western Norway University of Applied Sciences, Reza Arghandeh/Western Norway University of Applied Sciences Working together to re-open our City and Campus post-Covid: A case study of Trinity College Dublin, the University of Dublin (TRBAM-21-01306) Brian Caulfield/Trinity College, Dublin, Sarah Bowman/Trinity College, Dublin, Martina Mullin/Trinity College, Dublin, Sarah Browne/Trinity College, Dublin, Clare Kelly/Trinity College, Dublin Analyzing and Modeling Grocery Store Visits during the Early Outbreak of COVID-19 (TRBAM-21-01630) Ruijie Bian/Louisiana Transportation Research Center (LTRC), Pamela Murray-Tuite/Louisiana Transportation Research Center (LTRC), Brian Wolshon/Louisiana Transportation Research Center (LTRC) Pausing the Pandemic: Understanding and Managing Traveler and Community Spread of COVID-19 in Hawaii ( TRBAM-21-01859) Karl Kim/University of Hawaii, Eric Yamashita/University of Hawaii, Jiwnath Ghimire/University of Hawaii QUARANTINE FATIGUE: FIRST-EVER DECREASE IN SOCIAL DISTANCING MEASURES AFTER THE COVID-19 PANDEMIC OUTBREAK BEFORE REOPENING UNITED STATES (TRBAM-21-01954) Jun Zhao/University of Maryland, College Park, Minha Lee/University of Maryland, College Park, Sepehr Ghader/Univer sity of Maryland, College Park, Hannah Younes/University of Maryland, College Park, Aref Darzi/University of Maryland, College Park, Chenfeng Xiong/University of Maryland, College Park, Lei Zhang/University of Maryland, College Park Activity, time-use and mental status in the era of COVID-19: Insight from Greece (TRBAM-21-02267) Ioannis Tsouros/University of the Aegean, Athena Tsirimpa/University of the Aegean, Ioanna Pagoni/University of the Aegean, Amalia Polydoropoulou/University of the Aegean Commuting Behavior Changes in the Post COVID-19 Period: A Case Study of Shanghai (TRBAM-21-02434) Xinyuan Wang/Tongji University, Jian Li/Tongji University, Ruijie Bian/Tongji University, Yuyang Zhou/Tongji University Framework for Humanitarian Logistics and Relief Distribution Efforts of Non-Established Relief Groups in the Aftermath of a Catastrophic Event: Hurricane Maria in Puerto Rico (TRBAM-21-03398) Maria Rojas/Recinto Universitario de Mayaguez Universidad de Puerto Rico, Didier Valdés/Recinto Universitario de Mayaguez Universidad de Puerto Rico, Jose Holguin-Veras/Recinto Universitario de Mayaguez Universidad de Puerto Rico Invited Student Paper: A Qualitative Assessment of the Multimodal Passenger Transportation System Response to COVID-19 in New York City (TRBAM-21-03618) Luis Abreu/City College of New York, Alison Conway/City College of New York Using Location-Based Services Data for Climate Resilience and Emergency Planning (TRBAM-21-03823) Amit Mondal/Cambridge Systematics, Xiao Yun Chang/Cambridge Systematics, David Von Stroh/Cambridge Systematics, Jason Lemp/Cambridge Systematics, Krishnan Viswanathan/Cambridge Systematics

(continued) 225 Adaptable Resilience Assessment Framework to Evaluate an Impact of a Disruptive Event on Freight Operations (TRBAM-21-03974) Mehrdad Arabi/University of Texas, Arlington, Kate Hyun/University of Texas, Arlington, Stephen Mattingly/University of Texas, Arlington A Comprehensive Review of Innovative COVID-19 Response Strategies for Shared Mobility Systems (TRBAM-2 1-04066) Yaye Keita/University of South Florida, Nikhil Menon/University of South Florida, Robert Bertini/University of South Florida Exploration of COVID-19’s Impact on Freeway 1 Traffic Volume Using Distinct Bayesian Hierarchical Temporal Models (TRBAM-21-04283) Edward Clay/California State Polytechnic University, Pomona, Bengang Li/California State Polytechnic University, Pomona, Yongping Zhang/California State Polytechnic University, Pomona, Mankirat Singh/California State Polytechnic University, Pomona, Wen Cheng/California State Polytechnic University, Pomona Leveraging Remote Sensing Indices for Hurricane-induced Vegetative Debris Assessment: A GIS-based Case Study for Hurricane Michael (TRBAM-21-04450) Alican Karaer/Florida State University, Mehmet Ulak/Florida State University, Tarek Abichou/Florida State University, Reza Arghandeh/Florida State University, Eren Ozguven/Florida State University

1370

Thursday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1370 - Transportation for National Defense David Metcalf, Prime Engineering, Inc., presiding Sponsored By Standing Committee on Transportation for National Defense

The United States Civil Reserve Air Fleet (CRAF), A Brief History; Formation, Functionality and Future (TRBAM- 21-01345) Robert Gallagher/Embry Riddle Aeronautical University

1371

Thursday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1371 - Connected and Automated Vehicle Technology Security Vulnerabilities And Risk Measurement Kaveh Bakhsh Kelarestaghi, ICF, presiding Dajiang Suo, Massachusetts Institute of Technology (MIT), presiding Sponsored By Standing Committee on Systems, Enterprise, and Cyber Resilience, Standing Committee on Critical Transportation Infrastructure Protection

Evaluating the Cybersecurity Risks of Cooperative Ramp Merging in a Mixed Traffic Environment (TRBAM-21-0 4302) Xuanpeng Zhao/University of California, Riverside, Ahmed Abdo/University of California, Riverside, Xishun Liao/Univers ity of California, Riverside, Matthew Barth/University of California, Riverside, Guoyuan Wu/University of California, Riverside PREDICTION-BASED GNSS SPOOFING ATTACK DETECTION FOR AUTONOMOUS VEHICLES (TRBAM-21-0419 0) Sagar Dasgupta/University of Alabama, Mizanur Rahman/University of Alabama, Mhafuzul Islam/University of Alabama, Mashrur Chowdhury/University of Alabama A Data Driven Method for Falsified Vehicle Trajectories Identification by Anomaly Detection (TRBAM-21-02858) Shihong Huang/Purdue University, Yiheng Feng/Purdue University, Henry Liu/Purdue University Minimum Detectable Error in Identifying Vehicle Malicious and Erroneous Misbehavior: Sensor-Based Misbehavior Detection Study (TRBAM-21-02589) Boon Teck Ong/Booz Allen Hamilton, Inc., Joshua Kolleda/Booz Allen Hamilton, Inc., Saleh Mousa/Booz Allen Hamilton, Inc., Scott Andrews/Booz Allen Hamilton, Inc., Dennis Fleming/Booz Allen Hamilton, Inc., James Marousek/Booz Allen Hamilton, Inc., Mahsa Ettefagh/Booz Allen Hamilton, Inc., Purser Sturgeon/Booz Allen Hamilton, Inc., Diego Lodato/Boo z Allen Hamilton, Inc., James Goldsmith/Booz Allen Hamilton, Inc.

226 1372

Thursday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1372 - Methodology To Augment Transportation System Resilience Kaveh Bakhsh Kelarestaghi, ICF, presiding Dajiang Suo, Massachusetts Institute of Technology (MIT), presiding Sponsored By Standing Committee on Systems, Enterprise, and Cyber Resilience

Exploring firms’ adaptive behavior on work start time during disaster with the consideration of traffic congestion and temporal agglomeration economies (TRBAM-21-03508) Nonoka Matsumoto/Hiroshima University, Makoto Chikaraishi/Hiroshima University, Akimasa Fujiwara/Hiroshima University, Yusuke Kanda/Hiroshima University Methodology to Quantify the Resiliency of Transportation Systems (TRBAM-21-03467) Hannah Russell/Embry Riddle Aeronautical University, Scott Parr/Embry Riddle Aeronautical University, Brian Wolshon/ Embry Riddle Aeronautical University, Fanny Kristiansson/Embry Riddle Aeronautical University On the Cybersecurity of Traffic Signal Control System with Connected Vehicles (TRBAM-21-02938) Yiheng Feng/Purdue University, Shihong Huang/Purdue University, Wai Wong/Purdue University, Qi Chen/Purdue University, Morley Mao/Purdue University, Henry Liu/Purdue University

1373

Thursday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1373 - Alternative Fuel Refueling and Infrastructure Eleftheria Kontou, University of Illinois, Urbana-Champaign, presiding Elizabeth Traut, Pennsylvania State University, University Park, presiding Sponsored By Standing Committee on Alternative Fuels and Technologies

DYNAMIC SCHEDULING OF ELECTRIC VEHICLE CHARGING NETWORK: A GAME-THEORETIC APPROACH (TR BAM-21-00502) Amir Mirheli/North Carolina State University, Leila Hajibabai/North Carolina State University Prioritizing Cities for Hydrogen Station Deployment in China (TRBAM-21-01066) Pengfei Yang/FTXT Energy Technologies, Marc Melaina/FTXT Energy Technologies How Can Vehicle-to-Grid Enhance the Business Model of Car Sharing Compared to Electric and Conventional Schemes? A Customer Perspective (TRBAM-21-01271) Konstantin Krauß/Fraunhofer-Institut fur System und Innovationsforschung, Christine Gschwendtner/Fraunhofer-Institut fur System und Innovationsforschung Powering the transition: An assessment of the influence of curbside charging stations on electric vehicle adoption in Montreal, Canada (TRBAM-21-01423) Pénélope Renaud-Blondeau/Ecole Polytechnique de Montreal, Genevieve Boisjoly/Ecole Polytechnique de Montreal, Hanane Dagdougui/Ecole Polytechnique de Montreal, Sylvia Y. He/Ecole Polytechnique de Montreal Close Enough to Buy in? How Early Hydrogen Fuel Cell Vehicle Adopters Evaluate a Network of Refueling Stations (TRBAM-21-01757) Scott Kelley/University of Nevada, Reno, Aimee Krafft/University of Nevada, Reno, Michael Kuby/University of Nevada, Reno, Oscar Lopez Jaramillo/University of Nevada, Reno, Rhian Stotts/University of Nevada, Reno, Jingteng Liu/Univer sity of Nevada, Reno An Integrated Transportation Network and Power Grid Simulation Approach for Assessing Environmental Impact of Electric Vehicles (TRBAM-21-02627) Xiaodan Xu/Texas A&M Transportation Institute, Hanyue Li/Texas A&M Transportation Institute, Jessica Wert/Texas A& M Transportation Institute, Ju Hee Yeo/Texas A&M Transportation Institute, Komal Shetye/Texas A&M Transportation Institute, Alexander Meitiv/Texas A&M Transportation Institute, Thomas Overbye/Texas A&M Transportation Institute, Josias Zietsman/Texas A&M Transportation Institute, Yanzhi Xu/Texas A&M Transportation Institute Developing a Hybrid Electric Vehicle Eco-Cooperative Adaptive Cruise Control System at Signalized Intersections (TRBAM-21-02674) Hao Chen/Virginia Polytechnic Institute and State University (Virginia Tech), Hesham Rakha/Virginia Polytechnic Institute and State University (Virginia Tech) A Metanetwork-Based Optimization Approach to Locating Charging Stations for Electric Vehicles in Intercity Networks (TRBAM-21-02802) Jiapei Li/Tongji University, Chi Xie/Tongji University, Zhaoyao Bao/Tongji University

(continued) 227 ACRP Graduate Student Paper - Economic Feasibility Analysis of Charging Infrastructure for Electric Ground Fleet in Airports (TRBAM-21-03343) Laura Soares/Rutgers University, Hao Wang/Rutgers University Estimating the Total Number of Workplace and Public EV Chargers in California (TRBAM-21-03346) Bingzheng Xu/University of California, Davis, Adam Davis/University of California, Davis, Gil Tal/University of California, Davis Optimal Deployment of Dynamic Wireless Charging Lanes for Electric Vehicles Considering the Battery Charging Rate (TRBAM-21-03528) Jun Du/South China University of Technology, Mingyang Pei/South China University of Technology, Bin Jia/South China University of Technology Robust Design of Electric Charging Locations under Travel Demand Uncertainty and Driving Range Heterogeneity (TRBAM-21-03594) Mohammad Miralinaghi/Purdue University, Mahmood T. Tabesh/Purdue University, Gonçalo Homem de Almeida Correia/Purdue University, Sania E. Seilabi/Purdue University, Amir Davatgari/Purdue University, Samuel Labi/Purdue University Maximum Utilization and Deployment Prioritization of public charging infrastructures – Insights from Revealed Travel Patterns (TRBAM-21-03873) Wan Li/Oak Ridge National Laboratory, Zhenhong Lin/Oak Ridge National Laboratory Statistical Modeling for Charging Behavior of Plug-in Electric Vehicles using Large-scale Charging Data (TRBA M-21-04078) Choudhury Siddique/University of Central Florida, Zhaomiao Guo/University of Central Florida, Fatima Afifah/University of Central Florida, Yan Zhou/University of Central Florida, Chaitanya Kaligotla/University of Central Florida Investigating the sensitivity of electric vehicle out-of-home charging demand to changes in fleet makeup and vehicle usage, a case study for California 2030 (TRBAM-21-04097) Adam Davis/University of California, Davis, Gil Tal/University of California, Davis Integrating Plug-in Electric Vehicles (PEVs) into Household Travel- Factors Influencing PEV Use in California (T RBAM-21-04266) Debapriya Chakraborty/University of California, Davis, Scott Hardman/University of California, Davis, Gil Tal/University of California, Davis

1374

Thursday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1374 - Planning for People and Multimodal Travel John Renne, Florida Atlantic University, presiding Sponsored By Standing Committee on Economic Development and Land Use

CITIES FOR PEOPLE OR CITIES FOR TOURISTS? A GEOGRAPHICALLY WEIGHTED ANALYSIS BETWEEN WALKABILITY, AIRBNB AND PROPERTY APPRECIATION (TRBAM-21-02440) Shanna Trichês Lucchesi/Universidade Federal do Rio Grande do Sul, João de Abreu e Silva/Universidade Federal do Rio Grande do Sul Households with Constrained Off-Street Parking Drive Fewer Miles (TRBAM-21-01617) Gabriella Abou-Zeid/University of Arizona, Kristina Currans/University of Arizona, Chris McCahill/University of Arizona, Nicole Iroz-Elardo/University of Arizona, Kelly Clifton/University of Arizona, Susan Handy/University of Arizona, Irene Pineda/University of Arizona Incorporating Accessibility Into Statewide Project Prioritization: Transparency and Feasibility (TRBAM-21-0088 9) Richard Boateng/Virginia Department of Transportation, John Miller/Virginia Department of Transportation THE CURRENT STATE OF SYNCHROMODALITY: AN APPLICATION OF A SYNCHROMODAL MATURITY MODEL ON CASE STUDIES IN THE NETHERLANDS AND BELGIUM (TRBAM-21-00143) Kristel Alons-Hoen/Fontys University of Applied Sciences, Guy Somers/Fontys University of Applied Sciences, Ron Van Duin/Fontys University of Applied Sciences, Rick Van Well/Fontys University of Applied Sciences Transportation Improvement and Access to Jobs: The Case of Beijing Metro Expansion (TRBAM-21-01127) Binyam Reja/The World Bank, Marlon Boarnet/The World Bank, Jifu Guo/The World Bank, Hui Zhao/The World Bank

228 1375

Thursday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1375 - Bus System Operations, Technology, and Applications, Part 1 (Part 2, Session 1393) Thomas Schwetz, Lane Transit District, presiding Sponsored By Standing Committee on Bus Transit Systems

This session includes bus automation and electrification, bus reliability and quality service, bus travel time and dwell time studies for bus operations, design, and applications. The bus automation and electrification have been promoted in recent years to provide more convenient service for passengers and shape the green future for the public. Bus travel time an dwell time studies enhance the bus reliability and quality service. Audiences who are interested in bus transit operations, technology, and applications are welcome to join this session.

Investigating the subline frequency setting problem for autonomous minibusses under demand uncertainty (T RBAM-21-00355) Konstantinos Gkiotsalitis/University of Twente, Marie Schmidt/University of Twente, Evelien van der Hurk/University of Twente From Pilot to Implementation: What are Potential Deployments with Automated Vehicles in Public Transport Based on Knowledge Gained from Practice? (TRBAM-21-00729) Anna Maria Boersma/Technische Universiteit Delft, Irene Zubin/Technische Universiteit Delft, Bart van Arem/Technische Universiteit Delft, Niels van Oort/Technische Universiteit Delft, Arthur Scheltes/Technische Universiteit Delft, Frank Rieck/Technische Universiteit Delft Integrating Public Transportation and Shared Autonomous Mobility for Equitable Transit Coverage: A Cost-Effi ciency Analysis in Allegheny County (TRBAM-21-03396) Allanté Whitmore/Carnegie Mellon University, Constantine Samaras/Carnegie Mellon University, Chris Hendrickson/Car negie Mellon University, H. Scott Matthews/Carnegie Mellon University, Gabrielle Wong-Parodi/Carnegie Mellon University Using BEAM Software to Simulate the Introduction of On-Demand, Automated, And Electric Shuttles for Last Mile Connectivity in Santa Clara County (P21-20244) Gary Hsueh/CHS Consulting Group, David Czerwinski/San Jose State University, Cristian Poliziani/University of Bologna Prioritizing Bus Routes for Electrification: A GIS-based Multi-Criteria Analysis Considering Operational, Environmental and Social Benefits and Costs (TRBAM-21-01752) Behnam Davazdah Emami/University of Minnesota, Ying Song/University of Minnesota, Alireza Khani/University of Minnesota Energy-sponge Service in Electric Vehicle Sharing System (TRBAM-21-01906) Wentao Zhao/University of Wisconsin, Madison, Yikang Hua/University of Wisconsin, Madison, Xin Wang/University of Wisconsin, Madison Robust Electric Bus Coordinated Charging Scheduling for a Hybrid Charging System (TRBAM-21-01041) Run Dong/Southeast University, Di Huang/Southeast University, Zhiyuan Liu/Southeast University User Satisfaction and Service Quality Improvement Priority of Bus Rapid Transit in Belo Horizonte, Brazil (TRB AM-21-00509) Yunhan Zheng/University of Minnesota, Twin Cities, Hui Kong/University of Minnesota, Twin Cities, Guillermo Petzhold/ University of Minnesota, Twin Cities, Mariana Barcelos/University of Minnesota, Twin Cities, Christopher Zegras/Univers ity of Minnesota, Twin Cities, Jinhua Zhao/University of Minnesota, Twin Cities Design of Zonal Express Bus Services to Reduce User Travel Time and Transfers Considering Demand Diversion (TRBAM-21-00911) Sedong Moon/Georgia Institute of Technology (Georgia Tech), Dong-Kyu Kim/Georgia Institute of Technology (Georgia Tech), Shin Hyung Cho/Georgia Institute of Technology (Georgia Tech) Two-Way Transit Signal Priority for Optimizing Transit Reliability and Speed (TRBAM-21-01275) Wen Xun Hu/University of Toronto, Chuhan Chen/University of Toronto, Hirotaka Ishihara/University of Toronto, Islam Taha/University of Toronto, Amer Shalaby/University of Toronto, Baher Abdulhai/University of Toronto Minutes Matter: A Guide to Bus Service Reliability (P21-20601) Alan Danaher/WSP Using GTFS to Calculate Travel Time Savings Potential of Bus Preferential Treatments (TRBAM-21-02833) Daniel Arias/Georgia Institute of Technology (Georgia Tech), Kara Todd/Georgia Institute of Technology (Georgia Tech), Jennifer Krieger/Georgia Institute of Technology (Georgia Tech), Spencer Maddox/Georgia Institute of Technology (Geo rgia Tech), Victor Haley/Georgia Institute of Technology (Georgia Tech), Simon Berrebi/Georgia Institute of Technology ( Georgia Tech), Kari Watkins/Georgia Institute of Technology (Georgia Tech)

(continued) 229 Estimating Transit Vehicle Dwell Times at Bus Stops (TRBAM-21-00573) Taqwa Alhadidi/Virginia Polytechnic Institute and State University (Virginia Tech), Hesham Rakha/Virginia Polytechnic Institute and State University (Virginia Tech) A Framework for Reliability-Sensitive Real-Time Bus Travel Time Prediction (TRBAM-21-03560) Ryan Williams/University of Toronto, Amer Shalaby/University of Toronto A Study on the Commuters’ Perception of Air-Conditioned Public Bus Service: A Case Study of Kolkata (TRBA M-21-00578) Saptarshi Sen/Indian Institute of Engineering Science and Technology (IIEST) Shibpur, Sautrik Chaudhuri/Indian Institute of Engineering Science and Technology (IIEST) Shibpur, Sudip Roy/Indian Institute of Engineering Science and Technology (IIEST) Shibpur MAVIS: Trial of 3 Assistive Technologies To Make Public Buses Easier To Use For Persons With Disabilities (TR BAM-21-02144) Stephen Robinson/Land Transport Authority Singapore Integrated Scheduling Optimization Model with Multi-Type Bus Transit Service Patterns Considering Emissions (TRBAM-21-02339) Jiaxin Ma/Beijing Jiaotong University, Xumei Chen/Beijing Jiaotong University, Xiaomi Han/Beijing Jiaotong University, Lei Yu/Beijing Jiaotong University Bus Network Redesigns and Public Transit Equity Analysis: Evaluating System-wide Changes in Richmond, Virginia (TRBAM-21-03748) Haijing Liu/University of Texas, Austin, Seth LaRue/University of Texas, Austin, Raviya Mysorewala/University of Texas, Austin, Mashrur Rahman/University of Texas, Austin, Timothy McCarthy/University of Texas, Austin, Alex Karner/Univer sity of Texas, Austin

1376

Thursday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1376 - Planning Urban Rail Transit Service in a COVID-19 World Ryan Avery, University of Washington, presiding Sponsored By Standing Committee on Urban Rail Transit Systems

The year 2020 is when everything changed due to the wide-scale effects of the COVID-19 Coronavirus Pandemic. How does Mass Transit cope without the capability of carrying masses?

Impacts of COVID-19 on Urban Rail Transit Ridership: Application of the Synthetic Control Method to 22 World Cities (TRBAM-21-03321) Mengwei Xin/Harbin Institute of Technology, Amer Shalaby/Harbin Institute of Technology, Shuming Feng/Harbin Institute of Technology, Hu Zhao/Harbin Institute of Technology Non-Stationary Time Series Model for Station Based Subway Ridership During Covid-19 Pandemic (Case Study : New York City) (TRBAM-21-03645) Bahman Moghimi/City College of New York, Camille Kamga/City College of New York, Abolfazl Safikhani/City College of New York, Sandeep Mudigonda/City College of New York, Patricio Vicuna/City College of New York Virus Transmission Risk in Urban Rail Systems: A Microscopic Simulation-based Analysis of Spatio-temporal Characteristics (TRBAM-21-03896) Jiali Zhou/Northeastern University, Haris Koutsopoulos/Northeastern University

1377

Thursday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 6 1377 - Traffic Simulation Research and Provision of Guidance James Sturrock, Federal Highway Administration (FHWA), presiding Sponsored By Standing Committee on Traffic Simulation Committee

This session will introduce the audience to the newly formed Traffic Simulation Committee (ACP80). Then, it will discuss the recently completed effort to develop the soon to be released Transportation System Simulation Manual (TS SM) and the challenges and lessons learned from applying state- developed traffic simulation guidance. The session will then present an overview of recent advances and gaps in the calibration and validation of simulation models and in simulation modeling research.

(continued) 230 Creating a New Committee for Advancing Traffic Simulation Research and Practice (P21-20771) Mohammed Hadi/Florida International University National and State Guidance –Lessons Learned and Gap Identification, (P21-20772) Sanhita Lahiri/Virginia Department of Transportation Overview of the Transportation System Simulation Manual (TSSM) (P21-20773) George List/North Carolina State University Emerging Concepts in Calibration and Validation of Traffic Simulation Models (P21-20774) David Hale/Leidos, Inc. Current Simulation Research, Lessons Learned from TRB Papers (P21-20776) Kaan Ozbay/New York University

1378

Thursday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 4 1378 - The Future of Transportation Data Management and Best Practices Xiao Li, Texas A&M Transportation Institute, presiding Sponsored By Standing Committee on Geographic Information Science

Traditional geospatial analysis has been 2-dimensional. However, the real-world transportation demands often require spatial and temporal dimensions for decision support. Adding elevation and time into analyses requires a new suite of spatial and temporal tools. This includes: Management systems (linear referencing) Emerging technologies, such as Geo-AI and machine learning in transportation systems.

Defining Geo-spatial Typology for Transportation System Analysis (P21-20050) Mona Asudegi/Federal Highway Administration (FHWA) Anchoring Data in Time and Space: ADOT’s Experiences in Harnessing LRS Spatial-Temporality (P21-20051) Bo Guo/Gistic Research Inc., Patrick Whiteford/Arizona Department of Transportation Engaging with Locals: HPMS and MIRE Data Collection, Funding, and Reporting (P21-20052) Richard Grady/Applied Geographics, Inc., BRIAN COOLIDGE/Applied Geographics, Inc., Peter Lemack/Applied Geographics, Inc.

1379 CM (1.50)

Thursday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 10 1379 - From Complete Streets to Travel Demand Management: Micro-Planning Methods for the New Era Gregory Giaimo, Ohio Department of Transportation, presiding Sponsored By Standing Committee on Transportation Planning Analysis and Application , Standing Committee on Transportation Demand Management

While practitioners have long argued that transportation both follows from and affects land use , until recently we have lacked the analytical tools to assess systematically this relationship at the parcel level and for multiple modes of travel. This session examines ways to better evaluate potential transportation impacts—positive and negative—of alternative uses of public spaces, providing tools and methods that planners can implement now. Two of the presentations are based on TRB papers, but are focused on tools from those papers and their application, rather than the underlying research. The discussants for each paper can comment on the feasibility of longer term implementation of these tools within the public and private sector.

Effective Traffic Simulation for Tactical Urbanism (P21-20478) Bernice Liu/California Polytechnic State University Feasibility of Tactical Urbanism (P21-20479) Sarah Binkowski/HNTB Corporation Measuring Societal Impacts of a Complete Street Retrofit (P21-20480) Rick Grahn/Carnegie Mellon University Implementation of Micro-Planning Methods for the New Era (P21-20481) Hannah Twaddell/ICF

231 1380

Thursday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 9 1380 – Library and Knowledge Management Practices That Help Employees Find What They Need, Wherever they Are Alexander Linthicum, OST-R/Volpe Center, presiding Sponsored By Standing Committee on Information and Knowledge Management

The recent pandemic has accelerated the need to support remote access to authoritative information resources and facilitate person to person collaboration in new ways. This session looks at how organizations can use coordinated library and knowledge management practices to make sure that employees can find and access the information they need to do their jobs - from both digital resources and colleagues.

Transitioning together: Library and Knowledge Management Roles at WSDOT (P21-20102) Leni Oman/Washington State Department of Transportation, Kathy Szolomayer/Washington State Department of Transportation Knowledge Management in Action: Oklahoma DOT's KM Initiative with the Oklahoma Transportation Library (P 21-20104) Michael Molina/University of Oklahoma, Michelle Farabough/University of Oklahoma Developing KM though Librarian and Records Management Collaborations (P21-20105) Shelly Ray/Los Angeles County Metropolitan Transportation Authority Library and Knowledge Management at TechnipFMC (P21-20103) Kim Glover/TechnipFMC

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Thursday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 14 1381 - The Influence of Discrimination and Civil Rights Laws on Shaping our Transportation Systems Marcelle Jones, Stantec, presiding Fred Wagner, Venable, LLP, presiding Sponsored By Standing Committee on General Law

Transportation systems influence how and where we move about, socialize, live, work, and grew economically. This panel will discuss the impacts of discrimination in transportation and how the legal system, interstate commerce and civil rights laws were and are being used to address and minimize adverse impacts and ensure access and equity within transportation systems – their development and operations, as well as the related economic opportunities.

A Historical View of the Relationship between Transportation, Civil Rights and Equity (P21-21298) Noelle Trent/National Civil Rights Museum Disparate Impacts of “Reasonable” Technical Practices and Policies on Race, Disability and Income (P21-2129 9) Marc Brenman/IDARE LLC Diversity and Inclusion Training Combating Stereotypes (P21-21300) Tracy Brown/Intentional Inclusion Inc.

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Thursday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 12 1382 - Pandemic Impacts on Asphalt Paving Operations Imad Al-Qadi, University of Illinois, Urbana-Champaign, presiding Sponsored By Standing Committee on Asphalt Pavement Construction and Rehabilitation

Covid-19 Exposed an Epidemic in Our Industry (P21-21252) Daniel Gallagher/Gallagher Asphalt Corporation A Solution to Reduce Paperwork and Interaction During COVID (P21-21253) Jeff Goretski/CRH Americas Materials Impacts of Shutting Down the Pennsylvania Highway Construction Program Due to COVID-19 and Current Status (P21-21254) Charles Goodhart/Pennsylvania Asphalt Pavement Association

(continued) 232 Penn DOT's Perspective (P21-21255) Timothy Ramirez/Pennsylvania Department of Transportation

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Thursday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 15 1383 - Geotechnical Asset Management – How Is It Working Out There? James Sheahan, Retired/Consultant, presiding Mark Vessely, BGC Engineering Inc, presiding Sponsored By Standing Committee on Transportation Earthworks, Subcommittee on Geotechnical Asset Management, Standing Committee on Mechanics and Drainage of Saturated and Unsaturated Geomaterials, Standing Committee on Foundations of Bridges and Other Structures

In 2019 NCHRP Report 903: Geotechnical Asset Management (GAM) for Transportation Agencies was published and includes an implementation manual for states to bring assets such as walls, slopes, embankments and subgrades into their transportation asset management plans. The manual builds on prior work among state DOTs and also incorporates experience from long standing GAM programs in the United Kingdom This session will include presentations from state DOTs on implementation experience, UK highway and rail program overviews of their experience with implementation of their programs and opportunities for technology to enable GAM. The session will conclude with a panel discussion among the panel members and other state and FHWA representatives .

How legislative requirements are influencing GAM implementation in MnDOT (P21-20476) John Siekmeier/Minnesota Department of Transportation Integrating geohazard programs into transportation asset management framework (P21-20477) Ty Ortiz/Colorado Department of Transportation Overview of GAM in Highways England (P21-20532) James Codd/Highways England Remote sensing opportunities for inventory and condition assessment (P21-20484) Edward Hoppe/Virginia Department of Transportation Panel Discussion (P21-20485) Silas Nichols/Federal Highway Administration (FHWA), Christopher Merklin/Ohio Department of Transportation, Simon Abbott/Network Rail

1384

Thursday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 13 1384 - Accelerated Pavement Testing Facility Operation Bouzid Choubane, Florida Department of Transportation, presiding Sponsored By Standing Committee on Pavement Structural Testing and Evaluation

The use of Accelerated Pavement Testing (APT) has increased over the years primarily because of the ability to provide an expedited means of evaluating potential materials, designs, and construction methods. The planning, design, and operation of an APT facility requires a long-term vision and commitment from the operating agency and stakeholders. During this panel discussion, APT facility owners from state and federal agencies as well as universities will discuss the challenges that go into the planning and operation of these critical research programs.

University of Illinois Accelerated Pavement Testing Program (P21-20234) Imad Al-Qadi/University of Illinois, Urbana-Champaign National Center for Asphalt Technology Test Track Program (P21-20236) Buzz Powell/Auburn University MnROAD Program (P21-20293) Benjamin Worel/Minnesota Department of Transportation Florida APT Program (P21-20294) Bouzid Choubane/Florida Department of Transportation, James Greene/Florida Department of Transportation FAA National Airport Pavement Test Facility (P21-20487) Navneet Garg/Federal Aviation Administration (FAA) US Army Engineer Research and Development Center APT Facility (P21-20488) W. Jeremy Robinson/U.S. Army Corps of Engineers (USACE)

(continued) 233 APT Facility Panel Discussion (P21-20602) Imad Al-Qadi/University of Illinois, Urbana-Champaign, Buzz Powell/Auburn University, Benjamin Worel/Minnesota Department of Transportation, Bouzid Choubane/Florida Department of Transportation, Navneet Garg/Federal Aviation Administration (FAA), W. Jeremy Robinson/U.S. Army Corps of Engineers (USACE), James Greene/Florida Department of Transportation

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Thursday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 11 1385 - Incorporating Weather & Climate Research into Transportation Paul Pisano, Paul Pisano LLC, presiding Sponsored By Standing Committee on Road Weather, Standing Committee on Winter Maintenance

There is a wealth of noteworthy research taking place within the meteorological community that would be of value to the transportation community, but it often goes unnoticed. This may be a function of limited means of communication across the communities, a lack of a common language, or a lack of understanding of the end user needs. There is a need for more effective sharing of weather and climate research results with the transportation community so that opportunities to incorporate research results are explored. This session will include presentations about some of the interesting weather and climate research currently underway, as well as discussions about how best to communicate and incorporate that information into practice.

Current Weather Research with Transportation Potential (P21-20748) William Mahoney/Research Applications Laboratory National Center for Atmospheric Research Current Climate Research with Transportation Potential (P21-20749) Linda Mearns/National Center for Atmospheric Research (NCAR) Bridging the Communication Gap Between Meteorology and Transportation (P21-20750) Marshall Shepherd/University of Georgia The Transportation's Community's Perspective (P21-20747) Richard Nelson/Consultant

1386 CM (1.50)

Thursday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 1 1386 - Trending Topics in Tribal Transportation Ronald Hall, Bubar & Hall Consulting, LLC, presiding Sponsored By Standing Committee on Native American Transportation Issues, Standing Committee on Extreme Weather and Climate Change Adaptation

Transportation is critical to safety, health, economic development, and job creation for people in Native American communities. Managing the thousands of miles of vital roads, bridges, and waterways within rural Native America is a complex challenge demanding attention from numerous fields of study. The condition of the infrastructure is impacted by a number of recent and ongoing changes, such as the effects of climate change on sensitive environments , limited fiscal and human resources, and historical land ownership and jurisdictional legacies arising from colonization. The ability of Tribal Governments to respond to issues including epidemics and pandemics , protecting citizens from human trafficking and murder, and addressing chronic unemployment and poverty through private sector business opportunities are directly affected. For the infrastructure which connects people and resources in these communities with other tribal and non-tribal communities to function safely and efficiently for travelers , further understanding, coordination, and resources are needed. In this session we will discuss three of current trends affecting transportation in tribal lands including climate change, USDOT resources, and recent legal decisions.

Climate Change (P21-20224) Gerry Hope/Tribal Government Legal Developments Impacting Tribal Transportation (P21-20226) Margo Hill/Eastern Washington University, Rhonda Fair/Oklahoma Department of Transportation Tribal Self Governance Program Implementation (P21-20227) Milo Booth/U.S. Department of Transportation, Eldridge Onco/Office of the Secretary of Transportation (OST)

234 1387

Thursday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 7 1387 - Resource Conservation and Recovery in Action: Current Trends in Recycling and Upcycling in Transportation Samer Dessouky, University of Texas, San Antonio, presiding Sponsored By Standing Committee on Resource Conservation and Recovery, Standing Committee on Aggregates

As both virgin materials and landfill space become more scarce and expensive, Resource Conservation and Recovery in the context of recycling and upcycling of used materials has become essential. This session developed by AMS20 and co-sponsored by AKM80 will highlight the current trends and research in recycling and upcycling of various materials in pavements and aggregates.

Innovative Pavement Repair, Preservation, and Surface Treatments Using Taconite Mining Materials (P21-2054 0) Lawrence Zanko/University of Minnesota, Duluth Performance Assessment of Porous Asphalt Reinforced by Processed Carbon Fiber Composite (P21-20544) Kun Zhang/California State University, Chico Highlights of USA Civil Beneficial Reuse of Coal Combustion Residuals Processed into Lightweight Aggregates (P21-20842) Jeremy Setelin/USA Civil

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Thursday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 5 1388 - Urban Rail Transit in a COVID-19 World: Its Present and Possible Futures TR Hickey, Jacobs, presiding Sponsored By Standing Committee on Urban Rail Transit Systems

Notable practitioners from the across the US and overseas describe how their urban rail transit systems adapted to the challenges of the COVID-19 chronavirus pandemic and share their perceptions as to what “new normal” might emerge on the other side of the current crisis. Presentations will be followed by a facilitated panel discussion.

Perspective: North America (P21-20585) Paul Skoutelas/American Public Transportation Association (APTA) Perspective: International (P21-20586) Andrew Bata/Union Internationale des Transports Publics (UITP) Perspective: New York City (P21-20591) Samuel Schwartz/Gridlock Sam Perspective: Philadelphia (P21-20592) Leslie Richards/Southeastern Pennsylvania Transportation Authority Perspective: Washington, DC (P21-20594) Peter Cafiero/Washington Metropolitan Area Transit Authority Perspective: Chicago (P21-20596) James Derwinski/Metra Perspective: Denver (P21-20597) Douglas Allen International Metro Systems’ Operational Responses to COVID-19 and Future Management Practices (P21-2059 9) Alexander Barron/Imperial College London, Priya Wells/Imperial College London, Benjamin Condry/Imperial College London, Alice Saunders/Imperial College London Panel Discussion: Where Do We Go from Here? (P21-20600) Paul Ballard/Regional Transportation District (Denver)

235 1389

Thursday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 3 1389 - Freight Day, Part 4: Atypical Disruptions Reshaping Freight Systems Miguel Jaller, University of California, Davis, presiding Sponsored By Freight Systems Group, Marine Group

The U.S. economy depends on reliable freight transportation to link businesses with suppliers and markets throughout the nation and the world. However, natural and man-made disruptive events that occur both within the U.S. and globally have the potential to impact the supply chain and overall freight movement, with repercussions on the commerce and the economy.

Impacts of the COVID-19 Pandemic on Purchasing of Critical Supplies: Roots and Measures to Mitigate “Panic Buying” (P21-20932) Jose Holguin-Veras/Rensselaer Polytechnic Institute (RPI) Operational Impacts of COVID-19 on Trucking (P21-21399) Daniel Murray/American Transportation Research Institute (ATRI) Measures of Freight Network Resiliency: An Expanded Data Capture of Truck Drivers and Support Services Under Pandemic Distress (P21-20939) Sarah Hernandez/University of Arkansas, Fayetteville The Role of UNECE in Facilitating Inland Freight Movements During the Pandemic (P21-20946) Francesco Dionori/United Nations Economic Commission for Europe (UNECE)

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Thursday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1390 - Enforcement Design, Safety, and Reporting Eric Fitzsimmons, Kansas State University, presiding Sponsored By Standing Committee on Traffic Law Enforcement

Expert vs. Lay Understanding of Risk: Traffic Safety Beliefs and Priorities in Law Enforcement Officers and Drivers (TRBAM-21-00475) Brittany Shoots-Reinhard/Ohio State University, Hayley Svensson/Ohio State University, Mason Shihab/Ohio State University, Ellen Peters/Ohio State University ASSESSMENT OF CONNECTED VEHICLE ON WYOMING HIGHWAY PATROL’S WORKLOAD AND DISTRACTION USING EYE-TRACKING TECHNOLOGY (TRBAM-21-02907) Mohamed Ahmed/University of Wyoming, Biraj Subedi/University of Wyoming Spatio-temporal Instability in Injury Severity Analysis of Red-light Running Crashes at Signalized Intersections (TRBAM-21-00151) Xiaobing Li/University of Alabama, Jun Liu/University of Alabama Understanding the interaction between cyclists’ traffic violations and enforcement strategies (TRBAM-21-00533 ) Tianpei Tang/University of Hawai'i, Manoa, Yuntao Guo/University of Hawai'i, Manoa, Guohui Zhang/University of Hawai 'i, Manoa, Quan Shi/University of Hawai'i, Manoa ADVANCING CRASH INVESTIGATION WITH CONNECTED AND AUTOMATED VEHICLE DATA (TRBAM-21-01385) Kinzee Clark/University of Tennessee, Knoxville, Michael Clamann/University of Tennessee, Knoxville, Asad J. Khattak/ University of Tennessee, Knoxville Analysis of Overtime Traffic Enforcement Data and Selection of Counties in North Dakota (TRBAM-21-02838) Ihsan Khan/North Dakota State University, Kimberly Vachal/North Dakota State University Towards Ideal Hotspot Analysis for Law Enforcement Safety Resource Allocations (TRBAM-21-03652) Beau Burdett/University of Wisconsin, Madison, Ran Yi/University of Wisconsin, Madison, Steven Parker/University of Wisconsin, Madison, Andrea Bill/University of Wisconsin, Madison, David Noyce/University of Wisconsin, Madison Application of Advanced Driver-Assistance Systems in Police Vehicles (TRBAM-21-00112) Vanessa Nasr/Texas A&M University, College Station, David Wozniak/Texas A&M University, College Station, Farzaneh Shahini/Texas A&M University, College Station, Maryam Zahabi/Texas A&M University, College Station

236 1391

Thursday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1391 - Current Topics in Tunnels and Underground Structures Brian Leshko, HDR, presiding Sponsored By Standing Committee on Tunnels and Underground Structures

AKB60 Tunnels and Underground Structures Poster Session topics include: Tunnel Monitoring, Metro Shield Tunnels, Stability of Cross-Tunnels and Tunnels Subjected to Fire Damage.

Tunnel Fire Damage Assessment: A Review (TRBAM-21-01337) Nan Hua/University at Buffalo, SUNY, Negar Elhami-Khorasani/University at Buffalo, SUNY, Anthony Tessari/University at Buffalo, SUNY A Review of Post-Fire Inspection Procedures for Concrete Tunnels (TRBAM-21-01546) Nick Menz/University of Massachusetts, Amherst, Simos Gerasimidis/University of Massachusetts, Amherst, Scott Civjan/University of Massachusetts, Amherst, John Czach/University of Massachusetts, Amherst, Joe Rigney/University of Massachusetts, Amherst Vulnerability of Roadway Tunnel Drop Ceilings to Fire-Induced Damage (TRBAM-21-03029) Ziyan Ouyang/Lehigh University, Qi Guo/Lehigh University, Spencer Quiel/Lehigh University, Clay Naito/Lehigh University A Study on Image Classification using OpenCV and CNN Transfer Learning in the Urban Railway Tunnel Monitoring System (TRBAM-21-00692) Donghee Shin/Korea National University of Transportation, Jangwon Jin/Korea National University of Transportation, Jooyoung Kim/Korea National University of Transportation A study on risks and countermeasures of shallow biogas in the construction of metro shield tunnels (TRBAM-2 1-01631) Xi Jiang/Tongji University, Yun Bai/Tongji University, Zhuanzhuan Zhang/Tongji University Effect of Tunnel Shape and In-Situ Stress Field on Stability of Cross-Tunnels (TRBAM-21-04199) Zihni Simsek/University at Buffalo, SUNY, Tamer Kabo/University at Buffalo, SUNY, Kamelia Atefi-Monfared/University at Buffalo, SUNY

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Thursday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1392 - Intersection Safety: The System, the Design, the Speeds and the Conflicts Lindsey Van Parys, GHD, presiding Sponsored By Standing Committee on Roundabouts and other Intersection Design and Control Strategies

Intersections are planned conflict points. This session will explore how various intersection designs can be a part of the solution to a Safe System for all users. You will hear about innovative intersection designs - roundabouts, signalized and stop control - that reduce conflicts, speeds, costs and crashes.

A Safe System Approach to Intersection Planning and Design (TRBAM-21-04019) Richard Porter/VHB, Michael Dunn/VHB, Ivy Huang/VHB, Jonathan Soika/VHB, Dylan Coley/VHB, Wesley Kumfer/VHB , Stephen Heiny/VHB Development and Evaluation of the Dynamic Left Turn Intersection (TRBAM-21-01537) Joseph Hummer/North Carolina Department of Transportation, Joseph Milazzo II/North Carolina Department of Transportation, Jason Galloway/North Carolina Department of Transportation, David Spencer/North Carolina Department of Transportation, Andrew Topp/North Carolina Department of Transportation, Jeremy Chapman/North Carolina Department of Transportation Designing Crossing Islands for Speed Control and Intersection Safety on Two-Lane Collectors and Arterials (T RBAM-21-00869) Peter Furth/Northeastern University, Milad Tahmasebi/Northeastern University, Sepehr Shekari/Northeastern University, Jay Jackson/Northeastern University, Zhao Sha/Northeastern University, Yousef Alsharif/Northeastern University Are Roundabouts Safe and Economically Viable Replacing Conventional Diamond Interchange Ramp Terminals? (TRBAM-21-01936) Boris Claros/University of Wisconsin, Madison, Beau Burdett/University of Wisconsin, Madison, Madhav Chitturi/Univer sity of Wisconsin, Madison, Andrea Bill/University of Wisconsin, Madison, David Noyce/University of Wisconsin, Madison

(continued) 237 Implications of Converting Low Capacity Intersection Adjacent to Park Into a Shared Space (TRBAM-21-02466) Aleksandar Trifunović/Technische Universitat Braunschweig, Chris Timmermann/Technische Universitat Braunschweig, Bernhard Friedrich/Technische Universitat Braunschweig, Volker Berkhahn/Technische Universitat Braunschweig

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Thursday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1393 - Bus System Operations, Technology, and Applications, Part 2 (Part 1, Session 1375) Chun-Hung Peter Chen, Santa Clara Valley Transportation Authority, presiding Sponsored By Standing Committee on Bus Transit Systems

This session includes intelligent transportation systems, transit signal priority, as well as modeling and optimization for bus operation, design, and application. Intelligent transportation systems are making the bus transit system operation smarter and more efficient. Many transit agencies have adopted a number of different intelligent transportation systems and technology in order to enhance and/or supplement their transit services to the public. Audiences who are interested in bus transit operations, intelligent transportation systems, and technology are welcome to join this session.

A Sensitivity Analysis on the Transit Signal Priority Requesting Threshold and the Impact on Bus Performance and General Traffic (TRBAM-21-00497) Michael Sheffield/Brigham Young University, Grant Schultz/Brigham Young University, David Bassett/Brigham Young University, Dennis Eggett/Brigham Young University Safety Effects of Transit Signal Priority Using the Full Bayesian Approach (TRBAM-21-03950) MD Sultan Ali/Florida International University, Angela Kitali/Florida International University, John Kodi/Florida International University, Priyanka Alluri/Florida International University, Thobias Sando/Florida International University Residents’ Attitudes Toward a Bus Network Redesign in Chattanooga, Tennessee (TRBAM-21-00606) Abubakr Ziedan/University of Tennessee, Cassidy Crossland/University of Tennessee, Candace Brakewood/University of Tennessee, Philip Pugliese/University of Tennessee, Harrison Ooi/University of Tennessee Implementation Sequence Optimization for Dedicated Bus Lane Projects (TRBAM-21-00837) Murat Bayrak/Pennsylvania State University, S. Ilgin Guler/Pennsylvania State University, Paul Schonfeld/Pennsylvania State University Scheduling a Bus Fleet f or Evacuation Planning Using Stop-Skipping Method (TRBAM-21-01175) Shuming Feng/Harbin Institute of Technology, Hu Zhao/Harbin Institute of Technology, Yusheng Ci/Harbin Institute of Technology Modeling Bus Bunching along a Common Line Corridor with Capacity Constraint considering Passenger Transfer Behavior (TRBAM-21-01217) Zhichao Wang/DTU, Rui Jiang/DTU, Otto Nielsen/DTU, Yu Jiang/DTU Deadhead Minimization with a Flexible Facility Locator Tool (TRBAM-21-01471) Kara Todd/Georgia Institute of Technology (Georgia Tech), Freyja Brandel-Tanis/Georgia Institute of Technology (Georgi a Tech), Daniel Arias/Georgia Institute of Technology (Georgia Tech), Kari Watkins/Georgia Institute of Technology (Geo rgia Tech) Developing a Bus Eco-driving Strategy with Consideration of Holding Control (TRBAM-21-02338) Xumei Chen/Beijing Jiaotong University, Qianwen Ye/Beijing Jiaotong University, aihua Fan/Beijing Jiaotong University, Yixin Zhang/Beijing Jiaotong University, Lei Yu/Beijing Jiaotong University Evaluation of a Bus Collision Avoidance Warning System in University Towns (TRBAM-21-02549) Noah Goodall/Virginia Department of Transportation, Peter Ohlms/Virginia Department of Transportation Ridership Prediction of New Bus Routes at Stop Level by Modelling Socio-economic Data using Supervised Machine Learning Methods (TRBAM-21-02877) Yatri Patel/University of Tennessee, Chattanooga, Connor Firat/University of Tennessee, Chattanooga, Tegan Childers/ University of Tennessee, Chattanooga, Mina Sartipi/University of Tennessee, Chattanooga Impact of Public Transit Bus System Redesign on Baltimore City Public School Students (TRBAM-21-03404) Fathy Elgendi/Maryland Transportation Authority, Young-Jae Lee/Maryland Transportation Authority, Celeste Chavis/Mar yland Transportation Authority Multi-objective Optimization Approach for Feeder Bus Routes Based on Service Area Determination and Stops Selection (TRBAM-21-03547) Shanshan Liu/University of Illinois, Urbana-Champaign, Xiucheng Guo/University of Illinois, Urbana-Champaign, Meina Zheng/University of Illinois, Urbana-Champaign Impacts of Lane Transit District's EmX Bus Rapid Transit (BRT) on Area Residential Property Values (TRBAM-2 1-03561) Victoria Perk/University of South Florida, Martin Catala/University of South Florida, Vanko Antonov/University of South Florida (continued) 238 Multi-Modal Traffic Flow in Shared Bus-Bike Lanes: A Scoping Literature Review in 1 Comparison with Baltimore SBBL Infrastructure (TRBAM-21-03859) Istiak Bhuyan/Morgan State University, Celeste Chavis/Morgan State University, Chappelle Branch/Morgan State University Developing an Optimal Integrated Single Framework Algorithm for the Multi-Level School Bus Network Problem (TRBAM-21-04093) Amirreza Nickkar/Morgan State University, Young-Jae Lee/Morgan State University Modeling bus capacity for bus stops using queuing theory and diffusion approximation (TRBAM-21-01098) Chao Wang/Southeast University, Zhirui Ye/Southeast University PRINCIPLES FOR SETTING SINGLE OR MULTILINE BUS HOLDING CONTROL BASED ON NETWORK CHARACTERISTICS (TRBAM-21-01212) Georgios Laskaris/Delft University of Technology, Oded Cats/Delft University of Technology, Erik Jenelius/Delft University of Technology, Marco Rinaldi/Delft University of Technology, Francesco Viti/Delft University of Technology Covid-19 and Changes in Route-Level Transit Ridership in a University Town (TRBAM-21-03441) Sagar Patni/University of Florida, Sivaramakrishnan Srinivasan/University of Florida, Juan Suarez/University of Florida Optimal Dynamic Demand Responsive Feeder Bus Network Design for a Short Headway Trunk Line (TRBAM-21 -04117) Amirreza Nickkar/Morgan State University, Young-Jae Lee/Morgan State University

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Thursday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1394 - Occupant Protection Posters of Novel, Interesting Engineering Design Ideas, Prototypes and Other Topics Stephen Arhin, Howard University, presiding Sponsored By Standing Committee on Occupant Protection

This session of occupant protection related posters includes submitted works covering novel interesting engineering design ideas and prototypes from young professionals still in training as well as those of more seasoned professionals.

Rollover Risk in Side Impacts of SUVs (TRBAM-21-00067) Lawrence Wilson/Wilson Consulting, LLC Differences in Rural and Urban Drivers’ Attitudes and Beliefs about Seat Belts (TRBAM-21-01511) Christine Watson/National Highway Traffic Safety Administration (NHTSA), Rory Austin/National Highway Traffic Safety Administration (NHTSA) Design of “Smart Car Seat” to Prevent Heat Related Deaths of Children Left Alone Inside Cars (TRBAM-21-0174 7) Brandon Graham/Florida A&M University, Chao Li/Florida A&M University, Doreen Kobelo/Florida A&M University Are Vehicle Occupants Influenced by One Another in Wearing Seatbelt? An Inquiry into Seatbelt Use Modelling in Multi-Occupant Vehicles (TRBAM-21-00623) Amir Pooyan Afghari/Technische Universiteit Delft, Ahmadreza Faghih Imani/Technische Universiteit Delft, Eleonora Papadimitriou/Technische Universiteit Delft, Pieter van Gelder/Technische Universiteit Delft, Amin Mohamadi Hezaveh/T echnische Universiteit Delft Discrete Choice of Seat Belt Use, Mixed Model with Heterogeneity in Taste (TRBAM-21-01545) Mahdi Rezapoiur/University of Wyoming, Khaled Ksaibati/University of Wyoming Examining Correlation and Trends in Seatbelt Use among Occupants of the Same Vehicle using a Bivariate Probit Model (TRBAM-21-02357) Meghna Chakraborty/Michigan State University, Harprinderjot Singh/Michigan State University, Peter Savolainen/Michig an State University, Timothy Gates/Michigan State University Seatbelt Use among Vehicle Occupants in Fatal Crashes in the United States: Does Vehicle Type and Age Affect Injury Outcome? (TRBAM-21-03851) Shashi Nambisan/University of Nevada, Las Vegas, Kwaku Boakye/University of Nevada, Las Vegas, Derek Yu/Universi ty of Nevada, Las Vegas

239 1395

Thursday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1395 - Emerging methods in transportation data analysis Shamsunnahar Yasmin, Queensland University of Technology, presiding Sponsored By Standing Committee on Statistical Methods

BAYESIAN ESTIMATION OF DISCRETE CHOICE MODELS: A COMPARATIVE ANALYSIS CONSIDERING EFFECTIVE SAMPLE SIZE (TRBAM-21-00445) Jason Hawkins/University of Toronto, Khandker Nurul Habib/University of Toronto Estimation of Travel Demand for Bangkok- Chiang Mai Hyperloop Using Traveler Surveys (TRBAM-21-00562) Paras Agrawal/Asian Institute of Technology, Surachet Pravinvongvuth/Asian Institute of Technology Bayes Estimation of Latent Class Mixed Multinomial Probit Models (TRBAM-21-00715) Lennart Oelschläger/Bielefeld University, Dietmar Bauer/Bielefeld University Utilization and Cost Estimation Models for Highway Fleet Equipment (TRBAM-21-01717) Mehrdad Tajalli/North Carolina State University, Amir Mirheli/North Carolina State University, Ali Hajbabaie/North Carolina State University, Leila Hajibabai/North Carolina State University AN EMPIRICAL STUDY OF THE IMPACT OF LIGHT RAIL AND TNCS ON BUS RIDERSHIP IN SEATTLE BETWEEN 2015 AND 2017 (TRBAM-21-01821) Hongyi Yang/University of Washington Using Discrete Correlation Functions to Inform Vehicle Security Solutions (TRBAM-21-02015) Roland Varriale/Argonne National Laboratory, Kenley Pelzer/Argonne National Laboratory, Michael Jaynes/Argonne National Laboratory, Eric Rask/Argonne National Laboratory Closed-Form Route Choice Models with Asymmetric Choice Probability Function (TRBAM-21-02023) Dawei Li/Southeast University, Siqi Feng/Southeast University Noise and Anomaly Detection in Vehicle Trajectories: An Application to Data from a Swarm of Drones (TRBAM- 21-02236) Vishal Mahajan/Technische Universitat Munchen, Emmanouil Barmpounakis/Technische Universitat Munchen, Md Alam /Technische Universitat Munchen, Nikolas Geroliminis/Technische Universitat Munchen, Constantinos Antoniou/Technis che Universitat Munchen Understanding near capacity operations in metro systems: optimum passenger movements at bottleneck stations (TRBAM-21-02343) Anupriya -/Imperial College London, Daniel Graham/Imperial College London, Prateek Bansal/Imperial College London, Daniel Hörcher/Imperial College London, Richard Anderson/Imperial College London Understanding the Lateral Dimension of Traffic: Measuring and Modeling Lane Discipline (TRBAM-21-02762) Rafael Delpiano/Universidad de los Andes, Chile Quantifying the Mobility Benefits of Adaptive Signal Control Technology (TRBAM-21-03279) John Kodi/Florida International University, Emmanuel Kidando/Florida International University, Thobias Sando/Florida International University, Priyanka Alluri/Florida International University INJURY SEVERITY ANALYSIS OF ADVERSE VS NON-ADVERSE WEATHER CONDITION CRASHES IN RURAL TWO-LANE TWO-WAY HIGHWAYS – A RANDOM INTERCEPT BAYESIAN APPROACH (TRBAM-21-03641) Irfan Ahmed/University of Wyoming, Mohamed Ahmed/University of Wyoming Investigating the Modal Impacts of Ridehailing and Their Association with Shared Ridehailing (TRBAM-21-0398 6) Ali Etezady/Georgia Institute of Technology (Georgia Tech), Patricia Mokhtarian/Georgia Institute of Technology (Georgi a Tech), Giovanni Circella/Georgia Institute of Technology (Georgia Tech) Using Regression Analysis and Distribution Fitting to Analyze Pavement Sensing Patterns for Condition Assessments (TRBAM-21-04008) Dada Zhang/Northern Arizona University, Chun-Hsing Ho/Northern Arizona University, Fangfang Zhang/Northern Arizona University Detection of High-risk Segments of Traffic Incidents on Freeway Networks by Multi-Kernel Density Estimation and Spatial Analysis (TRBAM-21-04272) Binya Zhang/University of Maryland, College Park Exploration of the Contributing Factors to the Walking and Biking Travel Frequency using Multi-Level Joint Models with Endogeneity (TRBAM-21-04360) Mankirat Singh/California State Polytechnic University, Pomona, Wen Cheng/California State Polytechnic University, Pomona, Ranjithsudarshan Gopalakrishnan/California State Polytechnic University, Pomona, Bengang Li/California State Polytechnic University, Pomona, Menglu Cao/California State Polytechnic University, Pomona

(continued) 240 Severity of Emergency Natural Gas Distribution Pipeline Incidents: Application of An Integrated Spatio-tempora l Approach Fused with Text Mining (TRBAM-21-00097) Xiaobing Li/University of Alabama, Praveena Penmetsa/University of Alabama, Jun Liu/University of Alabama, Alexander Hainen/University of Alabama, Shashi Nambisan/University of Alabama Understanding the Role of Built Environment and Accessibility Measures on Smartphone-based Transport-sup port Application Usage in Daily Trip Planning Purposes (TRBAM-21-00980) Nazmul Arefin Khan/Dalhousie University, Muhammad Habib/Dalhousie University Bicycle Accident Injury-Severities in Scotland: A Correlated Random Parameters Ordered Probit Approach with Heterogeneity in Means (TRBAM-21-01432) Grigorios Fountas/Edinburgh Napier University, Achille Fonzone/Edinburgh Napier University, Adebola Olowosegun/Edi nburgh Napier University, Clare McTigue/Edinburgh Napier University The Impact of Daylight Savings Time Transitions on Road Casualty Rates in the UK: A Regression Discontinuity Analysis (TRBAM-21-01593) Rohan Sood/Imperial College London, Daniel Graham/Imperial College London, Ramandeep Singh/Imperial College London An Exploratory Analysis of Factors Causing Deer-Vehicle Collisions: A Case Study in Pennsylvania (TRBAM-21- 02531) Sheikh Shahriar Ahmed/University at Buffalo, SUNY, Jessica Cohen/University at Buffalo, SUNY, Panagiotis Anastasopoulos/University at Buffalo, SUNY A New Closed Form Multiple Discrete-Continuous Extreme Value (MDCEV) Choice Model with Multiple Linear Constraints (TRBAM-21-03900) Aupal Mondal/University of Texas, Austin, Chandra Bhat/University of Texas, Austin

1396

Thursday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1396 - Emerging and Future Mobility Ali Etezady, Georgia Institute of Technology (Georgia Tech), presiding Sponsored By Standing Committee on Effects of Information and Communication Technologies (ICT) on Travel Choices

Why don’t some people care to share? Investigating ways to increase UberPool and Lyft Shared ridership (TRB AM-21-00339) Eric Morris/Clemson University, Anne Brown/Clemson University, Angela Pratt/Clemson University, Sakib Khan/Clemso n University, John Derochers/Clemson University, Mashrur Chowdhury/Clemson University Drive or Ride? Impacts of Shared Autonomous Vehicles on Mode Choice Decisions (TRBAM-21-00430) Christos Gkartzonikas/Argonne National Laboratory, Konstantina Gkritza/Argonne National Laboratory, Yue Ke/Argonne National Laboratory The True Cost of Sharing: A Detour Penalty Analysis Between Ridehailing and Shared Ridehailing Trips in Toronto (TRBAM-21-00444) Mischa Young/University of California, Davis, Steven Farber/University of California, Davis, Matthew Palm/University of California, Davis Upgrading in ride-sourcing services with multiple vehicle classes (TRBAM-21-00465) Xiaoran Qin/Hong Kong University of Science and Technology, Jintao Ke/Hong Kong University of Science and Technology, Wei Liu/Hong Kong University of Science and Technology, Hai Yang/Hong Kong University of Science and Technology Competition and third-party platform-integration in ride-sourcing markets (TRBAM-21-00730) Yaqian Zhou/Hong Kong University of Science and Technology, Hai Yang/Hong Kong University of Science and Technology, Jintao Ke/Hong Kong University of Science and Technology, Hai Wang/Hong Kong University of Science and Technology, Xinwei Li/Hong Kong University of Science and Technology Adoption of Pooled Ride-Hailing Services in the Greater Boston Region (TRBAM-21-02396) Steven Gehrke/Northern Arizona University, Michael Huff/Northern Arizona University, Timothy Reardon/Northern Arizona University Heterogeneity in Generational Effects: Case Study of Ride-hailing Behavior among Millennials (TRBAM-21-0246 0) Hamidreza Asgari/Florida International University, Rajesh Gupta/Florida International University, Ghazaleh Azimi/Florida International University, Xia Jin/Florida International University

(continued) 241 Quantifying the Impact of Transportation Network Companies on Vehicle Miles Traveled Using Empirical Bayes Approach (TRBAM-21-02520) Yunkyung Choi/Georgia Institute of Technology (Georgia Tech), Subhrajit Guhathakurta/Georgia Institute of Technology (Georgia Tech), Anurag Pande/Georgia Institute of Technology (Georgia Tech) Substitution or Complementarity? A Latent-Class Cluster Analysis of Ridehailing Impacts on the Use of Travel Modes in Southern U.S. Cities (TRBAM-21-03318) Yun-Hsuan Chen/Georgia Institute of Technology (Georgia Tech), Yongsung Lee/Georgia Institute of Technology (Georg ia Tech), Giovanni Circella/Georgia Institute of Technology (Georgia Tech), Patricia Mokhtarian/Georgia Institute of Technology (Georgia Tech) How Does Ride-Hailing Influence Individual Mode Choice? An Examination Using Longitudinal Trip Data from Seattle Region (TRBAM-21-03421) Yiyuan Wang/University of Washington, Anne Moudon/University of Washington, Qing Shen/University of Washington Understanding the Role of Built Environment in the Use of Ridehailing for Non-Work Travel after Accounting for Residential Self-Selection (TRBAM-21-04405) Jai Malik/University of California, Davis, David Bunch/University of California, Davis, Susan Handy/University of California, Davis, Giovanni Circella/University of California, Davis Effects of Trip Characteristics, Socioeconomic, and Built Environment Factors on Ridesourcing Waiting Times: A Case Study of Austin (TRBAM-21-04138) Yuan Liang/Southwest Jiaotong University, Hongtai Yang/Southwest Jiaotong University, Linchuan Yang/Southwest Jiaotong University SPATIAL DETERMINANTS OF DOCKLESS SCOOTER USE (TRBAM-21-01677) Marlon Boarnet/University of Southern California, Zakhary Mallett/University of Southern California, Clemens Pilgram/U niversity of Southern California Spatial Interactions of Shared E-scooter Trip Generation and Vulnerable Road User Crash Frequency (TRBAM- 21-02918) Steven Gehrke/Northern Arizona University, Brendan Russo/Northern Arizona University, Bita Sadeghinasr/Northern Arizona University, Katherine Riffle/Northern Arizona University, Edward Smaglik/Northern Arizona University, Timothy Reardon/Northern Arizona University Bikeshare System Accessibility: Opportunities for Tourism in Honolulu (TRBAM-21-02813) Micah Tang/University of Hawai'i, Manoa, Roger Chen/University of Hawai'i, Manoa How Do College Students Perceive Future Shared Mobility with Autonomous Vehicles? A Survey of The University of Alabama Students (TRBAM-21-02969) Xing Fu/University of Alabama, Qifan Nie/University of Alabama, Jun Liu/University of Alabama, Steven Jones/University of Alabama Choosing Morals over Ethics: a Possible Determinant to Embracing Autonomous Vehicles? (TRBAM-21-00198) Eva Kassens-Noor/Michigan State University, Zachary Neal/Michigan State University, Josh Siegel/Michigan State University, Travis Decaminada/Michigan State University Parent’s Willingness to Transport Children in Autonomous Vehicles Based on Seating Requirements (TRBAM- 21-01948) Allegra Ayala/George Mason University, Yi-Ching Lee/George Mason University Shared Autonomous Vehicles for Small Urban Areas: Agent-based Simulation (TRBAM-21-03607) Qifan Nie/University of Alabama, Zihe Zhang/University of Alabama, Jun Liu/University of Alabama, Steven Jones/Unive rsity of Alabama, Andrew Graettinger/University of Alabama, Kara M. Kockelman/University of Alabama Investigating the Role of Safety Concerns in Autonomous Vehicle Ownership Choice: A Stated Choice Experiment in Istanbul, Turkey (TRBAM-21-02260) Gozde Bakioglu/Istanbul Technical University, Mohammad Salehin/Istanbul Technical University, Kaili Wang/Istanbul Technical University, Khandker Nurul Habib/Istanbul Technical University

1397

Thursday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1397 – Dwight David Eisenhower Transportation Fellowship Program Posters, Part 4 (Part 1, Session 1113; Part 2, Session 1215; Part 3, Session 1306) Sponsored By Section - Executive Management Issues

U.S. DOT Dwight David Eisenhower Transportation Fellowship Program student posters.

Decision Tool for Bridge Repair or Replacement (P21-20976) Nyoka Florius/University of Texas, Arlington

(continued) 242 Compatibilization of waste plastic to enhance mechanical properties of asphalt cement pavements (P21-20977) Kate Nguyen/University of Texas, Arlington Transportation Impact on Household income (P21-20978) Christian Libebele/University of Texas, Arlington Investigation of Problems Related to the North American Electric Vehicle Market and Proposal of Public Policy Solutions (P21-20979) Nicholas Allen/University of Texas, Arlington Pavement Temperature Response to Cold Fronts: A Model Column Study in a Freezer Box (P21-20980) Taryn DiLorenzo/University of Texas, Arlington Transit Oriented Development for Vridian Commons and Corridor (P21-20981) Marvelous Echeng/University of Texas, Arlington Feasibility Analysis: Alternative Transportation Route between Old San Juan, Miramar, Santurce and Hato Rey Areas (P21-20982) Maria Torres/Universidad Ana G. Méndez Emergency escape routes in the events of a tsunami (P21-20983) Jose Albert Oliver/Universidad Ana G. Méndez Identification of Road Pavement Effects on Heat Islands (P21-20984) Josue Martinez-Martinez/Universidad Ana G. Méndez Synthesis of silicon nanowires for the development of high-performance Li-ion batteries (P21-20985) Carlos Valentin Cruz/Universidad Ana G. Méndez Covid-19 impact on pilot demand (P21-20986) Edward Brink/University of Maryland, Eastern Shore The Effect of Boat Strikes on Manatees and Proposed Enforcements to Maintain Their Population (P21-20987) Shakira Goffe/University of Maryland, Eastern Shore The Transportation System and the benefits of Lidar on it (P21-20988) Michael Amo/University of Maryland, Eastern Shore Transition to Supervision: A Skills Gap Analysis of Individual Contributors and Supervisors in the Field of Construction (P21-20989) Callie Thomason French/University of New Mexico E-Ticketing Technologies for Efficient Asphalt Delivery Ticket Collection and Quantity Calculation (P21-20990) Gena Robertson/University of New Mexico Public Art and Transportation (P21-20991) Maria Cruz/University of New Mexico Prediction of Trip Productions for Exclusive Zones of a Dockless Electric Scooter Service using Machine Learning Regression Algorithms (P21-20992) Juan Florez-Coronel/University of Puerto Rico, Mayaguez Using Intelligent Transportation Systems as a solution to mitigate traffic congestion in the Mayagüez region (P 21-20993) Edgar López-Rondón/University of Puerto Rico, Mayaguez Management Issues and Challenges Presented in Luis Muñoz Marín International Airport by the COVID-19 Pandemic (P21-20994) Natalia Font-Velez/University of Puerto Rico, Mayaguez Machine Learning-Based Prediction of Trip Productions for a Dockless Electric Scooter Service (P21-20996) Juan Gonzalez-Lopez/University of Puerto Rico, Mayaguez Implementation of Autonomous Vehicles for Shared Urban Transport (P21-20997) Sebastian Peña/University of Puerto Rico, Mayaguez DDETFP poster 187 (P21-20998) Hector Cruz/University of Texas, El Paso Harmonization of Performance Characterization of Asphalt Binders and Concrete Mixtures (P21-21001) Monica Santillana/University of Texas, El Paso DDETFP poster 189 (P21-21003) Leon Ramses/University of Texas, El Paso Effects of Design Parameters on Mechanical Performance of Balanced Hot Mix Asphalt Mixtures (P21-21004) Sarah De La O/University of Texas, El Paso Evaluating Volumetric and Mechanical Properties during Quality Control Stage of Asphalt Concrete Construction (P21-21005) Weston Chenausky/University of Texas, El Paso Web–Based Application to Visualize Performance of Regional Multimodal Corridors (P21-21012) Sebastian Gonzalez/University of Texas, El Paso

(continued) 243 A historical analysis of stadium development in San Antonio, TX and implications for future public transportation decisions (P21-21013) David Robinson/University of Texas, San Antonio Doppler Shift Acquisition for Mobile Communication Using Deep Learning (P21-21014) Thinh Ngo/University of Texas, San Antonio Los Angeles’s Transit Future: On the Right Track or Derailed (P21-21015) Isaac Levy/University of Texas, San Antonio Delineating Faults Via Remote Sensing and Geochemical Analysis of the Independence Basin Aquifer System ( P21-21016) Ashley Aguilar/University of Texas at San Antonio Wireless Sensor Network for Bearing Health Monitoring (P21-21017) Leonel Villafranca/University of Texas, Rio Grande Valley Energy Harvesting Device for Powering Onboard Condition Monitoring Modules in Rail Service (P21-21021) Martin Amaro/University of Texas, Rio Grande Valley The South Texas coastal watershed inundation model using HEC-RAS to predict potential flooding of the federal highway network map (P21-21023) Hien Nguyen/University of Texas, Rio Grande Valley Utilizing Forecast Results to Navigate Flooded Areas (P21-21024) Martin Flores/University of Texas, Rio Grande Valley DDETFP poster 201 (P21-21039) Yellitza Soto/University of Texas, Rio Grande Valley DDETFP poster 202 (P21-21040) Pina Ovalle/University of Texas, Rio Grande Valley DDETFP poster 203 (P21-21041) Toribio Perez/University of Texas, Rio Grande Valley Analysis of Mechanical and Electrical Properties of Thermoplastic Polyurethane Carbon Nanofibers for Use in Freight Railcar Suspension Pads (P21-21042) Jesse Aguilera/University of Texas, Rio Grande Valley Lunar Mining Robot (P21-21043) Faith Little/Virginia State University Voice Command Wheelchair (P21-21044) Keimyon Brown/Virginia State University Design and Develop Eye Tracking System (P21-21045) Isaac Eason/Virginia State University Design and Develop Eye Tracking System (P21-21046) Brian Dao/Virginia State University DDETFP poster 209 (P21-21048)

DDETFP poster 210 (P21-21049)

DDETFP poster 211 (P21-21050)

DDETFP poster 212 (P21-21052)

DDETFP poster 213 (P21-21053)

DDETFP poster 214 (P21-21054)

DDETFP poster 215 (P21-21055)

DDETFP poster 216 (P21-21056)

DDETFP poster 217 (P21-21057)

DDETFP poster 218 (P21-21058)

DDETFP poster 219 (P21-21059)

(continued) 244 DDETFP poster 220 (P21-21060)

1398

Thursday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session Geotechnical Temperature/Moisture Effects on Performance of Road Building Materials Benjamin Worel, Minnesota Department of Transportation, presiding Angelica Palomino, University of Tennessee, Knoxville, presiding Sponsored By Standing Committee on Geo-Environmental and Climatic Impacts on Geomaterials

Seven papers on cutting edge technology based on physical and chemical processes including climatic effects , freezing and thawing, and other interactions under various environmental conditions in natural, recycled, and engineered materials

Comparisons of Soil Temperatures and Volumetric Water Contents between the Center and Shoulder Locations of Granular Roadways (TRBAM-21-02745) Derya Genc/Iowa State University, Jeramy Ashlock/Iowa State University, Bora Cetin/Iowa State University, Kristen Cetin/Iowa State University, Masrur Mahedi/Iowa State University, Robert Horton/Iowa State University Performance Evaluation of Different Insulating Material Using Field Temperature and Moisture Data (TRBAM-21 -02975) Yunyan Huang/University of Alberta, Mohamad Nojumi/University of Alberta, Leila Hashemian/University of Alberta, Alireza Bayat/University of Alberta Evaluating the durability of lime stabilized soil mixtures: An engineering, mineralogical and geochemical approach (TRBAM-21-03000) Pavan Akula/Texas A&M University, Saureen Naik/Texas A&M University, Dallas Little/Texas A&M University Electrical Resistivity Hysteresis Response of Clayey-Sands under Sub-freezing Conditions (TRBAM-21-03121) Rui Liu/Rowan University, Daniel Offenbacker/Rowan University, Cheng Zhu/Rowan University, John Schmalzel/Rowan University, Yusuf Mehta/Rowan University, Benjamin Barrowes/Rowan University, Danney Glaser/Rowan University, Wade Lein/Rowan University Investigation of Thermally and Mechanically Balanced Structural Design of Insulated Pavements for Cold Region Applications (TRBAM-21-03194) Zhuang Zhuo/Rowan University, Ayman Ali/Rowan University, Cheng Zhu/Rowan University, Yusuf Mehta/Rowan University, Wade Lein/Rowan University, Christopher Decarlo/Rowan University, Zhaoxing Xie/Rowan University Reclaimed Asphalt Pavement Geopolymer Concrete as a Road Construction Material (TRBAM-21-03413) Mohammad Khattak/University of Louisiana, Lafayette, Sk Syfur Rahman/University of Louisiana, Lafayette Reasons for Swell Reduction in Lime Treated Soils Bearing High Risk Levels of Sulfates When Compacted at Above Optimum Moisture Contents (TRBAM-21-03512) Syam Nair/Indian Institute of Technology, Kanpur, Ankit Godara/Indian Institute of Technology, Kanpur

1399

Thursday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1399 - Emerging Topics in Asphalt Binder Research: Modification and Additives Nazimuddin Wasiuddin, Louisiana Technological University, presiding Raquel Moraes Puchalski, National Center for Asphalt Technology (NCAT), presiding Sponsored By Standing Committee on Binders for Flexible Pavement

Comparing Micro- and Macro-level Rheological Properties of Polymeric and RAP modified Asphalt Binders (TR BAM-21-03573) Tandra Bagchi/Arkansas State University, Zahid Hossain/Arkansas State University, Mohammad Ziaur Rahaman/Arkan sas State University, Gaylon Baumgardner/Arkansas State University Effect of Bio-oil on Rheology of Organosolv Lignin Modified Bitumen (TRBAM-21-00745) Yi Zhang/Chang'an University, Xueyan Liu/Chang'an University, Shisong Ren/Chang'an University, Ruxin Jing/Chang'an University, Peng Lin/Chang'an University, Wolfgang Gard/Chang'an University, Panos Apostolidis/Chang'an University, Sandra Erkens/Chang'an University, Athanasios Skarpas/Chang'an University

(continued) 245 High- and Low-temperature Performance of Crumb Rubber Modified Bitumen with Warm-mix Additives (TRBA M-21-00358) Haopeng Wang/Delft University of Technology, Xueyan Liu/Delft University of Technology, Panos Apostolidis/Delft University of Technology, Di Wang/Delft University of Technology, Sandra Erkens/Delft University of Technology, Athanasios Skarpas/Delft University of Technology Effect of Blending Time, Polymer Content and Form on the Internal Structure and Rheological Properties of Polyolefin-Modified Bitumen (TRBAM-21-00229) Luca Desidery/Khalifa University of Science and Technology, Michele Lanotte/Khalifa University of Science and Technology Investigation of waterborne polyurethane and acrylate as potential modifiers for asphalt emulsion (TRBAM-21- 01340) Ling Xu/Tongji University, Xianrui Li/Tongji University, Qidi Zong/Tongji University, Feipeng Xiao/Tongji University Influence of Aging on Rheology- and Chemistry-Based Properties of High Polymer-Modified Asphalt Binders (T RBAM-21-01468) Jhony Habbouche/Virginia Transportation Research Council, ilker Boz/Virginia Transportation Research Council, Elie Hajj/Virginia Transportation Research Council, Nathan E. Morian/Virginia Transportation Research Council Effect of Rubber Absorption on the Aging Resistance of Hot and Warm Asphalt Rubbers (TRBAM-21-01006) Danning Li/Hong Kong Polytechnic University, Zhen Leng/Hong Kong Polytechnic University, Fuliao Zou/Hong Kong Polytechnic University, Huayang Yu/Hong Kong Polytechnic University Innovative Application of Waste Polyethylene Terephthalate (PET) Derived Additive as A n Anti-stripping Agent for Asphalt Mixture (TRBAM-21-01057) Rui Li/Hong Kong Polytechnic University, Zhen Leng/Hong Kong Polytechnic University, Xiong Xu/Hong Kong Polytechnic University, Jingting Lan/Hong Kong Polytechnic University Bio-Modifier Source Influences the Effect of Sulfur on Bio-Modified Rubberized Bitumen (TRBAM-21-02919) Tao Zhou/Arizona State University, Sainan Xie/Arizona State University, Faisal Kabir/Arizona State University, Liping Cao/Arizona State University, Ellie Fini/Arizona State University Asphaltenes-Modified Binders for High Modulus Asphalt Concrete Applications (TRBAM-21-02786) Amirhossein Ghasemirad/Univesity of Alberta, Nura Bala/Univesity of Alberta, Leila Hashemian/Univesity of Alberta, Alireza Bayat/Univesity of Alberta Using Synergistic Effects of Sulfur and Waste Vegetable Oil to Increase the Elasticity of Bio-Modified Bitumen ( TRBAM-21-03821) Ellie Fini/Arizona State University, Mohammad Tabrizi/Arizona State University, Ehsan Hosseini/Arizona State University , Tao Zhou/Arizona State University, Faisal Kabir/Arizona State University Rheological and Component Characterization of an Innovative Bio-Binder Using Guayule Resin in Partial and Entire Asphalt Replacement (TRBAM-21-03341) Ahmed Hemida/Missouri University of Science and Technology, Magdy Abdelrahman/Missouri University of Science and Technology Evaluating the Performance of Crumb Rubber and High Float Polymer Modified Asphalt Emulsions in Chip Seal Applications (TRBAM-21-03868) Md Tanvir Ahmed Sarkar/Louisiana State University, Md Nafiur Rahman/Louisiana State University, Mostafa Elseifi/Loui siana State University, Samuel Cooper/Louisiana State University, Samuel Cooper/Louisiana State University On the Quantification and Mechanism of SBS Modifier in SBS-Modified Asphalt (TRBAM-21-04437) Lu Zhou/Tongji University, Quan Lv/Tongji University

1400

Thursday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1400 - Mobility Changes and Community Impacts of COVID-19 Alec Biehl, Oak Ridge National Laboratory, presiding Eleni Bardaka, North Carolina State University, presiding Sponsored By Standing Committee on Community Resources and Impacts

What can U.S. Travel Data tell Planners about Opening the Economy during COVID-19? (TRBAM-21-04052) Manish Shirgaokar/University of Colorado, Denver, Aditi Misra/University of Colorado, Denver, Erin Nobler/University of Colorado, Denver, Diana Muresan/University of Colorado, Denver

(continued) 246 Mobility Patterns and the Spread of COVID-19 in Latin America: The Case of Santiago de Chile (TRBAM-21-0088 0) Francisca Giraldez/Inter-American Development Bank, Felipe Bedoya-Maya/Inter-American Development Bank, Agustina Calatayud/Inter-American Development Bank, Santiago Sanchez-Gonzalez/Inter-American Development Bank Mobility Adaptation Disparity among Income Groups during the COVID-19 Pandemic (TRBAM-21-02638) Kentaro Iio/Traf-IQ, Inc., Xiaoyu Sky Guo/Traf-IQ, Inc., Xiaoqiang Kong/Traf-IQ, Inc., Kelly Rees/Traf-IQ, Inc., Bruce Wang/Traf-IQ, Inc. Modeling public transport recovery time following the COVID-19 pandemic outbreak: Evidence from Athens, Greece (TRBAM-21-00882) Athanasios Kopsidas/National Technical University of Athens (NTUA), Christina Milioti/National Technical University of Athens (NTUA), Konstantinos Kepaptsoglou/National Technical University of Athens (NTUA), Eleni Vlahogianni/National Technical University of Athens (NTUA) Impact of COVID-19 on Food Shopping: A Spatio-Temporal Analysis of Changes in Travel to Supermarket and Grocery Stores (TRBAM-21-03536) Armita Kar/Ohio State University, Huyen Le/Ohio State University, Andre Carrel/Ohio State University, Yasuyuki Motoyama/Ohio State University, Harvey Miller/Ohio State University Spatial Accessibility Assessment of COVID-19 Patients to Healthcare Facilities: A Case Study of Florida (TRBA M-21-00142) Mahyar Ghorbanzadeh/Florida A&M University-Florida State University College of Engineering, Kyusik Kim/Florida A&M University-Florida State University College of Engineering, Eren Ozguven/Florida A&M University-Florida State University College of Engineering, Mark Horner/Florida A&M University-Florida State University College of Engineering Compact Development and Adherence to Social Distancing During the COVID-19 Pandemic: A Longitudinal Investigation in the United States (TRBAM-21-01922) Shima Hamidi/Johns Hopkins University, Ahoura Zandiatashbar/Johns Hopkins University Public Transport Demand and Supply Changes During COVID-19 Pandemic: The Case of the city of Sao Paulo, Brazil (TRBAM-21-01981) Aitan Militao/No Organization, Igor Maranhão/No Organization, Romulo Orrico/No Organization Healthcare and Pharmacy Access Challenges Among Former Transit Riders During COVID-19 Lockdowns in Toronto and Vancouver (TRBAM-21-03976) Matthew Palm/University of Toronto, Scarborough, Shelby Sturrock/University of Toronto, Scarborough, Nicholas Howell /University of Toronto, Scarborough, Michael Widener/University of Toronto, Scarborough, Steven Farber/University of Toronto, Scarborough

1401

Thursday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1401 - Beyond Fixed Route Service: On Demand and other First- and Last-mile Considerations Frances Fisher, Bay Area Rapid Transit (BART), presiding Sponsored By Standing Committee on Transit Management and Performance

Research on First and Last Mile, On-Demand service and Microtransit.

Eliminating Barriers to Nighttime Activity Participation: The Case of On-Demand Transit in Belleville, Canada (T RBAM-21-01908) Yixue Zhang/University of Toronto, Steven Farber/University of Toronto, Mischa Young/University of Toronto Integrating Fixed and Demand-responsive Transportation for Flexible Transit Network Design (TRBAM-21-0249 3) Giovanni Calabrò/Singapore-MIT Alliance for Research and Technology, Andrea Araldo/Singapore-MIT Alliance for Research and Technology, Simon Oh/Singapore-MIT Alliance for Research and Technology, Ravi Seshadri/Singapore- MIT Alliance for Research and Technology, Giuseppe Inturri/Singapore-MIT Alliance for Research and Technology, Moshe Ben-Akiva/Singapore-MIT Alliance for Research and Technology Planning for the First and Last Mile: A Review of Practices at Selected Transit Agencies (TRBAM-21-02700) Hossain Mohiuddin/University of California, Davis Performance Measurement and Evaluation Framework of Public Microtransit Service (TRBAM-21-02708) Todd Hansen/Texas A&M Transportation Institute, Michael Walk/Texas A&M Transportation Institute, Shuman Tan/Texa s A&M Transportation Institute, Ahmadreza Mahmoudzadeh/Texas A&M Transportation Institute An equilibrium approach toward the optimal fleet management of a Last Mile Transit Service (TRBAM-21-04464) PRIYAMVADA NATARAJAN/Ohio State University, Cathy Xia/Ohio State University, Andre Carrel/Ohio State University

247 1402

Thursday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1402 - Innovative Service Planning Approaches for Urban Rail Transit Systems David Nelson, Jacobs, presiding Sponsored By Standing Committee on Urban Rail Transit Systems

Researches investigate the efficacy of alternative approaches to traditions service planning for urban rail transit systems.

Service Optimization of Urban Rail Transit Line with Short-turn and Express/ Local Services (TRBAM-21-00763) Tao Feng/Southwest Jiaotong University, Qiyuan Peng/Southwest Jiaotong University, Dian Wang/Southwest Jiaotong University, Siyu Tao/Southwest Jiaotong University Assessing the Bus Bridging Effectiveness on the Operational Resilience of the Subway Service in Toronto (TR BAM-21-00904) Alaa Itani/University of Toronto, Amer Shalaby/University of Toronto Research on Critical Stations Identification for Operation of Urban Rail Transit Network (TRBAM-21-01142) Jinyi Chen/Southeast University, Tiezhu Li/Southeast University, Yong Li/Southeast University, Wei Zheng/Southeast University Ridership and human mobility of metro system under the typhoon weather event: A case study in Fuzhou, China (TRBAM-21-01198) Yuchen Lin/Fuzhou University, Shixiong Jiang/Fuzhou University, Dewang Chen/Fuzhou University Multi-Objective Optimization for Skip-Stop Strategy Based on Smartcard Data Considering Total Travel Time and Equity (TRBAM-21-02131) Sang-Wook Han/Seoul National University, Eun Hak Lee/Seoul National University, Dong-Kyu Kim/Seoul National University A Method to Minimize Transfer Waiting Time on Urban Rail Trip Considering Rail Stopping Time Extension (TR BAM-21-02425) Jumei Zhu/Southeast University, Xiucheng Guo/Southeast University, Junlan Chen/Southeast University, Shuang Li/So utheast University Network Design and Line Planning on Multi-modal Rail Transit Network Within Metropolitan Area (TRBAM-21-0 3643) Xinmei Chen/Southwest Jiaotong University, Virginie Lurkin/Southwest Jiaotong University, Qiyuan Peng/Southwest Jiaotong University, Siyu Tao/Southwest Jiaotong University Stop-skipping Strategy Based on Stop-to-stop Dependent Demand in Urban Subway Lines (TRBAM-21-04378) Mohammadjavad Javadinasr/University of Illinois, Chicago, Amir Bahador Parsa/University of Illinois, Chicago, Yousef Shafahi/University of Illinois, Chicago, Abolfazl Mohammadian/University of Illinois, Chicago Skip-stop Train Service Stop Scheme In Urban Rail Transit Based On Passengers' Reverse Transfer (TRBAM-21 -03533) Sijia Zhang/Southwest Jiaotong University, Jiannan Mao/Southwest Jiaotong University, Yuting Chen/Southwest Jiaotong University, Hao Huang/Southwest Jiaotong University, Lan Liu/Southwest Jiaotong University

1403

Thursday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1403 - Current Issues in Airfield and Airspace Performance Michael Hanowsky, Woolpert, Inc., presiding Sponsored By Standing Committee on Airfield and Airspace Performance

ACRP Graduate Student Paper - Simulation Analyses of End-Around Taxiway Operations under Four Different Runway and Taxiway Choices (TRBAM-21-00492) Yilin Feng/California State University, Los Angeles, Mary Johnson/California State University, Los Angeles How to Present and Use the Results of Flexibility In Strategic Flight Planning (TRBAM-21-01424) Tatjana Bolic/University of Westminster, Lorenzo Castelli/University of Westminster, Giovanni Scaini/University of Westminster, Giuseppe Frau/University of Westminster, Stefano Guidi/University of Westminster A Spatial-Temporal Neural Network Model for Estimated Time of Arrival Prediction in Terminal Manoeuvring Area (TRBAM-21-02060) Yan Ma/Beihang University, Mingyuan Zhang/Beihang University, Wenbo Du/Beihang University, Yu Zhang/Beihang University, Xianbin Cao/Beihang University

(continued) 248 Benefits Derived from Arrival Management and Wake Turbulence Re-categorization– some Evidence from China (TRBAM-21-02132) Zihan Peng/Nanjing University of Aeronautics and Astronautics, Junfeng Zhang/Nanjing University of Aeronautics and Astronautics, Tong Xiang/Nanjing University of Aeronautics and Astronautics, Bing Wang/Nanjing University of Aeronautics and Astronautics, Haipeng Guo/Nanjing University of Aeronautics and Astronautics Data-Driven Method for the Prediction of Estimated Time of Arrival (TRBAM-21-02431) Xuhao Gui/Nanjing University of Aeronautics and Astronautics, Junfeng Zhang/Nanjing University of Aeronautics and Astronautics, Tong Xiang/Nanjing University of Aeronautics and Astronautics, Chunwei Yang/Nanjing University of Aeronautics and Astronautics Causal Analysis of Lateral Deviation of Flights in Terminal Airspace (TRBAM-21-02934) Wallace Silva Sant’anna Souza/Fundação Casimiro Montenegro Filho – ITA, Joao Tarelho Szenczuk/Fundação Casimiro Montenegro Filho – ITA, Marcelo Xavier Guterres/Fundação Casimiro Montenegro Filho – ITA, McWillian de Oliveira/Fundação Casimiro Montenegro Filho – ITA, Mayara Condé Rocha Murça/Fundação Casimiro Montenegro Filho – ITA, Carlos Müller/Fundação Casimiro Montenegro Filho – ITA Modeling Arrival Flight Times within the Terminal Airspace (TRBAM-21-03335) Osama Alsalous/Virginia Polytechnic Institute and State University (Virginia Tech), Susan Hotle/Virginia Polytechnic Institute and State University (Virginia Tech)

1404

Thursday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 8 1404 - The State of Science and Practice for Rear Seat Safety: Successes, Challenges and Next Steps in the Frontier Stephen Arhin, Howard University, presiding Sponsored By Standing Committee on Occupant Protection

There is evidence that the rear seat has lost some of its safety advantage relative to the front seat. While the front seat has seen improvements in engineering, behavioral, legislative and enforcement arenas, such improvements have been slower to diffuse to adult and vulnerable elderly rear-seated passengers. This session provides an update on the latest evolving science of adult rear-seat occupant protection and a forum for discussion of the gaps and next steps in improving rear-seat motor vehicle safety.

An Overview of the State of Science, Practice and Gaps in Motor Vehicle Rear Seat Safety (P21-21216) James Hedlund/Highway Safety North Rear-Seated Restrained and Unrestrained Adults: Trends and Characteristics of Vehicles, Occupants, Crashes, Injury, Hospitalizations and Medical Charges (P21-21217) Joyce Pressley/Columbia University Optimizing Seat Belt and Airbag Designs for Rear Seat Occupant Protection in Frontal Crashes (P21-21218) Jingwen Hu/University of Michigan, Ann Arbor Next Steps in Rear Seat Occupant Protection (P21-21219) Marcy Edwards/Insurance Institute for Highway Safety The Frontier: Closing the Research and Practice Gap Discussion (P21-21220) James Hedlund/Highway Safety North, Stephen Arhin/Howard University

1405

Thursday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 9 1405 – Measuring Transportation Needs and Performance in the Era of the Pandemic Jay Styles, Virginia Department of Transportation, presiding David Vautin, Metropolitan Transportation Commission (MTC), presiding Sponsored By Standing Committee on Performance Management, Standing Committee on Transportation Planning Policy and Processes, Standing Committee on Transportation Planning Analysis and Application, Standing Committee on Strategic Management, Standing Committee on Transportation Asset Management

Transportation agencies honed their forecasting methods for decades , seeking to better predict future demand. Then COVID-19 hit – making teleworking widespread and yielding near-immediate impacts on travel demand. What performance measures can help planners and policymakers better understand near- and long-term needs today? How do we ensure our measures shed light on growing inequities? Key transportation leaders will share their thoughts on the nexus of performance and extreme uncertainty.

(continued) 249 Staying Nimble During a Crisis Using Performance Data (P21-20109) Sondra Rosenberg/Nevada Department of Transportation COVID-19 Scenario Analysis: Potential Transportation Impacts and Opportunities in Northern Virginia (P21-201 10) Keith Jasper/Northern Virginia Transportation Authority Citywide Mobility Survey: Transportation Impacts of COVID-19 in New York City (P21-20142) William Carry/New York City Department of Transportation, Michael Replogle/New York City Department of Transportation

1406

Thursday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 12 1406 - Incorporation of NDT Methods in the Quality Assurance of Concrete During Production and Construction Dimitrios Goulias, University of Maryland, College Park, presiding Sponsored By Standing Committee on Quality Assurance Management

Improving the Reliability of Resistivity Tests of Concrete for QA (P21-20111) Karthik Obla/National Ready Mixed Concrete Association Maturity and Pullout Testing for Quality Assurance of Concrete Quality (P21-21129) Nicholas Carino/National Institute of Standards and Technology Non-Destructive Testing for Strength Gain Monitoring of Concrete in Quality Assurance (P21-21130) Setare G Saremi/University of Maryland, Dimitrios Goulias/University of Maryland, College Park Real-time monitoring of concrete strength development for optimal traffic opening time (P21-21131) Luna Lu/Purdue University, Tommy Nantung/Indiana Department of Transportation Determination of water-to-cement ratio of fresh concrete by GPR method (P21-21132) Jan Olek/Purdue University

1407

Thursday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 15 1407 - The Continued Evolution of UAS for Transportation Design Curtis Clabaugh, ESP Associates, Inc., presiding Sponsored By Standing Committee on Geospatial Data Acquisition Technologies

Topics covered include legal issues for use of a drone for engineering applications , technology and reasonable expectations, what does it take to achieve "engineering" quality results, and a detailed comparison of various UAVs and techniques used by the Oklahoma DOT. Included in discussions are rules beyond what the FAA requires, best practices and achievable results.

Accuracy Considerations in Drone LiDAR/Imaging Systems (P21-20757) Lewis Graham/GeoCue Corporation Detailed Comparison of Three LiDAR Captures from Drone and Rotary Platforms, and at Different Altitudes on Oklahoma DOT Roadway (P21-20767) Kyle King/Oklahoma Department of Transportation, Mark Meade/Quantum Spatial, Inc. sUAS regulations and legal challenges for FAA and professionals (P21-20768) Curtis Clabaugh/ESP Associates, Inc.

250 1408

Thursday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 1 1408 - Diminished, Diseased, and Defunded: Critical Issues in the Emergency Responder Workforce Scott Parr, Embry Riddle Aeronautical University, presiding Sponsored By Section ‐ Transportation Systems Resilience, Subcommittee on Emergency Responders, Standing Committee on Regional Transportation Systems Management and Operations, Standing Committee on Transportation Safety Management Systems, Standing Committee on Traffic Law Enforcement, Standing Committee on Disaster Response, Emergency Evacuations, and Business Continuity, Standing Committee on Systems, Enterprise, and Cyber Resilience

From traffic incidents to regional weather events, the resilience of the transportation network falls in large part, upon the shoulders of emergency responders. Recent workforce shortages brought to bear by the COVID-19 pandemic and calls to defund the police have highlighted the vulnerability of responder agencies. This panel discussion features leaders from Police, Fire, EMS and towing services. Speakers will discuss their unique perspective on workforce related issues from recruitment and retention to safety and mental health. Particular focus will be given to the implications of a diminished, diseased, and defunded responder workforce on transportation systems safety and operations.

COVID-19 Impacts on Alexandria, Virginia Emergency Management (P21-21302) Michael Brown/Alexandria Police Department Success Up Life (P21-21303) Candice McDonald/Emergency Responder Safety Institute Rochester Imarc Handling of COVID-19 (P21-21304) Gaynell Rochester/Towing and Recovery Association of American Our Heros in Ambulance and Emergency Management Services (P21-21305) Robert Lawrence/California Ambulance Association Highway Safety during COVID-19 (P21-21448) Tim Burrows/Governors Highway Safety Association (GHSA)

1409 CM (1.50)

Thursday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 7 1409 - Macro Impacts of COVID-19 on the New Technology Market Rachael Nealer, U.S. Department of Energy (DOE), presiding Sponsored By Standing Committee on Alternative Fuels and Technologies, Standing Committee on Air Quality and Greenhouse Gas Mitigation, Standing Committee on Transportation Energy

The COVID-19 pandemic has affected our daily lives, our transportation choices, and even this conference! The focus of the COVID-19 response in transportation has been on traveler safety, mode choice, behavior and perceptions. This session will focus on the macro trends occurring because of the pandemic and explore the additional challenges or potential unique opportunities for the new technology market, specifically electric vehicles. The panelists for this session come from policy, industry, and research perspectives to provide a holistic view of the evolving challenges and opportunities we face in recovery from the pandemic related to electric vehicles.

A Research Perspective (P21-20790) Jacob Ward/U.S. Department of Energy (DOE) A Federal Policy Perspective (P21-20791) Lisa Snapp/U.S. Environmental Protection Agency (EPA) A State Policy Perspective (P21-20793) Gil Tal/University of California, Davis

1410

Thursday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 2 1410 - Readiness Assessment for Federal Intercity Rail Funding in 2021 Sharon Greene, InfraStrategies LLC, presiding Sponsored By Standing Committee on Passenger Rail Transportation

(continued) 251 Potential New Funding for Intercity Rail Service (P21-21314) Michael Lestingi/Federal Railroad Administration (FRA) Developing the Business Case for Intercity Rail Investment (P21-21315) Glen Weisbrod/EBP US, Inc., Charles Quandel/Quandel Consultants, Inc Federal Funding for State Supported Projects (P21-21316) Jennifer Mitchell/Virginia Department of Rail and Public Transportation What Have We Learned from ARRA? (P21-21317) Eric Peterson/Eric C. Peterson Public-Private Partnership Opportunities (P21-21318) Karen Hedlund/WSP

1411

Thursday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Session 3 1411 - Pandemic Impacts on Agriculture and Food Supply Chains Mark Berndt, Quetica, LLC, presiding Sponsored By Standing Committee on Agriculture and Food Transportation

In this session four representatives from various sectors of agriculture and food production/distribution industries will discuss the short and long term impacts on food supply chains. What corrective actions their industries took to respond to supply chain issues? What permanent or long term changes have resulted from the issues experienced? And, what if any issues experienced as a result of the pandemic would benefit from public research?

Pandemic Impacts on the Food Packaging Industry (P21-20135) Curt Linson/Scholle IPN Pandemic Impacts on the Dairy Industry (P21-20139) Elena Asher/Dairy Farmers of America Pandemic Impacts on Pork Supply Chains (P21-20140) Gene Noem/National Pork Board

1412

Thursday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1412 - Innovative Research on Freight Data Methods and Applications Stephanie Finch, Port Authority of New York and New Jersey, presiding Sponsored By Standing Committee on Freight Transportation Data

This session will highlight innovative data sources, methods, and applications for freight planning and operations.

Specified Highway Freight Estimation Based on Multi-Source Data Fusion (TRBAM-21-00030) Peng Zhang/Beihang University, Enze Huo/Beihang University, Fangshu Lei/Beihang University, Yingping Wang/Beihan g University, Mingchen Gu/Beihang University, Xiaolei Ma/Beihang University Truck Parking Occupancy Prediction: End-to-End Machine Learning Framework (TRBAM-21-00374) Sebastian Gutmann/Technical University of Munich, Christoph Maget/Technical University of Munich, Klaus Bogenberger/Technical University of Munich Suitability of Fusing Vehicle Probe Data and Vessel Data to Contextualize the Multimodal Interaction Impacts on Corridor Mobility – a New Orleans Case Study (TRBAM-21-00918) Bethany Stich/University of New Orleans, Kirk Zeringue/University of New Orleans, Guang Tian/University of New Orleans Study on the Establishment of Integrated Database on Livestock-Related Vehicles to Prevent the Spread of Livestock Infectious Disease (TRBAM-21-01734) Heehyeon Jeong/University of Seoul, Jungyeol Hong/University of Seoul, Dongjoo Park/University of Seoul STATEWIDE ANALYSIS OF TRUCK GPS DATA TO UNDERSTAND TRUCK 1 PARKING UTILIZATION (TRBAM-21-0 2888) Makarand Gawade/HDR, Arjun Chauhan/HDR Using machine learning to predict freight vehicles demand for loading zones in urban environments (TRBAM-2 1-03062) Andres Regal Ludowieg/Universidad del Pacífico, Iván Sánchez-Díaz/Universidad del Pacífico, Lokesh Kalahasthi/Univ ersidad del Pacífico

(continued) 252 A Deep Ensemble Neural Network Approach for FHWA Axle-based Vehicle Classification using Advanced Single Inductive Loops (TRBAM-21-03975) Yiqiao Li/University of California, Irvine, Andre Tok/University of California, Irvine, Stephen Ritchie/University of California, Irvine Truck Parking Pattern Aggregation and Real-time Availability Prediction by Multi-task Learning (TRBAM-21-040 40) Hao Yang/University of Washington, Chenxi Liu/University of Washington, Yifan Zhuang/University of Washington, Wei Sun/University of Washington, Yinhai Wang/University of Washington Modelling Long-Haul Truck Route Choice in Ontario (TRBAM-21-04163) Syed Ubaid Ali/York University, Kevin Gingerich/York University Incremental System for Identifying Prime Routes in Logistics Transportation Services (TRBAM-21-04389) Ajay Hayagreeve/FourKites India Private Limited, Jayakarthick Sathyanarayanan/FourKites India Private Limited, Vinodh Krishnaraju/FourKites India Private Limited

1413

Thursday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1413 - Featured research on congestion pricing Rami Harb, Atkins, presiding Sponsored By Standing Committee on Transportation Demand Management

Congestion pricing is of increasing interest to transportation agencies interested in better managing demand for limited transportation infrastructure. It is well established in many European and Asian cities and is likely to be implemented in several North American cities in the near future. This session will cover recent research on congestion pricing covering a range of topics including new technologies, modeling approaches, implementations.

Geofencing to Enable Differentiated Road User Charging (TRBAM-21-00060) Petter Arnesen/SINTEF, Hanne Seter/SINTEF, Ørjan Tveit/SINTEF, Mats Bjerke/SINTEF Techonologies For Congestion Pricing (TRBAM-21-00159) Lewis Clements/University of Texas, Austin, Kara M. Kockelman/University of Texas, Austin, William Alexander/Universi ty of Texas, Austin Quantifying responses to changes in the jurisdiction of a congestion charge: A study of the London Western Extension (TRBAM-21-00185) Laila Ait Bihi Ouali/Imperial College London, Davis Musuuga/Imperial College London, Daniel Graham/Imperial College London Variable Congestion Tolling and Shared Mobility: A Match Worth Making? (TRBAM-21-00557) Patrick DeCorla-Souza/Federal Highway Administration (FHWA), Paul Minett/Federal Highway Administration (FHWA) A Validated Multi-Agent Simulation Test Bed to Evaluate Congestion Pricing Policies on Population Segments by Time-Of-Day in New York City (TRBAM-21-00984) Yueshuai He/University of California, Los Angeles, Jinkai Zhou/University of California, Los Angeles, Ziyi Ma/University of California, Los Angeles, Ding Wang/University of California, Los Angeles, Di Sha/University of California, Los Angeles , Mina Lee/University of California, Los Angeles, Joseph Chow/University of California, Los Angeles, Kaan Ozbay/Univer sity of California, Los Angeles Exploratory Evaluation of a Concept Combining On-Demand Ridesharing with Congestion Pricing (TRBAM-21- 01571) Patrick DeCorla-Souza/Federal Highway Administration (FHWA) A "LITE" ACTIVITY-BASED MODELING APPROACH FOR CONGESTION PRICING IN SAN FRANCISCO (TRBAM- 21-02866) Drew Cooper/San Francisco County Transportation Authority (SFCTA), Joe Castiglione/San Francisco County Transportation Authority (SFCTA), David Long/San Francisco County Transportation Authority (SFCTA), Colin Dentel-Po st/San Francisco County Transportation Authority (SFCTA), Rachel Hiatt/San Francisco County Transportation Authority (SFCTA), Bhargava Sana/San Francisco County Transportation Authority (SFCTA), Daniel Tischler/San Francisco County Transportation Authority (SFCTA) Incorporating Travel Time Reliability In Equitable Congestion Pricing Schemes For Heterogeneous Users And Bimodal Networks (TRBAM-21-04233) Fatemeh Fakhrmoosavi/Michigan State University, Ali Zockaie/Michigan State University, Khaled Abdelghany/Michigan State University

253 1414

Thursday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1414 - Parking research in the context of transportation demand management Rachel Weinberger, Weinberger & Associates, presiding Sponsored By Standing Committee on Transportation Demand Management

This poster session highlights recent research on related to parking management as a transportation demand management tool. Participants will learn about modeling approaches for new parking management strategies, behavioral research results, and new methods for parking management that leverage emerging technologies.

Analysis of On-Street Parking Payment Behavior in a Large Urban Center (TRBAM-21-00535) Behrang Assemi/Queensland University of Technology, Alexander Paz/Queensland University of Technology, Douglas Baker/Queensland University of Technology Assessing Variations to Minimum Residential Parking Requirements in Melbourne (TRBAM-21-00548) Chris De Gruyter/RMIT University, Liam Davies/RMIT University, Long T. Truong/RMIT University Research on Parking App Choice Behavior Based on MNL (TRBAM-21-01096) Chang Yang/Ningbo University, Xiaofei Ye/Ningbo University, Xingchen Yan/Ningbo University, Lili Lu/Ningbo University, Zhen Yang/Ningbo University, Tao Wang/Ningbo University, Jun Chen/Ningbo University Deep Spatiotemporal Networks for Shared Parking Supply and its Corresponding Shareable Duration Prediction (TRBAM-21-01711) yonghong liu/Southwest Jiaotong University, luo xia/Southwest Jiaotong University, Xin chen/Southwest Jiaotong University Long-Term Forecasting of Off-Street Parking Occupancy for Smart Cities (TRBAM-21-01724) Elisabeth Fokker/Vrije Universiteit, Amsterdam, Thomas Koch/Vrije Universiteit, Amsterdam, Elenna Dugundji/Vrije Universiteit, Amsterdam Investigating city parking policies for connected autonomous vehicles and their effect on transportation network performance (TRBAM-21-01777) Md Mehedi Hasnat/North Carolina State University, Eleni Bardaka/North Carolina State University, George List/North Carolina State University, Nagui Rouphail/North Carolina State University, Billy Williams/North Carolina State University Private parking space owners’ decision in response to shared parking schemes under uncertainty: results of a stated choice experiment (TRBAM-21-02162) qianqian yan/Technische Universiteit, Eindhoven, Tao Feng/Technische Universiteit, Eindhoven, Harry Timmermans/Tec hnische Universiteit, Eindhoven Analysis of Shared Parking Choice Behavior Based on Bayesian Network (TRBAM-21-02177) xueqin long/Chang'an University, Chenxi Hou/Chang'an University, Xin Huang/Chang'an University Parking Management of Automated Vehicles in Downtown Areas (TRBAM-21-02949) Sina Bahrami/University of Michigan, Ann Arbor, Yafeng Yin/University of Michigan, Ann Arbor, Daniel Vignon/University of Michigan, Ann Arbor, Ken Laberteaux/University of Michigan, Ann Arbor PARKING SPACES DYNAMIC ALLOCATION MODEL IN COMPLEX PARKINGLOT (TRBAM-21-03495) Guang Yang/Southeast Univesity, Jun Chen/Southeast Univesity, Kuan Lu/Southeast Univesity Willingness-to-Relocate: Analyzing Travelers’ Parking Preferences for Private Autonomous Vehicles (TRBAM-2 1-04010) Wenjian Jia/University of Virginia, T. Donna Chen/University of Virginia, Wenwen Zhang/University of Virginia, Linda Lim/University of Virginia, Kaidi Wang/University of Virginia, Mirla Abi Aad/University of Virginia An Exchange Market Platform for Parking (TRBAM-21-04459) Xiaotian Wang/University of Wisconsin, Madison, Xin Wang/University of Wisconsin, Madison

254 1415

Thursday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1415 - New research on travel demand management Eric Holeman, Uptown Planning Analytics, presiding Sponsored By Standing Committee on Transportation Demand Management

This session highlights recent research on various transportation demand management strategies, an increasingly important strategy for agencies dealing with congested infrastructure and limited funds for expansion. In this session you will hear about new TDM strategies, advanced modeling techniques, and advanced visions for the next generation of smart cities.

Examining the Spatially Heterogeneous Effects of the Built Environment on Walking Among Older Adults (TRB AM-21-00095) Long Cheng/Ghent University, Kunbo Shi/Ghent University, Jonas De Vos/Ghent University, Mengqiu Cao/Ghent University, Xuewu Chen/Ghent University, Frank Witlox/Ghent University Estimation of Gasoline Price Elasticity on Car Mileage in Japan (TRBAM-21-00253) Yudai Kamada/Chuo University, Masayoshi Tanishita/Chuo University Restrictions to the Use of Private Vehicles in Urban Areas and their Impact on Car Ownership: Evidence from Madrid, Spain (TRBAM-21-00504) Juan Nicolás Gonzalez/Universidad Politécnica de Madrid, Jose Perez-Doval/Universidad Politécnica de Madrid, Juan Gomez/Universidad Politécnica de Madrid, Jose Manuel Vassallo/Universidad Politécnica de Madrid Site-Specific Transportation Demand Management: Developers’ Response to Seattle’s Transportation Management Program (TRBAM-21-01036) Mairin McKnight-Slottee/University of Washington, Chang-Hee Christine Bae/University of Washington, Edward McCormack/University of Washington Quantifying the Impacts of the COVID-19 Pandemic on Willingness to Pay for Travel Time Savings and Reliability for Passenger Vehicle Drivers (TRBAM-21-01573) Tristan Cherry/RSG Inc, Mark Fowler/RSG Inc, Claire Goldhammer/RSG Inc, Jeong Yun Kweun/RSG Inc, Alireza Soroush/RSG Inc, Thomas Sherman/RSG Inc Price Elasticity of Sharing A Ridesourcing Trip (TRBAM-21-01704) Sicheng Wang/Rutgers University, New Brunswick, Robert Noland/Rutgers University, New Brunswick Transportation Wallet for Residents of Affordable Housing: Evaluation of an Incentives Pilot Program in Portland, OR (TRBAM-21-01761) Huijun Tan/Portland State University, Nathan McNeil/Portland State University, John MacArthur/Portland State University, Kelly Rodgers/Portland State University Battling Canteen Queues: a Field Experiment with Tradable Rush Hour Permits among Students (TRBAM-21-01 882) Kexin Geng/Beijing Jiaotong University, Devi Brands/Beijing Jiaotong University, Erik Verhoef/Beijing Jiaotong University, Yacan Wang/Beijing Jiaotong University Optimizing Budget Allocation f or Incentive Based Active Traffic Demand Management Solutions (TRBAM-21-02 136) Lin Xiao/Tongji University, Jiyan Wu/Tongji University, Jian Sun/Tongji University, Ye Tian/Tongji University Exploring Traffic Demand Distribution of Comprehensive Land-use Scenarios Using Floating Taxi Data and Points of Interests (TRBAM-21-02196) Weijie Yu/Southeast University, Wei Wang/Southeast University, Xuedong Hua/Southeast University, Xueyan Wei/Sout heast University The Effect of Price and Time on Private and Shared Transportation Network Company Trips (TRBAM-21-02406) Scott Middleton/EBP US, Kyle Schroeckenthaler/EBP US, Deepak Gopalakrishna/EBP US, Allen Greenberg/EBP US Impacts Of Flextime On Departure Time Choice For Home-Based Commuting Trips In Austin, Texas (TRBAM-21 -02881) Mashrur Rahman/University of Texas, Austin, Krishna Murthy Gurumurthy/University of Texas, Austin, Kara M. Kockelman/University of Texas, Austin Re-imagining Streets as Public Open Space in the US and Canada: Opinions from a COVID-19 Tweet Corpus (T RBAM-21-02887) Darcy Reynard/University of Colorado, Denver, Manish Shirgaokar/University of Colorado, Denver, Damian Collins/Univ ersity of Colorado, Denver

(continued) 255 What Causes Change in Travel Behavior? Exploring the Relationship Between Key Events and Travel Behavior Using Social Media (TRBAM-21-02901) Evan Iacobucci/Rutgers University Modeling of Driving Alone Decisions and Parking Behaviors Among University Students in Rural Areas (TRBA M-21-02952) Doaa Al-Alawneh/Jordan University of Science and Technology, Anne Gharaibeh/Jordan University of Science and Technology, Jaser Mahasneh/Jordan University of Science and Technology, Ahmad Alomari/Jordan University of Science and Technology Spatial Variation of Ridesourcing Demand: Comparing Community Determinants for Solo Versus Pooled Rides (TRBAM-21-03213) Jason Soria/Northwestern University, Amanda Stathopoulos/Northwestern University Car Ownership and the Built Environment: A Spatial Modeling Approach (TRBAM-21-04025) Jerome Laviolette/Ecole Polytechnique de Montreal, Catherine Morency/Ecole Polytechnique de Montreal, E. Owen Waygood/Ecole Polytechnique de Montreal, Konstadinos Goulias/Ecole Polytechnique de Montreal Modelling departure time choice of car commuters in Dhaka, Bangladesh (TRBAM-21-04392) Khatun E Zannat/University of Leeds, Charisma Choudhury/University of Leeds, Stephane Hess/University of Leeds

1416

Thursday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session Contract Equity Poster Session Sponsored By Standing Committee on Contracting Equity

Public-Private Partnership and Social Equity: An Empirical Study of the DBE Program (TRBAM-21-03009) Kunqi Zhang/University of Maryland, College Park, Qingbin Cui/University of Maryland, College Park Evaluation of Local Agencies’ Disadvantaged Business Enterprise (DBE) Programs in California (TRBAM-21-00 642) Kitae Nam/California Department of Transportation (CALTRANS), Felicia Haslem/California Department of Transportation (CALTRANS), Patricia Preston/California Department of Transportation (CALTRANS)

1417

Thursday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1417 - Advancements in Concrete Pavement Construction and Rehabilitation Research Sabrina Garber, The Transtec Group, Inc., presiding Sponsored By Standing Committee on Concrete Pavement Construction and Rehabilitation

Cracking Patterns and Properties in CRCP with Internal Curing and Active Cracking (TRBAM-21-03999) Sachindra Dahal/University of Illinois, Urbana-Champaign, Jeffery Roesler/University of Illinois, Urbana-Champaign Determination of Concrete Strength for Concrete Pavement Opening Decision-Making (TRBAM-21-03379) Lucio De Salles/University of Pittsburgh, Katelyn Kosar/University of Pittsburgh, Julie Vandenbossche/University of Pittsburgh, Lev Khazanovich/University of Pittsburgh

1418

Thursday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session Evaluation of Geotechnical Assets through Instrumentation Eli Cuelho, TRI/Environmental Inc., presiding Sponsored By Standing Committee on Geotechnical Instrumentation and Modeling

In this session several internal and extremal innovative instrumentation are discussed that can be used to monitor the health of geotechnical assets.

Thermal Camera Sensing for Soil Embankment Monitoring: Soil Moisture Content Detection (TRBAM-21-00893) Zhongjie Zhang/Louisiana Department of Transportation and Development, Qiming Chen/Louisiana Department of Transportation and Development, Benjamin Key/Louisiana Department of Transportation and Development, Terrell Gorham/Louisiana Department of Transportation and Development, Biyuan Zheng/Louisiana Department of Transportation and Development

(continued) 256 VARIABILITY CONTROL OF SUBGRADE COMPACTION QUALITY USING A NEW INTELLIGENT COMPACTION MEASUREMENT VALUE (TRBAM-21-03905) Zhiwen Wang/Tongji University, Jinsong Qian/Tongji University, YiMing Xie/Tongji University, Jianming Ling/Tongji University, Li Man/Tongji University Bender Element Field Sensor for the Measurement of Pavement Base and Subbase Stiffness Characteristics (T RBAM-21-02619) Mingu Kang/University of Illinois, Urbana-Champaign, Issam Qamhia/University of Illinois, Urbana-Champaign, Erol Tutumluer/University of Illinois, Urbana-Champaign, Won-Taek Hong/University of Illinois, Urbana-Champaign, Jeb Tingle/University of Illinois, Urbana-Champaign Artificial Neural Network Prediction Model for In-Situ Resilient Modulus of Subgrade Soils for Pavement Design Applications (TRBAM-21-03094) Nitish Bastola/University of Texas, Tyler, Matthew Vechione/University of Texas, Tyler, Mohamed Elshaer/University of Texas, Tyler, Mena Souliman/University of Texas, Tyler

1419

Thursday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1419 - Transit Operational Strategies Frances Fisher, Bay Area Rapid Transit (BART), presiding Sponsored By Standing Committee on Transit Management and Performance

Research focusing on improving operational efficiency of transit services .

A Practical Method to Adjust Bus Routes Based on Transfer Penalties Using Trip-Chain Data and SP Survey (T RBAM-21-00102) Younghun Bahk/University of California, Irvine, Kwangho Baek/University of California, Irvine, Jin-Hyuk Chung/Universit y of California, Irvine Public Transport Fleet Replacement Optimization Using Multi-type Battery-powered Electric Buses (TRBAM-21- 01334) Chunyan Tang/Dalian Maritime University, Xiaoyu Li/Dalian Maritime University, Avishai (Avi) Ceder/Dalian Maritime University, Xiaokun Wang/Dalian Maritime University Real-time Transit Control for Transfer Synchronization with Deep Reinforcement Learning (TRBAM-21-01794) Xinlian Yu/University of Minnesota, Alireza Khani/University of Minnesota Route Overlap in Multi-modal Urban Transit Route Choice (TRBAM-21-02880) Malvika Dixit/Technische Universiteit Delft, Oded Cats/Technische Universiteit Delft, Ties Brands/Technische Universiteit Delft, Niels van Oort/Technische Universiteit Delft, Serge Hoogendoorn/Technische Universiteit Delft

257 Friday, January 29 (Sessions 1420 - 1466)

1420

Friday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 4 1420 - Visualization in Transportation Lightning Talks Kevin Gilson, WSP, presiding Sponsored By Standing Committee on Visualization in Transportation

The TRB Standing Committee on Visualization in Transportation (AED80) encourages the use of visualization to identify and address the current critical transportation problems, and to develop innovative visualization approaches to meet the future’s transportation needs. This session will include three 30-minute tracks covering diverse applications of visualization. Each track will have six short presentations on varying topics within the track subject areas: Visualization of Data and Performance Measures Best Practices in BIM for Infrastructure Interactive and Immersive VisualizationThe session will be in a Lightning Talk format intended to articulate a variety of topics in a quick , clear, and insightful manner .

Visualization of Data and Performance Measures (P21-20752) Bahar Bazargani/SRF Consulting Group, Charles Lattimer/CATT Laboratory Best Practices in BIM for Infrastructure (P21-20760) Lance Parve/WSP, Charles Hixon/EDGE-Global Technology Solutions Interactive and Immersive Visualization (P21-20761) Jason Williams/Tru Simulation, Ilir Bejleri/University of Florida

1421

Friday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 10 1421 - Opportunities and Challenges of New Technologies for Collecting and Analyzing Natural Resource Data and Reducing Environmental Conflicts in Transportation Systems Daniel Smith, University of Central Florida, presiding Martin Palmer, Washington State Department of Transportation, presiding Sponsored By Standing Committee on Environmental Analysis and Ecology

Methods for collecting and analyzing natural resource information are changing. Data collection methodologies such as remote sensing and eDNA have become the new standard for collecting much needed information . However, the vast amount of data generated is difficult and expensive to process . Artificial intelligence, neural networks and advanced machine learning concepts afford solutions but also present new challenges to users . The panel will discuss: 1) Applications and processes already in use; 2) What additional technologies may now be ready for use; 3) How and when these technologies should be applied; and 4) What additional validation may be needed prior to application and acceptance of data and conclusions with regulatory agencies.

Introduction to New Ecology Field Data Collection and Analysis Methodologies (P21-20834) Jeffrey Frantz/Jacobs DOT Perspective Working with Genetics, camera Trapping, and AI (P21-20831) Kira Glover-Cutter/Oregon Department of Transportation Practical Application and Challenges of Using eDNA and Gaining Agency Acceptance. (P21-20814) Peter Gilchrist/Jacobs Informatics for big data: Examples from genetics, camera traps/AI, roadkill, remote-sensing and water quality ( P21-20833) Fraser Shilling/University of California, Davis Research and Development of Vehicle-Based Intelligent Animal Detection Systems (P21-21419) Rini Sherony/Toyota Motor North America

258 1422

Friday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 13 1422 - Culverts, Buried Bridges, and Soil-Structure Interaction Brent Bass, Simpson Gumpertz & Heger, Inc., presiding Sponsored By Standing Committee on Culverts, Buried Bridges and Soil Structure Interaction

This session will present the state of practice for the following topics for culverts, buried bridges, and soil-structure interaction: SSI finite element analysis, re-rounding of HDPE pipes with high construction deflection, design for resiliency, advancements in applications for buried bridge structures. Speakers include academic, consulting, and manufacturing expertise.

Development of Design Methods for Soil-Steel Composite Buried Bridges (P21-20603) Lars Pettersson/Skanska Sweden AB Resiliency Design of Culverts and Storm Drains (P21-20604) Ricardo Medina/Simpson Gumpertz & Heger Inc Re-rounding of Thermoplastic Pipes To Remove Construction Deflections (P21-20605) Kevin White/E. L. Robinson Engineering Company Buried Bridges as Grade Separations in Urban Environments (P21-20606) Meckkey EL SHARNOUBY/Atlantic Industries Limited Expanding Applications of Precast Buried Bridges (P21-20607) Philip Creamer/Contech Engineered Solutions LLC

1423

Friday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 15 1423 - Moisture Content during Construction Compaction John Siekmeier, Minnesota Department of Transportation, presiding Sponsored By Standing Committee on Mechanics and Drainage of Saturated and Unsaturated Geomaterials, Standing Committee on Aggregates

Pavement foundations are constructed using compacted materials that are initially unsaturated. Because the strength and stiffness of unsaturated materials are greatly influenced by suction ; design and construction measures are implemented with the intent of maintaining unsaturated conditions throughout the life of the foundation. Saturated conditions are a potential worst-case situation, which must be considered during design to prevent failure, but long term estimates of pavement performance are driven by unsaturated conditions. Therefore the in situ unsaturated mechanistic properties of compacted pavement foundation materials must be quantified. This session will describe and discuss newly developed test equipment and procedures.

Real-time Moisture Measurement during Pavement Foundation Construction (P21-20248) David White/Ingios Geotechnics, Inc. panel member (P21-20249) Colin Campbell/METER Group, Inc. The Middle Ground between Resistivity and Dielectric Permittivity; Electric Charge Movement in Unsaturated Geomaterials (P21-20491) Mark Baker/Mark Baker Consulting panel member (P21-21022) Robert Troxler/Troxler Electronic Laboratories, Inc.

259 1424 CM (1.50)

Friday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 1 1424 - Hindsight is 20/20: How Did Organizations Manage Section 106 with the COVID-19 Outbreak? Linda Henderson, Texas Department of Transportation, presiding Sponsored By Standing Committee on Historic and Archeological Preservation in Transportation

The Committee on Historic and Archeological Preservation (AME60) presents a national look at how COVID-19 affected policy, project development, Section 106 consultation, and public engagement in the last years and what new tools and processes will be in place for the future.

National Outlook from Federal Highway Administration (P21-20159) David Clarke/Federal Highway Administration (FHWA) National Outlook from the Advisory Council on Historic Preservation (ACHP) (P21-20160) Mandy Ranslow/Advisory Council on Historic Preservation Connecting Departments of Transportation: Pandemic Response (P21-20161) Emily Pettis/Mead and Hunt, Inc. Going Online: Engaging Section 106 Stakeholders During Quarantine, and Beyond (P21-20162) Susan Lassell/ICF

1425

Friday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Session 7 1425 - Air Carrier Business Models for Recovery and Post COVID-19 Katherine Harback, Institute of Health Economics, presiding Sponsored By Standing Committee on Aviation Economics and Forecasting, Subcommittee on International Members-A viation

This session will explore how the airline industry is navigating the pandemic and accompanying recession and how they are anticipating recovery. Discussion may include: forecasting the new normal; affordability of air travel in the recession; load factors and other adaptations; passenger travel mode choice post-COVID-19; cargo on passenger planes; and other topics.

Airlines for America Perspective (P21-20510) John Heimlich/Airlines for America Alaska Airlines Perspective (P21-20511) Torque Zubeck/Alaska Airlines JetBlue Perspective (P21-20512) Dave Clark/JetBlue Airways Raleigh-Durham Airport Authority Perspective (P21-21395) Kenneth Strickland/Raleigh-Durham Airport Authority

1426

Friday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1426 - Modeling of Emerging Mobility Systems and Services: Pooling, Hailing, and Micro-mobility Amanda Stathopoulos, Northwestern University, presiding Sponsored By Standing Committee on Transportation Demand Forecasting

Entropy Maximizing Gravity Model of Passenger and Mobility Fleet Origin-Destination Patterns with Partially Observed Service Data (TRBAM-21-00986) Yueshuai He/University of California, Los Angeles, Joseph Chow/University of California, Los Angeles Exploring Factors Affecting Demand of Flow System: A Case of Station-based One-way Carsharing from Shanghai, China (TRBAM-21-01254) Jiaqi Cheng/Tongji University, Xiaohong Chen/Tongji University, Jianhong Ye/Tongji University Pooled Versus Private Ride-Hailing: A Joint Revealed and Stated Preference Analysis Recognizing Psycho-Soci al Factors (TRBAM-21-01579) Shuqing Kang/University of Texas, Austin, Aupal Mondal/University of Texas, Austin, Aarti Bhat/University of Texas, Austin, Chandra Bhat/University of Texas, Austin

(continued) 260 What type of infrastructures do e-scooter riders prefer? A revealed preference GPS data-based route choice model (TRBAM-21-01940) Wenwen Zhang/Virginia Polytechnic Institute and State University (Virginia Tech), Ralph Buehler/Virginia Polytechnic Institute and State University (Virginia Tech), Andrea Broaddus/Virginia Polytechnic Institute and State University (Virgini a Tech), Ted Sweeney/Virginia Polytechnic Institute and State University (Virginia Tech) A Generalized Diffusion Model for Preference and Response Time: Application to Ordering Mobility-on-Demand Services (TRBAM-21-02322) Jiangbo Yu/AECOM, Michael Hyland/AECOM Modeling the Demand of Shared E-scooter Services (TRBAM-21-03882) Muntahith Orvin/University of British Columbia, Jashan Bachhal/University of British Columbia, Mahmudur Fatmi/Univer sity of British Columbia Fuel Economy Valuation and Preferences of Indian Two-wheeler Buyers (TRBAM-21-04217) Prateek Bansal/Imperial College London, Rubal Dua/Imperial College London, Rico Krueger/Imperial College London, Daniel Graham/Imperial College London

1427

Friday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1427 - Quality Assurance Management: Acceptance and Percent Within Limits (PWL) Sponsored By Standing Committee on Quality Assurance Management

Evaluation of Acceptance Risks through PWL for Highway Materials and Pavement Construction (TRBAM-21-0 1967) Yunpeng Zhao/University of Maryland, College Park, Dimitrios Goulias/University of Maryland, College Park Pay Factor Analysis for Highway Pavements through PWL and Monte Carlo Simulation (TRBAM-21-01984) Yunpeng Zhao/University of Maryland, College Park, Dimitrios Goulias/University of Maryland, College Park Developing Models To Determine The Quality Assurance (QA) Optimum Sample Size For Different Lot Sizes (T RBAM-21-00074) Haydar Al-Khayat/Texas A&M University, Charles Gurganus/Texas A&M University, David Newcomb/Texas A&M University, Maryam Sakhaeifar/Texas A&M University Wisconsin Department of Transportation Quality Management Program: Materials Non-conformance and Non-p erformance Trend Analysis (TRBAM-21-02759) Ebrahim EL-Damnhoury/University of Wisconsin, Madison, Gary Whited/University of Wisconsin, Madison, Awad Hanna/University of Wisconsin, Madison, Naguib Mina/University of Wisconsin, Madison

1428

Friday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1428 - Pavement Texture and Friction Brian Schleppi, Ohio Department of Transportation, presiding J. Neil Mastin, North Carolina Department of Transportation, presiding Sponsored By Standing Committee on Pavement Surface Properties and Vehicle Interaction

A Mechanistic Approach to Predict Excess Fuel Consumption of a 3D Truck on Rough Pavements (TRBAM-21-0 0110) XIUYU LIU/University of Illinois, Urbana-Champaign, Imad Al-Qadi/University of Illinois, Urbana-Champaign Sustainable Materials for Long-Life Pavements: Effects of Weather Variations Insights on Skid Resistance (TR BAM-21-00255) Maria Pomoni/National Technical University of Athens (NTUA), Christina Plati/National Technical University of Athens (N TUA), Andreas Loizos/National Technical University of Athens (NTUA) A Novel Method to Extract Tire-contacted Pavement Texture Using High-resolution 3D Surface Data (TRBAM-21 -02216) Bohao Qin/Tongji University, Zihang Weng/Tongji University, Difei Wu/Tongji University, Yuchuan Du/Tongji University, Yanrui Liu/Tongji University, Lianghao Sun/Tongji University, Han Zhang/Tongji University Enhanced Friction Prediction Models based on Field Texture Data (TRBAM-21-02564) Chirstian Sabillon-Orellana/University of Texas, Austin, Tarek Allam/University of Texas, Austin, Ruohan Li/University of Texas, Austin, Joaquin Hernandez/University of Texas, Austin, Shimin Zhang/University of Texas, Austin, Jorge Prozzi/U niversity of Texas, Austin

(continued) 261 Tire Wear Estimation Models Function of Roadway Characteristics for Different Vehicle Types (TRBAM-21-0339 0) Rami Chkaiban/University of Nevada, Reno, Elie Hajj/University of Nevada, Reno, Muluneh Sime/University of Nevada, Reno, Gary Bailey/University of Nevada, Reno, Hao Xu/University of Nevada, Reno, Peter Sebaaly/University of Nevada, Reno A Simplified Method For Evaluation of Traction on a Smooth Tire Sliding on a Randomly Rough Wet Pavement (TRBAM-21-03809) Manjriker Gunaratne/University of South Florida Thermomechanical Coupling of a Hyper-viscoelastic Truck Tire and a Pavement Layer and its Impact on Three- dimensional Contact Stresses (TRBAM-21-00284) Angeli Jayme/University of Illinois, Urbana-Champaign, Imad Al-Qadi/University of Illinois, Urbana-Champaign FDOT’s Enhanced Hydroplaning Prediction Tool (TRBAM-21-00566) Hyung Suk Lee/Applied Research Associates, Inc. (ARA), Mateo Carvajal/Applied Research Associates, Inc. (ARA), Charles Holzschuher/Applied Research Associates, Inc. (ARA), Bouzid Choubane/Applied Research Associates, Inc. (ARA) High Friction Surface Treatment Deterioration Analysis and Characteristics Study (TRBAM-21-02720) Cibi Pranav/Georgia Institute of Technology (Georgia Tech), Yichang Tsai/Georgia Institute of Technology (Georgia Tech ) Incorporating Hydroplaning Risk Consideration in Roadway Design with Permeable Friction Course (TRBAM-2 1-03871) Xiao Chen/Rutgers University, Hao Wang/Rutgers University, Junyu Qian/Rutgers University, Baiyu Jiang/Rutgers University

1429

Friday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1429 - Built Environment, Accessibility, and Equity Considerations in Public Transportation Shirley Hsiao, Long Beach Transit, presiding Sponsored By Standing Committee on Public Transportation Planning and Development

This session offers posters for a selection of papers involving public transportation and the built environment , accessibility, and equity considerations.

Assessing Changes in Accessibility and Its Impact on Rent-Burdened Households (TRBAM-21-00144) Brian Waterman/HDR, Lauren Adams/HDR, Kohl Malo/HDR, Kaisha Rose/HDR Thinking regional and acting local: Assessing the joint influence of local and regional accessibility on commute mode in Montreal, Canada (TRBAM-21-00387) Penelope Lussier-Tomaszewski/Ecole Polytechnique de Montreal, Genevieve Boisjoly/Ecole Polytechnique de Montreal Urban Form and Transit Oriented Development (TOD): Comparison of Two Areas in Naples, Italy (TRBAM-21-00 539) Rahul Tiwari/Maulana Azad National Institute of Technology, Murthy Bondada/Maulana Azad National Institute of Technology, Antonio Nigro/Maulana Azad National Institute of Technology Transportation Infrastructure as a Social Justice Issue: A Mixed Methods Analysis of a Suburban Boomtown (T RBAM-21-00982) Jandel Crutchfield/University of Texas, Arlington, Erin Findley/University of Texas, Arlington, Courtney Cronley/Universit y of Texas, Arlington, Kate Hyun/University of Texas, Arlington, Mehrdad Arabi/University of Texas, Arlington The Myth of the Captive Transit Rider: Do Transit Investments in Low-Income Neighbourhoods Matter? (TRBA M-21-01034) Elnaz Yousefzadeh Barri/Istanbul Teknik Universitesi, Steven Farber/Istanbul Teknik Universitesi, Eda Beyazit/Istanbul Teknik Universitesi Incorporating Spatial Heterogeneity into Modeling Nonlinear Effects of Built Environment on Intermodal Transit Trips (TRBAM-21-01419) Enhui Chen/Southeast University, Zhirui Ye/Southeast University, Hao Wu/Southeast University Measuring Transit-Oriented Development (TOD): Towards Assessment, Planning and Evaluation (TRBAM-21-02 253) Prashanth Lokku/National Institute of Technology Warangal, Prasad Chekuri/National Institute of Technology Warangal Transit Accessibility Deficit and Commute Mode Share: Better Driving Accessibility, More Transit Riders (TRBA M-21-03226) Kristin Carlson/University of Minnesota, Twin Cities, Eric Lind/University of Minnesota, Twin Cities

(continued) 262 Examining the Travel Behavior of Transport Disadvantaged Communities using the 2017 National Household Travel Survey (TRBAM-21-04202) Eronmonsele Esekhaigbe/Wayne State University, Tierra Bills/Wayne State University

1430

Friday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1430 - Innovative Scheduling Techniques for Urban Rail Transit Systems Victoria Harris, Southeastern Pennsylvania Transportation Authority, presiding Sponsored By Standing Committee on Urban Rail Transit Systems

Research is presented offering alternative and innovative approaches to the traditional schedule -making for urban rail transit systems.

Integrated train timetabling and rolling stock circulation planing for a metro line with multiple depots (TRBAM- 21-01220) Kangqi Zhao/State Key Laboratory of Rail Traffic Control and Safety, Yihui Wang/State Key Laboratory of Rail Traffic Control and Safety, Songwei Zhu/State Key Laboratory of Rail Traffic Control and Safety, Di Sun/State Key Laboratory of Rail Traffic Control and Safety ENERGY-SAVING OPTIMIZATION OF TRAINS BASED ON REDUNDANT TRAIN OPERATION TIME (TRBAM-21-01 221) Yongneng Xu/NanJing University of Science and Technology, Jue Zhang/NanJing University of Science and Technology , Wenbin Hu/NanJing University of Science and Technology EVALUATION OF OPERATING SCHEMES ON MUNICIPAL RAIL TRANSIT WITH EXPRESS/LOCAL MODE (TRBA M-21-02056) Jing Teng/Kyoto University, Hui Wang/Kyoto University, Cen Zhang/Kyoto University EXPERIMENTAL STUDY ON RELATIONSHIP BETWEEN FATIGUE AND UNSAFE BEHAVIOR OF URBAN RAIL DRIVERS (TRBAM-21-03940) Xing-da YOU/Shanghai University of Engineering and Science, Lin Zhu/Shanghai University of Engineering and Science, Zhi-gang LIU/Shanghai University of Engineering and Science, Yuan-chun HUANG/Shanghai University of Engineering and Science A Real-Time Deep Learning Based Optimization Approach to Implement Stop-Skipping Scheme in Urban Subway Lines (TRBAM-21-04157) Mohammadjavad Javadinasr/University of Illinois, Chicago, Amir Bahador Parsa/University of Illinois, Chicago, Abolfazl Mohammadian/University of Illinois, Chicago Train Dwell Time Efficiency Evaluation with Data Envelopment Analysis (TRBAM-21-04364) Natchaya Lailomthong/University College London, Taku Fujiyama/University College London, Howard Wong/University College London, David Winslett/University College London

1431

Friday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1431 - Freight Operations and Logistics Sina Bahrami, University of Michigan, Ann Arbor, presiding Sponsored By Standing Committee on Freight Transportation Planning and Logistics

A Framework for Productivity and Sustainable Freight Corridor Efficiency: An Application in Canada (TRBAM-2 1-01469) Mario Monsreal/Texas A&M Transportation Institute, Peter Koeneman/Texas A&M Transportation Institute, William Eisele/Texas A&M Transportation Institute Impact of Truck Parking Facilities on Commercial and Industrial Land Values: A Spatial Hedonic Model (TRBAM -21-01530) Sharif Mahmud/University of Arkansas, Fayetteville, Sarah Hernandez/University of Arkansas, Fayetteville, Suman Mitra /University of Arkansas, Fayetteville Empirical Analysis of Urban Commercial Vehicles Stops Formation and Parking Dwell Times (TRBAM-21-01706) Giacomo Dalla Chiara/University of Washington, Hanlin Gao/University of Washington, Anne Goodchild/University of Washington

(continued) 263 Calibration of activity-based freight simulation models: an innovative application to freight commodity and vehicle flows relying on traffic screenline counts (TRBAM-21-02726) Yusuke Hara/University of Tokyo, Takanori Sakai/University of Tokyo, André Alho/University of Tokyo, Moshe Ben-Akiva/ University of Tokyo Spatio：Temporal Analysis of Freight Flows in Southern California (TRBAM-21-03450) Daniel Rivera-Royero/University of California, Davis, Miguel Jaller/University of California, Davis, Changmo Kim/Univers ity of California, Davis Estimating the Rebound Effect of the US Road Freight Transport (TRBAM-21-03734) A. Latif Patwary/University of Tennessee, Knoxville, Tun-Hsiang Yu/University of Tennessee, Knoxville, Burton English/U niversity of Tennessee, Knoxville, David Hughes/University of Tennessee, Knoxville, Seong-Hoon Cho/University of Tennessee, Knoxville Effects of Distance and Reliability on Value of Time in Intercity Freight Transportation: An Adaptive Survery Experiments in China (TRBAM-21-03973) Rong Zhang/Tongji University, Hao Liu/Tongji University, Suxiang Zhang/Tongji University, Wenliang Jian/Tongji University A Study on Integrated Optimization for Grocery Location-Inventory-Routing Problem Under Direct Shipment Mode (TRBAM-21-00297) Liying Song/No Organization, Baohua Mao/No Organization, Bin Wang/No Organization Computer-Aided Location Optimization of the CR express International Logistics Centers: Case Study on the Belt&Road Initiative (TRBAM-21-00525) Dmitrii Muravev/Shanghai Jiao Tong Univesity, Hao Hu/Shanghai Jiao Tong Univesity, Gleb Sibul/Shanghai Jiao Tong Univesity, Maxim Rozhkov/Shanghai Jiao Tong Univesity, Dragan Pamucar/Shanghai Jiao Tong Univesity Estimation of Truck Origin-Destination Flows using GPS Data (TRBAM-21-00634) Merkebe Demissie/University of Calgary, Lina Kattan/University of Calgary Does Interstate Construction Affect Travel Time Reliability Same Way for All Traffic? (TRBAM-21-00643) Chowdhury Siddiqui/South Carolina Department of Transportation, Kwanpyo Ko/South Carolina Department of Transportation Optimizing Truck Schedules at a Cold-Chain Cross-Docking Terminal: Consideration of the Product Perishability (TRBAM-21-00833) Oluwatosin Theophilus/Florida A&M University-Florida State University College of Engineering, Maxim Dulebenets/Flori da A&M University-Florida State University College of Engineering, Junayed Pasha/ Florida A&M University-Florida State University College of Engineering, Yui-yip Lau/Florida A&M University-Florida State University College of Engineering, Amir Fathollahi-Fard/Florida A&M University-Florida State University College of Engineering, Arash Mazaheri/Florida A& M University-Florida State University College of Engineering Freight Transport Mode Selection and Route Optimization Based on Generalized Cost (TRBAM-21-01108) Lexi Wen/Beijing Jiaotong University, Xiushan Jiang/Beijing Jiaotong University, Zhengqiang Cheng/Beijing Jiaotong University

1432

Friday, 10:00 a.m. - 11:30 a.m., Virtual Sessions, Poster Session 1432 - Tools and Techniques to Improve Home Deliveries and the Last Mile Iván Sánchez-Díaz, Chalmers tekniska hogskola, presiding Sponsored By Standing Committee on Urban Freight Transportation

The presentations in this session address the increase in demand of home deliveries mainly as a consequence of online shopping, as well as innovations to make the last mile more efficient and sustainable . The presentations will provide insights on how to model the demand for home deliveries, the determinants of this demand, and the effects of COVID-19 on the demand for home deliveries. The presentations will also address challenges and solutions that increases in online shopping generate for the last mile, such as, the effects of location of fulfillment centers locations on travel efficiency, crowdshipping initiatives, and the use of automated lockers and autonomous robots.

Exploring the Relationship Between Locational and Household Characteristics and Online Shopping (TRBAM-2 1-03728) Cheng Cheng/Singapore-MIT Alliance for Research and Technology, Takanori Sakai/Singapore-MIT Alliance for Research and Technology, André Alho/Singapore-MIT Alliance for Research and Technology, Lynette Cheah/Singapore -MIT Alliance for Research and Technology, Moshe Ben-Akiva/Singapore-MIT Alliance for Research and Technology The Impact of Online Ordering Frequency in New York City's Planning. Delivery Plans for the City or the Neighborhood? (TRBAM-21-03278) Carla Tejada/City College of New York, Alison Conway/City College of New York (continued) 264 The impact of product type on house deliveries: trends and factors affecting COVID-19 lockdown deliveries (T RBAM-21-03225) Miguel Figliozzi/Portland State University, Avinash Unnikrishnan/Portland State University Assessing the Impacts of Crowdshipping: A Simulation based Study in the City of Volos, Greece (TRBAM-21-02 544) Ioannis Karakikes/University of Thessaly, Eftihia Nathanail/University of Thessaly Analysis of Home Deliveries Before, During, and After COVID-19 outbreak lockdown (TRBAM-21-02850) Avinash Unnikrishnan/Portland State University, Miguel Figliozzi/Portland State University Factors Affecting the Purchase Decision of Cargo Cycles by Commercial Users (TRBAM-21-02459) Santhanakrishnan Narayanan/Technische Universitat Munchen, Johannes Gruber/Technische Universitat Munchen Localization of Inner Urban Micro Depots for Last Mile Cargo Cycle Delivery based on Real Demand Data and City Characteristics (TRBAM-21-02990) Christian Rudolph/DLR - German Aerospace Center, Alexis Nsamzinshuti/DLR - German Aerospace Center, Samuel Bonsu/DLR - German Aerospace Center, Alassane Ndiaye/DLR - German Aerospace Center, Nicolas Rigo/DLR - German Aerospace Center Valuing Public Acceptance of Autonomous Delivery Robots During COVID-19 Pandemic: Consumer Heterogeneity in Attitudes, Trust and Willingness to Pay (TRBAM-21-03067) Agnivesh Pani/University of Memphis, Sabya Mishra/University of Memphis, Mihalis Golias/University of Memphis, Miguel Figliozzi/University of Memphis Commercial Vehicle Driver Behaviors and Decision Making: Lessons Learned from Urban Ridealongs (TRBAM- 21-03650) Giacomo Dalla Chiara/University of Washington, Klaas Fiete Krutein/University of Washington, Andisheh Ranjbari/Unive rsity of Washington, Anne Goodchild/University of Washington An investigation of alternative home delivery operations UsinG Electric Vehicles in China (TRBAM-21-02150) Liying Song/Beijing Jiaotong University Modeling Spatial Dimensions of Parcel Delivery Demand and Determinants (TRBAM-21-02261) Nala Shin/Inha University, Yong Jin Kim/Inha University, Hyunwoo Lim/Inha University Travel Efficiency of Fulfillment Centers. (TRBAM-21-01771) Seth Contreras/Fehr & Peers, Shangyou Zeng/Fehr & Peers, Fatemeh Ranaiefar/Fehr & Peers A CASE STUDY OF DRONE DELIVERY RELIABILITY FOR TIME-SENSITIVE MEDICAL SUPPLIES WITH STOCHASTIC DEMAND AND METEOROLOGICAL CONDITIONS (TRBAM-21-02798) Travis Glick/Portland State University, Miguel Figliozzi/Portland State University, Avinash Unnikrishnan/Portland State University Matching supply and demand in crowdshipping: A theoretical framework (TRBAM-21-03959) Ioanna Kourounioti/Delft University of Technology, Ioannis Tsouros/Delft University of Technology, Panagiotis Georgakis /Delft University of Technology, Angelica Salas/Delft University of Technology, Michiel de Bok/Delft University of Technology, Athena Tsirimpa/Delft University of Technology, Ioanna Pagoni/Delft University of Technology, Sebastiaan Thoen/Delft University of Technology, Larissa Eggers/Delft University of Technology, Amalia Polydoropoulou/Delft University of Technology, Lóránt Tavasszy/Delft University of Technology Potential for Common Carrier Parcel Lockers at Transit Facilities in Portland, Oregon (TRBAM-21-03977) Katherine Keeling/Portland State University, Jaclyn Schaefer/Portland State University, Miguel Figliozzi/Portland State University An Assessment of the Use of Autonomous Ground Vehicles for Last Mile Parcel Delivery (TRBAM-21-00890) Daniel Olejarz/University of Toronto, Matthew J Roorda/University of Toronto Dynamic Curbside Management in the Age of New Mobility and e-Commerce: Case Studies from Columbus, OH and Washington, DC (TRBAM-21-01526) Benito Perez/District Department of Transportation, David Lipscomb/District Department of Transportation, Laura MacNeil/District Department of Transportation, Robert Ferrin/District Department of Transportation, Amanda Ford/Distri ct Department of Transportation, Jonathan Heider/District Department of Transportation, hillip Hanson/District Department of Transportation

265 Friday, 11:00 a.m. - 03:00 p.m., Virtual Sessions, Virtual Exhibit Hall Live Exhibit Hours Sponsored By Technical Activities Council

Visit the virtual exhibit hall, to view a wide range of exhibits, showcasing a variety of transportation-related products and services from commercial organizations and TRB sponsors. The exhibit hall will be "live" from 11:00 AM to 3:00 PM each day, on January 21–22 and January 25-29. During that time, visit the booths, to meet with exhibitors who can explain their products and services and answer your questions via live chat and one-on-one audio and video conferencing.In addition to the live hours, the exhibit booths will be available for viewing on a 24-hour basis from January 21 through February 19. So, regardless of your time zone, you can visit the exhibits—at a time that’s convention for you—to read and watch videos about new products and solutions, download information, leave your business card, or post a question.While in the Exhibit Hall, be sure to visit the TRB booths, where you can learn more about TRB’s activities, and find out how you can get involved in any of TRB’s 177 standing committees.

1433

Friday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1433 - Artificial Intelligence and Machine Learning Methods for Transportation Applications (Part III) Kakan Dey, West Virginia University, presiding Sponsored By Standing Committee on Artificial Intelligence and Advanced Computing Applications

This session presents a variety of artificial intelligence and machine learning methods and tools that have been recently applied to solve problems and improve the operation and safety in a wide spectrum of transportation applications.

Multi-stage emergency decision-making method based on cumulative prospect theory and intuitionistic fuzzy number (TRBAM-21-00064) Junxiang XU/Southwest Jiaotong University, Jin Zhang/Southwest Jiaotong University, Jingni Guo/Southwest Jiaotong University Spatiotemporal Attention-Based Graph Convolution Network for Segment-Level Traffic Prediction (TRBAM-21-0 0325) Duo Li/University of Cambridge, Joan Lasenby/University of Cambridge State-wide Traffic Volume Estimation for Non-freeway Roads Using Probe-vehicle Data and Machine Learning Methods (TRBAM-21-00393) Yi Hou/National Renewable Energy Laboratory (NREL), Venu Garikapati/National Renewable Energy Laboratory (NREL ), Christopher Hoehne/National Renewable Energy Laboratory (NREL), Kevin Kasundra/National Renewable Energy Laboratory (NREL), Stanley Young/National Renewable Energy Laboratory (NREL) Travel and Built Environment: A Deep Learning Approach (TRBAM-21-00442) Shenhao Wang/Massachusetts Institute of Technology (MIT), Rachel Luo/Massachusetts Institute of Technology (MIT), Xiaohu Zhang/Massachusetts Institute of Technology (MIT), Jason Lu/Massachusetts Institute of Technology (MIT), Hongzhou Lin/Massachusetts Institute of Technology (MIT), Joan Walker/Massachusetts Institute of Technology (MIT), Jinhua Zhao/Massachusetts Institute of Technology (MIT) Proposed Data Model and Prototype Software for Improving the Efficiency and Efficacy of the Transportation Research Board Annual Meeting Paper Peer Review Process (TRBAM-21-00655) David Ory/WSP USA Corp, Sijia Wang/WSP USA Corp, Gayathri Shivaraman/WSP USA Corp Race, Gender, and Income Disparity in Travel Behavior Prediction with Machine Learning (TRBAM-21-00857) Yunhan Zheng/Massachusetts Institute of Technology (MIT), Shenhao Wang/Massachusetts Institute of Technology (MI T), Jinhua Zhao/Massachusetts Institute of Technology (MIT) A Recurrent Neural Network for Estimating Speed Using Probe Vehicle Data in Urban Area (TRBAM-21-01249) Jae Hwan Yang/Korea National University of Transportation, Dong-Kyu Kim/Korea National University of Transportation, Seung-Young Kho/Korea National University of Transportation Demand-driven optimization method for shared mobility services (TRBAM-21-01277) Cyril VEVE/Ecole Nationale des Travaux Publics de l'Etat, Nicolas Chiabaut/Ecole Nationale des Travaux Publics de l'Et at

(continued) 266 Crash prediction through unified analysis of driver and vehicle volatilities: Application of 1D-Convolutional Neural Network - Long Short-Term Memory (TRBAM-21-01397) Ramin Arvin/University of Tennessee, Knoxville, Asad J. Khattak/University of Tennessee, Knoxville, Hairong Qi/Univers ity of Tennessee, Knoxville Linkage Problem in Mathematical Optimization of Transportation Networks (TRBAM-21-01436) Murat Bayrak/Pennsylvania State University, S. Ilgin Guler/Pennsylvania State University Modeling Anticipation and Relaxation of Lane Changing Behavior Using Deep Learning (TRBAM-21-01502) Ke quan Chen/Southeast University, Zhibin Li/Southeast University, Pan Liu/Southeast University, Yuxuan Wang/South east University, Yunxue Lu/Southeast University Development of a Multi-Distress Detection System for Asphalt Pavements: A Transfer Learning-based Approach (TRBAM-21-01503) Naga Siva Pavani Peraka/Indian Institute of Technology, Tirupati, Krishna Prapoorna Biligiri/Indian Institute of Technology, Tirupati, Satyanarayana Kalidindi/Indian Institute of Technology, Tirupati A CNN-Based In-Vehicle Occupant Detection and Classification Method Using SHRP 2 Cabin Images (TRBAM-2 1-01512) Ioannis Papakis/Virginia Polytechnic Institute and State University (Virginia Tech), Abhijit Sarkar/Virginia Polytechnic Institute and State University (Virginia Tech), Andrei Svetovidov/Virginia Polytechnic Institute and State University (Virgin ia Tech), Jeffrey Hickman/Virginia Polytechnic Institute and State University (Virginia Tech), Amos Abbott/Virginia Polytechnic Institute and State University (Virginia Tech) Mining association rules between near-crash events and geometric and trip features through a naturalistic driving dataset (TRBAM-21-01705) Xiaoqiang "Jack" Kong/Texas A&M University, College Station, Subasish Das/Texas A&M University, College Station, Hongmin "Tracy" Zhou/Texas A&M University, College Station, Yunlong Zhang/Texas A&M University, College Station Using an Interpretable Machine Learning Framework to Understand the Relationship of Mobility and Reliability Indices on Truck Drivers’ Route Choices (TRBAM-21-01829) Xiaoqiang "Jack" Kong/Texas A&M University, College Station, Yunlong Zhang/Texas A&M University, College Station, William Eisele/Texas A&M University, College Station, Xiao Xiao/Texas A&M University, College Station FROM TWITTER TO TRAFFIC PREDICTOR: NEXT-DAY MORNING TRAFFIC PREDICTION USING SOCIAL MEDIA DATA (TRBAM-21-01884) Weiran Yao/Carnegie Mellon University, Sean Qian/Carnegie Mellon University Intelligent Helipad Detection And(Grad-Cam) Estimation Using Satellite Imagery (TRBAM-21-01973) David Specht/Rowan University, Asim Waqas/Rowan University, Ghulam Rasool/Rowan University, Charles Johnson/R owan University, Nidhal Bouaynaya/Rowan University Development of Artificial Neural Network (ANN) and Convolutional Neural Network (CNN) Applications to Classify Pavement Cracks as Top-down, Bottom-up, and Cement-Treated Reflective Cracking (TRBAM-21-0202 1) Nirmal Dhakal/Louisiana State University, Mostafa Elseifi/Louisiana State University, Zia Zihan/Louisiana State University, Zhongjie Zhang/Louisiana State University, Christophe Fillastre/Louisiana State University, Jagannath Upadhyay/Louisiana State University A Comparative Evaluation of Established and Contemporary Deep Learning Traffic Prediction Methods (TRBA M-21-02099) Ta Jiun Ting/University of Toronto, Xiaoyu Wang/University of Toronto, Islam Taha/University of Toronto, Scott Sanner/U niversity of Toronto, Baher Abdulhai/University of Toronto A Novel Transfer Learning Framework for Cross-Scene Pavement Distress Detection (TRBAM-21-02169) Yishun Li/Tongji University, Pengyu Che/Tongji University, Chenglong Liu/Tongji University, Yuchuan Du/Tongji University, Jian Wang/Tongji University Spatiotemporal Traffic Data Imputation and Pattern Discovery with Bayesian Kernelized Probabilistic Matrix Factorization (TRBAM-21-02496) Mengying Lei/McGill University, Aurelie Labbe/McGill University, Lijun Sun/McGill University A Reinforcement Learning Method based on Graph Attention Network for Multi-Depot Vehicle Routing Problem with Soft Time Window (TRBAM-21-02557) Ke Zhang/Tsinghua University, Meng Li/Tsinghua University, Xi Lin/Tsinghua University, FANG HE/Tsinghua University, HUIPING LI/Tsinghua University Estimating Pedestrian Crossing Volume at Signalized Intersections (TRBAM-21-02808) Xiaofeng Li/University of Arizona, Peipei Xu/University of Arizona, Yao-Jan Wu/University of Arizona Vehicle Trajectory Planning with Hierarchical Imitation Learning in Highway Merging Scenarios (TRBAM-21-029 79) Zhen Yang/Purdue University, Yiheng Feng/Purdue University, Henry Liu/Purdue University

(continued) 267 Dynamic Path Flow Estimation Using Automatic Vehicle Identification and Probe Vehicle Trajectory Data: A 3D Convolutional Neural Network Model (TRBAM-21-03191) Can Chen/Tongji University, Yuming Cao/Tongji University, Keshuang Tang/Tongji University, Bin Ran/Tongji University Freeway Traffic State Estimation Using Physics-guided Machine Learning Technique (TRBAM-21-03216) Zhao Zhang/University of Utah, Yun Yuan/University of Utah, Xianfeng Yang/University of Utah Large-scale Freeway Traffic Volume Estimation using Crowdsourced Speed Data: A Case Study in Arizona (TR BAM-21-03258) Adrian Cottam/University of Arizona, Xiaobo Ma/University of Arizona, Xiaofeng Li/University of Arizona, Yao-Jan Wu/Un iversity of Arizona Deep Reinforcement Learning Approach for Improving Freeway Lane Reduction Bottlenecks Throughput Via Variable Speed Limit Control Through Connected Vehicles (TRBAM-21-03293) Reza Vatani/Old Dominion University, Mecit Cetin/Old Dominion University Unsupervised Learning to Support Early Identification of Traffic Pattern Changes: A Case Study of 2018 Heavy Rain Disaster in Hiroshima (TRBAM-21-03826) Canh Do/Hiroshima University, Makoto Chikaraishi/Hiroshima University, Akimasa Fujiwara/Hiroshima University, Yasuhiro Kusuhashi/Hiroshima University Avoiding Gridlock On Large Congested Networks: A Multi-agent Deep Reinforcement Learning Approach with Spillback Knowledge (TRBAM-21-04245) Hao Zhou/Georgia Institute of Technology (Georgia Tech), Jorge Laval/Georgia Institute of Technology (Georgia Tech) Multi-Modal Traffic Speed Monitoring: A Real-Time System Based on Passive Wi-Fi and Bluetooth Sensing Technology (TRBAM-21-04435) Ziyuan Pu/University of Washington, Zhiyong Cui/University of Washington, Shuo Wang/University of Washington, Hao Yang/University of Washington, Yinhai Wang/University of Washington Freeway Traffic State Prediction using Constructed Traffic Information from Hybrid Machine Learning (TRBAM- 21-03439) Zhao Zhang/University of Utah, Yun Yuan/University of Utah, Xianfeng Yang/University of Utah

1434

Friday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1434 - Approaches to Travel Model Estimation Abdul Pinjari, Indian Institute of Science, presiding Sponsored By Standing Committee on Transportation Demand Forecasting

Site Characteristics Affecting Multi-Modal Trip Generation Rates at Residential Developments (TRBAM-21-0075 9) Chris De Gruyter/RMIT University, Seyed Mojib Zahraee/RMIT University, Nirajan Shiwakoti/RMIT University Using OpenStreetMap as Data Source for Attractiveness in Travel Demand Models (TRBAM-21-00891) Christian Klinkhardt/Karlsruhe Institute of Technology (KIT), Tim Woerle/Karlsruhe Institute of Technology (KIT), Lars Briem/Karlsruhe Institute of Technology (KIT), Michael Heilig/Karlsruhe Institute of Technology (KIT), Martin Kagerbauer /Karlsruhe Institute of Technology (KIT), Peter Vortisch/Karlsruhe Institute of Technology (KIT) Departure Time Choice in Schedule-Based Transit Assignment (TRBAM-21-01406) Markus Friedrich/Stuttgart University, Matthias Schmaus/Stuttgart University, Jonas Sauer/Stuttgart University, Tobias Zündorf/Stuttgart University A Comparison of Micro- and Zone-based Trip Generation Models with an Application to London, Ontario (TRBA M-21-01811) Rahaf Hussein/University of Windsor, Georgiana Madar-Vani/University of Windsor, Hanna Maoh/University of Windsor Forecasting with Strategic Transport Models Corrected for Endogeneity (TRBAM-21-02475) Thomas Guerrero-Barbosa/Universidad Francisco de Paula Santander Ocaña, C. Angelo Guevara/Universidad Francisco de Paula Santander Ocaña, Juan de Dios Ortúzar/Universidad Francisco de Paula Santander Ocaña, Elisabetta Cherchi/Universidad Francisco de Paula Santander Ocaña Correcting Self-Selection Biases in Mobile Sensor Data for OD Estimation: a Likelihood-Based Method Leveraging Multiple Biased Data Sources (TRBAM-21-02516) Feilong Wang/University of Washington, Shuai Huang/University of Washington, Cynthia Chen/University of Washington Comparison of Fully Latent and Partially Observed Choice Set Models for Mode Choice (TRBAM-21-02977) Parthan Kunhikrishnan/BMS College of Engineering, arthik Srinivasan/BMS College of Engineering

(continued) 268 Recoupling Destination Flexibility and Travel Time Utility (TRBAM-21-03347) Nicholas Caros/Singapore-MIT Alliance for Research and Technology, Hongmou Zhang/Singapore-MIT Alliance for Research and Technology, Jinhua Zhao/Singapore-MIT Alliance for Research and Technology A Simulation-Free Full Information Maximum Likelihood Method to Estimate Probit-based SP-off-RP Models (T RBAM-21-03565) Ke Wang/Tongji University, Xin Ye/Tongji University A Practical Method to Draw from Multivariate Extreme Value Distributions (TRBAM-21-03566) Ke Wang/Tongji University, Xin Ye/Tongji University Privacy versus Accuracy in Activity Diary Synthesis: A Differentially Private Multi-Output Deep Generative Networks Approach (TRBAM-21-03579) Godwin Badu-Marfo/Concordia University, Bilal Farooq/Concordia University, Zachary Patterson/Concordia University Generation of Activity Sequences using Dynamic Bayesian Networks with Latent Variables (TRBAM-21-03933) Ioanna Arkoudi/Steer, Isabel Viegas de Lima/Steer, Carlos Lima Azevedo/Steer, Francisco Camara Pereira/Steer A Joint Model of Sustainable Mode Choice for Commute, Shift Potential and Alternative Mode Chosen (TRBAM- 21-04314) Ganesh Ambi Ramakrishnan/Indian Institute of Technology, Madras, Karthik Srinivasan/Indian Institute of Technology, Madras, Aupal Mondal/Indian Institute of Technology, Madras, Chandra Bhat/Indian Institute of Technology, Madras Multiple Discrete-Continuous Choice Models with Bounds on Consumptions: Application to Episode-level Activity Participation and Time use Analysis (TRBAM-21-04285) Shobhit Saxena/Indian Institute of Science, Abdul Pinjari/Indian Institute of Science, Ananya Roy/Indian Institute of Science, Rajesh Paleti Ravi Venkata Durga/Indian Institute of Science

1435

Friday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1435 - Strengthening the Linkages between Geometric Design and Roadway Performance Pete Jenior, Kittelson & Associates, Inc. (KAI), presiding Sponsored By Standing Committee on Performance Effects of Geometric Design, Standing Committee on Access Management

These poster presentations on roadway design vary from research conducted on autonomous vehicles and the impacts on roadway design, interchange design, intersection design, overall roadway design, and rural roadway design.

Eliminating Infrastructure Barriers for Autonomous Driving: A Voxel-based Raycasting Approach to Assess Highway Design (TRBAM-21-02725) Maged Gouda/University of Alberta, Ishaat Chowdhury/University of Alberta, Jonas Weiß/University of Alberta, Alexander Epp/University of Alberta, Karim El-Basyouny/University of Alberta Eliminating Infrastructure Barriers for Autonomous Driving: A Case of Vertical Curve Design (TRBAM-21-02705) Maged Gouda/University of Alberta, Bruno Mello/University of Alberta, Joshua Visser/University of Alberta, Karim El-Bas youny/University of Alberta Designing Highway Alignments for Fully-automated Vehicles (TRBAM-21-02281) Xinchen Ye/Tongji University, Xuesong Wang/Tongji University, Shuang Liu/Tongji University How Autonomous Vehicles May Influence Vertical Curves, At-Grade Railroad Crossings, And Ramp Terminals ( TRBAM-21-00481) David McDonald/Hanson Professional Services, Inc. Enhancing the Operational Efficiency of Signalized Diamond Interchanges with the New Displaced Diverging Diamond Interchange (TRBAM-21-04429) Peter Yu/University of Washington Examination and Modeling of Driver Behavior on Entrance Freeway Ramp Terminals Using Naturalistic Driving Study Data (TRBAM-21-01001) Mohannad Alyamani/Carleton University, Yasser Hassan/Carleton University Evaluating Safety Performance of the Offset Diamond Interchange Design using VISSIM and Surrogate Safety Assessment Model (TRBAM-21-00515) Amirarsalan Mehrara Molan/California Polytechnic State University, Joseph Hummer/California Polytechnic State University, Logan Aspeitia/California Polytechnic State University, Alex Deatherage/California Polytechnic State University Collecting and Extracting Trajectories of Freeway Ramp Vehicles Using Unmanned Aerial Vehicles and Video Processing (TRBAM-21-00384) Fayez Alamry/Carleton University, Yasser Hassan/Carleton University

(continued) 269 An Experimental Investigation into Driver Behavior along Curved and Parallel Diverging Terminals of Exit Interchange Ramps (TRBAM-21-00204) Alberto Portera/Politecnico di Torino, Marco Bassani/Politecnico di Torino Understanding How Drivers Accelerate on Interchange Acceleration Lanes (TRBAM-21-00091) Essam Dabbour/Advantage Forensics Inc., Olaa Dabbour/Advantage Forensics Inc. Impact of Geometry and Operations on Left Turn Gap Acceptance at Intersections with Permissive Indication ( TRBAM-21-02441) Boris Claros/University of Wisconsin, Madison, Madhav Chitturi/University of Wisconsin, Madison, Andrea Bill/University of Wisconsin, Madison, David Noyce/University of Wisconsin, Madison Calibration and Development of Safety Performance Functions for Two-Way Stop-Control Intersections on Rural Two-Lane Highways in Louisiana (TRBAM-21-01696) Ming Sun/University of Louisiana, Lafayette, Xiaoduan Sun/University of Louisiana, Lafayette, M. Rahman/University of Louisiana, Lafayette, Subasish Das/University of Louisiana, Lafayette Speeds of Right-Turning Vehicles at Signalized Intersections during Green or Yellow Phase (TRBAM-21-00948) Kay Fitzpatrick/Texas A&M Transportation Institute, Michael Pratt/Texas A&M Transportation Institute, Raul Avelar/Texa s A&M Transportation Institute Evaluation of a New Intersection Design “Shifting Movements” (TRBAM-21-00246) Ma'en Al-Omari/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida Analysis of Passing Sight Distance for a Two-Lane Highway Using Vehicle Dynamics Simulation (TRBAM-21-04 107) Abhishek Raj/Indian Institute of Technology, Madras, Parth Deshpande/Indian Institute of Technology, Madras, Bhargava Chilukuri/Indian Institute of Technology, Madras, Shankarram Subramanian/Indian Institute of Technology, Madras Studying the Dynamic Sight Distance Problem with a Machine Learning Algorithm (TRBAM-21-03783) Manoj Jha/MKJha Consulting, Hellon Ogallo/MKJha Consulting Develop a Google Earth-Based Method to Measure Sight Distance for U-turns at Unsignalized Intersections on Multilane Divided Highways (TRBAM-21-03663) Li Quan/Auburn University, Beijia Zhang/Auburn University, Huaguo Zhou/Auburn University Super 2 Passing Lane Design: Operational and Economic Benefits (TRBAM-21-03176) Marcus Brewer/Texas A&M Transportation Institute, David Florence/Texas A&M Transportation Institute, Brianne Glover /Texas A&M Transportation Institute, Kay Fitzpatrick/Texas A&M Transportation Institute, Steven Venglar/Texas A&M Transportation Institute, Timothy Barrette/Texas A&M Transportation Institute Transferability of Crash Modification Effects via Graphical Causal Models: Application to Sight Distance and Left-Turn Lane Offsets (TRBAM-21-02494) Gary Davis/University of Minnesota, Twin Cities Automatic Identification of Roadway Horizontal Alignment Information Using GIS Data: CurvS Tool (TRBAM-21- 02432) Bekir Bartin/Ozyegin Universitesi, Sami Demiroluk/Ozyegin Universitesi, Kaan Ozbay/Ozyegin Universitesi, Mojibulrahman Jami/Ozyegin Universitesi Study on Minimum Radius of Horizontal Curves of Two-Lane Highways in Plateau Area Based on Drivers' Psyc hological and Physiological Characteristics (TRBAM-21-02001) Fei Hu/Southeast University, Fei Chen/Southeast University, Jingyi Zheng/Southeast University, Yunlong Zhang/Southe ast University, Wu Bo/Southeast University, Ping Zhang/Southeast University Development of a New Intelligent Speed Adaptation System Based on Available Sight Distance to Promote Safe Speed Decisions along Highways. (TRBAM-21-00254) Abrar Hazoor/Politecnico di Torino, Alessandra Lioi/Politecnico di Torino, Marco Bassani/Politecnico di Torino Examination of Features Correlated with Roadway Departure Crashes on Rural Two-Lane Roads (TRBAM-21-04 247) Justice Appiah/Virginia Transportation Research Council, Mo Zhao/Virginia Transportation Research Council Evaluating the Impacts of Speed Limit Increases on Rural Two-Lane Highways using Quantile Regression (TRB AM-21-02356) Md Shakir Mahmud/Michigan State University, Nischal Gupta/Michigan State University, Babak Safaei/Michigan State University, Hisham Jashami/Michigan State University, Timothy Gates/Michigan State University, Peter Savolainen/Mich igan State University, Eva Kassens-Noor/Michigan State University Lessons Learned In Roadway Design: A Few Nuggets Of Knowledge (TRBAM-21-00480) David McDonald/Hanson Professional Services, Inc.

(continued) 270 SYSTEMATIC SAFETY EVALUATION OF DIVERGING DIAMOND INTERCHANGES BASED ON NATIONWIDE IMPLEMENTATION DATA (TRBAM-21-00026) Ahmed Abdelrahman/University of Central Florida, Mohamed Abdel-Aty/University of Central Florida, Jinghui Yuan/Univ ersity of Central Florida, Ma'en Al-Omari/University of Central Florida Considering Roadway Context in Setting Posted Speed Limits (TRBAM-21-00508) Kay Fitzpatrick/Texas A&M Transportation Institute, Subasish Das/Texas A&M Transportation Institute, Timothy Gates/T exas A&M Transportation Institute, Karen Dixon/Texas A&M Transportation Institute, Eun Sug Park/Texas A&M Transportation Institute Safety Performance of Crossroad Ramp Terminals at Single-Point and Tight Diamond Interchanges (TRBAM-21 -01532) Darren Torbic/VHB, Richard Porter/VHB, Jeff Gooch/VHB, Kristin Kersavage/VHB Curbside Management Challenges and Opportunities: Insights from the Public and Private Sectors in 14 US Cities (TRBAM-21-01445) Caleb Diehl/University of Washington, Andisheh Ranjbari/University of Washington, Anne Goodchild/University of Washington

1436

Friday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session Testing and Performance of Foundation Sponsored By Standing Committee on Foundations of Bridges and Other Structures

Foundation testing technologies and bridge pile performance attributes to verify pile design for bridges and other structures are presented.

Development of Bi-Directional Load Test Dataset for Use in Exploring Scaling Effects in Drilled Shaft Foundations: Dataset Quality Ranking (TRBAM-21-00021) Joseph Toth/University of Nevada, Reno, Ramin Motamed/University of Nevada, Reno Pile Load Test Analysis using Anchor/ reaction Pile System with a Case Study (TRBAM-21-00795) swapan bagui/ICT, NIRMAL BASU/ICT, ATASI DAS/ICT, YASH PANDEY/ICT Field validation of EDAR, a new method for nondestructive estimation of pile depth (TRBAM-21-02986) Vivek Samu/North Carolina State University, Murthy Guddati/North Carolina State University Designing for Durability: Establishing and Satisfying Thermal Requirements for Drilled Shaft Concrete (TRBAM -21-03907) Andrew Boeckmann/Dan Brown and Associates, PC, Zakaria El-tayash/Dan Brown and Associates, PC, J. Erik Loehr/D an Brown and Associates, PC

1437

Friday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1437 - Alternative Fuel Consumer Perceptions and Modeling Rachael Nealer, U.S. Department of Energy (DOE), presiding Brett Williams, Center for Sustainable Energy, presiding Sponsored By Standing Committee on Alternative Fuels and Technologies

Consumer Demand and Willingness to Pay for Plug-in Hybrid Electric Vehicles: A Case Study of Delhi and Kolkata, India (TRBAM-21-00356) Reema Bera/Indian Institute of Technology, Kharagpur, Bhargab Maitra/Indian Institute of Technology, Kharagpur Automotive industry compliance with supply-side regulation: The Case of a ZEV mandate in Canada (TRBAM-2 1-00722) Chandan Bhardwaj/Simon Fraser University, Jonn Axsen/Simon Fraser University, David McCollum/Simon Fraser University The joint effects of driving hedonism and trialability on the choice between internal combustion engine, hybrid, and electric vehicles (TRBAM-21-00957) Anat Tchetchik/Bar-Ilan University, Liat Zvi/Bar-Ilan University, Sigal Kaplan/Bar-Ilan University, Vered Blass/Bar-Ilan University Why are Fleets Buying Electric Vehicles and Why Aren’t They Buying More? (TRBAM-21-01495) Claire Sugihara/University of California, Davis, Scott Hardman/University of California, Davis

(continued) 271 Discontinuance among California’s electric vehicle buyers: Why are some consumers abandoning electric vehicles? (TRBAM-21-01591) Scott Hardman/University of California, Davis, Gil Tal/University of California, Davis Outlook of the Impacts of Vehicle Manufacturing cost and Battery Cost on Vehicle Market Dynamics in 2020–20 50 (TRBAM-21-02521) Shiqi Ou/Oak Ridge National Laboratory, Xin He/Oak Ridge National Laboratory, Zhenhong Lin/Oak Ridge National Laboratory, Rujie Yu/Oak Ridge National Laboratory, Yan Zhou/Oak Ridge National Laboratory, Steven Przesmitzki/Oak Ridge National Laboratory, Jessey Bouchard/Oak Ridge National Laboratory How Drivers Decide Whether to Get a Fuel Cell Vehicle: An Ethnographic Decision Model (TRBAM-21-02998) Rhian Stotts/Arizona State University, Oscar Lopez Jaramillo/Arizona State University, Scott Kelley/Arizona State University, Aimee Krafft/Arizona State University, Michael Kuby/Arizona State University Using Data Factoring and Clustering Methods to Investigate Driver Perception to the Diffusion of Electric Vehicles in the UK (TRBAM-21-03098) Dilum Dissanayake/University of Newcastle, Jack Harrison/University of Newcastle Period-to-period tolling scheme for mixed traffic of electric and gasoline vehicles with time-varying flow composition (TRBAM-21-03112) Xiaoyu Ma/Rensselaer Polytechnic Institute (RPI), Xiaozheng He/Rensselaer Polytechnic Institute (RPI) Combining Data Factoring, Clustering and Choice Modelling to Investigate Driver Perception towards Electric Vehicles (TRBAM-21-03117) Dilum Dissanayake/University of Newcastle, Lucy Frost/University of Newcastle Perspectives on Viable Alternative Fuels for Heavy-duty Vehicles in 2030s: Qualitative Interviews with California Fleet Operators (TRBAM-21-03609) Youngeun Bae/University of California, Irvine, Craig Rindt/University of California, Irvine, Suman Mitra/University of California, Irvine, Stephen Ritchie/University of California, Irvine A Data-driven and Model-based Approach for Assessing the Potential of EV Adoption and Corresponding Reduction in Energy Use and Emissions (TRBAM-21-03846) Ziyi Dai/Georgia Institute of Technology (Georgia Tech), Haobing Liu/Georgia Institute of Technology (Georgia Tech), Michael Rodgers/Georgia Institute of Technology (Georgia Tech), Randall Guensler/Georgia Institute of Technology (Ge orgia Tech) The Dynamic Costs and Benefits of Technology-Forcing Policy Nested in a Broader Performance Standard: The Case of ZEV & CAFE (TRBAM-21-04084) Arthur Yip/National Renewable Energy Laboratory (NREL), Kate Whitefoot/National Renewable Energy Laboratory (NR EL), Jeremy Michalek/National Renewable Energy Laboratory (NREL) Integrating Revealed and Stated Preference Methods to Capture the User Inclination Toward Adoption of Electric Vehicles (TRBAM-21-04284) Amirali Soltanpour/Michigan State University, Mehrnaz Ghamami/Michigan State University, Sharlissa Moore/Michigan State University, Annick Anctil/Michigan State University Integrating Technological Advancements in Optimum Intercity Charging Infrastructure Planning: A Michigan Case Study (TRBAM-21-04308) Mohammadreza Kavianipour/Michigan State University, Fatemeh Fakhrmoosavi/Michigan State University, MohammadHossein Shojaei/Michigan State University, Ali Zockaie/Michigan State University, Mehrnaz Ghamami/Michi gan State University, Joy Wang/Michigan State University, Robert Jackson/Michigan State University Deciphering the Factors Associated with the Adoption of Alternative Fuel Vehicles: An Investigation of Latent Attitudes and Supply-side Determinants (TRBAM-21-04358) Xiatian Wu/University of California, Davis, Kailai Wang/University of California, Davis, David Bunch/University of California, Davis, Giovanni Circella/University of California, Davis, Grant Matson/University of California, Davis, Farzad Alemi/University of California, Davis, Yongsung Lee/University of California, Davis Disaggregation of Vehicle Choice Modeling: Capturing Potential Spillover Effects in the LDV and HDV Markets ( TRBAM-21-00959) Camron Proctor/Sandia National Laboratories, Steven Wiryadinata/Sandia National Laboratories Effects of Electric Vehicle Adoption for State-Wide Intercity Trips on the Emission Saving and Energy Consumption (TRBAM-21-04398) Mohammadreza Kavianipour/Michigan State University, Hamid Mozafari/Michigan State University, Mehrnaz Ghamami/ Michigan State University, Ali Zockaie/Michigan State University, Robert Jackson/Michigan State University Making the Shift: Attracting Conventional Drivers to Electric Vehicles in China’s Developing Car Market (TRBA M-21-04431) Ziwen Ling/University of Tennessee, Christopher Cherry/University of Tennessee, Yi Wen/University of Tennessee

272 1438

Friday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1438 - Firm Location Decisions and Market Responses to Transportation Infrastructure Michael Lawrence, Jack Faucett Associates, Inc., presiding Sponsored By Standing Committee on Economic Development and Land Use

A Latent Auction Model of Firm Establishment Location Choice in the Greater Toronto Area (TRBAM-21-00443) Jason Hawkins/University of Toronto, Khandker Nurul Habib/University of Toronto Impact of Transit Quality on Anchor-Mediated Robust Knowledge Economy Across the U.S. Large Cities (TRBA M-21-03141) Ahoura Zandiatashbar/San Jose State University, Shima Hamidi/San Jose State University Impacts of a Highway Bypass on Residential Property Values in a Small City in Arkansas (TRBAM-21-01535) Sanjeev Bhurtyal/University of Arkansas, Fayetteville, Madeline Giebler/University of Arkansas, Fayetteville, Suman Mitra/University of Arkansas, Fayetteville, Sarah Hernandez/University of Arkansas, Fayetteville Index of Employment-Worker Balance by Transit Station Mode (TRBAM-21-01296) Robert Hibberd/University of Arizona, Arthur Nelson/University of Arizona Regional Differences in the U.S. Real Estate Market Response towards Proximity of Fixed Route Transit Systems (TRBAM-21-01553) Kristina Currans/University of Arizona, Robert Hibberd/University of Arizona, Nicole Iroz-Elardo/University of Arizona, Arthur Nelson/University of Arizona The Property Value Premium of the Proximity to the Carsharing and Bikesharing Services in New York City (TR BAM-21-00700) Sangwan Lee/Portland State University, Aaron Golub/Portland State University Transportation Amenities and High-Tech Firm Location: An Empirical Study Of High-Tech Clusters (TRBAM-21- 03236) Ahoura Zandiatashbar/San Jose State University, Shima Hamidi/San Jose State University

1439

Friday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1439 - Policy and Planning Considerations in Public Transportation Jennifer Slesinger, Alexandria Department of Transportation, presiding Sponsored By Standing Committee on Public Transportation Planning and Development

This session offers posters for a selection of papers involving policy and planning considerations in public transportation.

Towards a Demand-driven and Financially Sustainable City Bus System: A Case Study in Shanghai (TRBAM-21 -00181) Jihao Deng/Tongji University, Xiaohong Chen/Tongji University, Quan Yuan/Tongji University, Tianhao Li/Tongji University Various Models with Operational Subsidy Constraints of Urban Rail Transit (TRBAM-21-00409) Qing wang/Central South Universty, Lianbo Deng/Central South Universty, Jing Xu/Central South Universty TRANSIT IMPROVEMENT COST ESTIMATES ON I-DRIVE IN ORLANDO, FLORIDA VERSUS TRADITIONAL CAPACITY IMPROVEMENT METHODS (TRBAM-21-04357) Mohamed El-Agroudy/VHB, Hatem Abou-Senna/VHB, Essam Radwan/VHB How Cities Help and Hinder the Provision of Surface Public Transit (TRBAM-21-03048) Michelle DeRobertis/Transportation Choices for Sustainable Communities, Richard Lee/Transportation Choices for Sustainable Communities, Charles Rivasplata/Transportation Choices for Sustainable Communities, Douglas Cross/Tra nsportation Choices for Sustainable Communities Planning for Transit in the New Normal (TRBAM-21-01687) Donald Emerson/WSP

273 1440

Friday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1440 - Modeling Approaches for the Analysis of Urban Rail Transit Systems Jason Mumford, AECOM, presiding Sponsored By Standing Committee on Urban Rail Transit Systems

Various modeling exercises are presented to better interpret the function of urban rail transit systems .

An Improved Framework for Origin-Destination Prediction in Urban Rail Transit Based on Stack LSTM (TRBAM- 21-00450) BAO WANG/Southwest Jiaotong University, Ailin He/Southwest Jiaotong University, luo xia/Southwest Jiaotong University, YING ZHU/Southwest Jiaotong University Short Term Passenger Flow Forecasting for Sparse OD: A Feature Simplification Based Machine Learning Approach (TRBAM-21-01818) Keyang SUN/Southwest Jiaotong University, Di WEN/Southwest Jiaotong University, Yan ZHANG/Southwest Jiaotong University, Hongxia LV/Southwest Jiaotong University Optimal Utilization of Regenerative Energy by Using Power Profile for Urban Rail Transit (TRBAM-21-02078) Juanjuan Cai/Beijing Jiaotong University, Jing Xun/Beijing Jiaotong University, Xiangyu Ji/Beijing Jiaotong University, Lei Yu/Beijing Jiaotong University Urban Rail Transit Efficient Path Search using Best-First Strategy (TRBAM-21-02344) Zhan-ru Liu/Southwest Jiaotong University, Yi-chen Sun/Southwest Jiaotong University, Jie Zhang/Southwest Jiaotong University, Wen-cheng Huang/Southwest Jiaotong University, Min-hao Xu/Southwest Jiaotong University Urban Rail Transit System Network Reliability Analysis Based on Coupled Map Lattice Model (TRBAM-21-02381 ) Jian Sun/Shanghai Jiao Tong University, Yan Zhu/Shanghai Jiao Tong University How to define the optimal catchment area for subway stations? A study of five cities in the U.S. (TRBAM-21-044 08) Hongtai Yang/Southwest Jiaotong University, Xuan Li/Southwest Jiaotong University, Chaojing Li/Southwest Jiaotong University, Qian Ge/Southwest Jiaotong University, Yugang Liu/Southwest Jiaotong University

1441

Friday, 11:30 a.m. - 01:00 p.m., Virtual Sessions, Poster Session 1441 - Current Issues in Urban Air Mobility (UAM) Justin Guan, Federal Aviation Administration (FAA), presiding Sponsored By Standing Committee on New Users of Shared Airspace

An Exploratory Empirical Analysis of Public Willingness to Hire and Pay for Flying Taxis and Shared Flying Car Services (TRBAM-21-00564) Sheikh Shahriar Ahmed/University at Buffalo, SUNY, Grigorios Fountas/University at Buffalo, SUNY, Ugur Eker/Universi ty at Buffalo, SUNY, Stephen Still/University at Buffalo, SUNY, Panagiotis Anastasopoulos/University at Buffalo, SUNY Designing and Simulating Urban Air Mobility Vertiport Networks under Land Use Constraints (TRBAM-21-00693 ) Pavan Yedavalli/University of California, Berkeley Modeling CO2 Emissions from Trips Utilizing Urban Air Mobility and Emerging Automobile Technologies (TRB AM-21-01566) Sai Mudumba/Purdue University, Hsun Chao/Purdue University, Apoorv Maheshwari/Purdue University, Daniel DeLaurentis/Purdue University, William Crossley/Purdue University Modeling and Designing the Highway-in-the-Sky network (TRBAM-21-02016) Li Zhang/Mississippi State University, Amin Aghalari/Mississippi State University, jun Wang/Mississippi State University, Junfeng Ma/Mississippi State University Planning Airways for Urban Air Mobility in Small Cities: A Case Study of Tuscaloosa, Alabama (TRBAM-21-0297 1) Chenxuan Yang/University of Alabama, Jun Liu/University of Alabama, Weike Lu/University of Alabama, Ismael Jones/U niversity of Alabama Life-Cycle Analysis Of Electric Vertical Take-Off And Landing Vehicles (TRBAM-21-03015) Khashayar Khavarian/University of Texas, Austin, Kara M. Kockelman/University of Texas, Austin

(continued) 274 Fuel Cells for Urban Air Mobility: Performance and Cost Analysis (TRBAM-21-03051) Rajesh Ahluwalia/Argonne National Laboratory, Jui-Kun Peng/Argonne National Laboratory, Dionissios Papadias/Argon ne National Laboratory, John Kopasz/Argonne National Laboratory

1442

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 12 1442 - Innovative Practices in Construction and Maintenance Inspection Hala Nassereddine, University of Kentucky, presiding Sponsored By Standing Committee on Construction Management

Innovative Data Collection and Management to Enhance Project Safety (P21-21231) John Hancock/California Department of Transportation (CALTRANS) Preparing CE&I Workforce for 3D Model-based Deliverables (P21-21232) Alexa Mitchell/HDR, Derek Fuller/Indiana Department of Transportation Implementing a Standardized Quality Plan (P21-21233) Todd Orbus/Kiewit Infrastructure Group Methods and Practices for internal Quality Control (P21-21234) Alan Reed/Skanska USA Civil, Inc.

1443

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 15 1443 - Data Acquisition and Geologic Modeling for Decisions: Network Scale to Site Scale Ty Ortiz, Colorado Department of Transportation, presiding Scott Anderson, BGC Engineering Inc, presiding Sponsored By Standing Committee on Engineering Geology, Subcommittee on Geotechnical Asset Management, Subcommittee on Rockfall Management, Subcommittee on Advances in Landslides, Analysis and Control, Standing Committee on Geo-Environmental and Climatic Impacts on Geomaterials

The availability of data from a multitude of sources combined with advances in technology platforms for data processing and modeling is accelerating. These advances allow geological and geotechnical practitioners to make decisions and understand complex conditions with unprecedented detail. This workshop will highlight state of the art practices with presentations showing how models of varying levels of precision are used across scales from network planning to site specific decisions. A panel discussion will follow the presentation.

Rock slope hazard modelling informed by remote sensing data – Next steps (P21-21098) D. Jean Hutchinson/Queen's University Applying Remote Sensing to Rockfall Management Problems (P21-21099) Gabriel Walton/Colorado School of Mines The bathtub curve: a data-driven model for geohazard event response (P21-21100) Dave Gauthier/BGC Engineering Inc

1444

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 13 1444 - New Advances in Pavement Surface Characteristics Magdy Mikhail, AgileAssets, Inc., presiding Sponsored By Standing Committee on Pavement Surface Properties and Vehicle Interaction

The presentation will review the various road-vehicle interactions, the impact of pavement surface characteristics on these interactions, and the impact of optimizing the pavement surface on the sustainability of our transportation systems. It will discuss the evolution and trends in the measurement and use of roughness, macrotexture, friction, noise , rolling resistance, hydroplaning and splash and spray.

New Advances in Pavement Surface Characteristics by Dr Gerardo Flintsch (P21-20278) Gerardo Flintsch/Virginia Polytechnic Institute and State University (Virginia Tech)

275 1445 CM (1.50)

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 1 1445 - Step In and Step Up: Sexual Harassment on Transit - What We Know, What We Need to Know, and a Call to Action Dawn Hood, University of Minnesota, Twin Cities, presiding Anastasia Sideris, University of California, Los Angeles, presiding Lucia Mejia-Dorantes, No Organization, presiding Na Chen, University of Cincinnati, presiding Sponsored By Standing Committee on Women and Gender in Transportation

One of the most discussed topics at the 2019 International Conference on Women's Issues in Transportation (WIiT) was the crime and harassment that women routinely faced in both industrialized and developing nations as they traveled. This session will feature four WIiT conference speakers who will set the stage for an interactive discussion on the topic.

Sexual Harassment in Transit Environments: A Global Look (P21-20216) Anastasia Sideris/University of California, Los Angeles Sexual Harassment in Public Transit Environments: A Review of Evidence and Interventions (P21-20217) Hao Ding/University of California, Los Angeles Planners’ Vision of Transit Sexual Assault: The Problem of Deproblematizing Beliefs (P21-20218) Gwen Kash/Georgia Institute of Technology (Georgia Tech) Sexual Harassment in Metro Manila’s Transit Environments (P21-20219) Iderlina Mateo-Babiano

1446

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 5 1446 - 3rd Annual Innovations in Transit Performance Measurement Challenge -- and the Winner is..... Laura Moeini, Washington Metropolitan Area Transit Authority, presiding Sponsored By Standing Committee on Transit Data, Standing Committee on Transit Management and Performance

The 3rd Annual Innovations in Transit Performance Measurement Challenge is sponsored by the Transit Management and Performance Committee and the Transit Data Committee. Challenge finalists will share their innovative performance measures, visualizations and apps designed to support stronger and better transit agencies. Attendees will be inspired by the excellent examples of the skills and tools on display that lead to real ‘data- driven’ decisions! The 3 rd annual challenge winner(s) will be revealed during the event.

Social Distance Dashboard (P21-20141) Donovan Calicker/JTA ROVE Map: An Open-Source Bus Performance Visualization (P21-20143) Nicholas Caros/Massachusetts Institute of Technology Room2Ride (P21-20144) Ellie Newman/Port Authority of Allegheny County Estimating Real-Time Transit Ridership Flow and O-D Information: A Novel System Based on Passive Wi-Fi and Bluetooth Sensing Technology (P21-20145) Ziyuan Pu/University of Washington Composite Scoring to Rank and Evaluate Bus Performance (P21-20146) Greg McFarland/WMATA Text Analytics: Customer Comments (P21-20147) Viswa Panicker/Washington Metropolitan Area Transit Authority

276 1447 CM (1.50)

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Session 7 1447 - Airport Terminal Design and Operations to Stem the Viral Transmission in the New Normal I. Richmond Nettey, Kent State University, presiding Sponsored By Standing Committee on Airport Terminals and Ground Access, Standing Committee on Environmental Issues in Aviation, Standing Committee on Aviation Safety, Security and Emergency Management

This session will address the broad and devastating impact of COVID-19 on airports and aviation through a comprehensive review from multiple perspectives and levels of airport terminal design and operations. The diverse panel will speak from the multiple perspectives of a small hub airport at the local level, as well as the macro level of international aviation. Specifically, the panelists will address design and planning to create adaptive terminals to promote healthy travel, after reviewing changes in terminal operations at a small hub to stem viral spread. This session will also discuss international efforts to stem viral spread in the era of COVID -19 while examining airport terminal design innovations at leading airports to stem viral spread.

The Change Environment in Global Aviation: International Efforts to Stem Viral Spread at Airports (P21-20815) Melinda Pagliarello/Airports Council International, North America Innovations in Airport Terminal Design to Stem Viral Transmission: Illustrative Examples from Leading Airports (P21-20816) Josh Cohn/InterVISTAS Consulting LLC Emerging Changes in Terminal Operations to Stem Viral Spread at a Small Hub (P21-20817) Perry Miller/Capital Region Airport Commission Creating the Adaptive Terminal to Promote Healthy Travel (P21-20818) David Kipp/Burns Engineering, Inc.

1448

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1448 - Innovations in Travel Survey Methods Rebekah Straub Anderson, Ohio Department of Transportation, presiding Sponsored By Standing Committee on Travel Survey Methods

The Travel Survey Methods Committee (AEP25) is pleased to present research for many innovative topics including: Big Data, Cellular Location, Smartphone Surveys, Purpose and Mode Imputation, Pricing Surveys, Sampling, and Surveys during COVID-19.

Google Location History Data and its Potential for Activity Space Research (TRBAM-21-01464) Zachary Patterson/Concordia University, Scott McCallum/Concordia University A Random Forest Model for Trip End Identification Using Cellular Phone and POI Data: A Field Case Study from China (TRBAM-21-01304) Zhenxing Yao/Southwest Jiaotong University, Yanchen Wang/Southwest Jiaotong University, Dingbang Li/Southwest Jiaotong University, Fei Yang/Southwest Jiaotong University Using Mobile Sensor Data for Evaluating Mobility Pattern Changes After an Event: Lessons Learned from Seattle Alaskan Viaduct Replacement Project (TRBAM-21-03110) Cynthia Chen/University of Washington, Yuanjie Tu/University of Washington, Jeff Ban/University of Washington Towards the Standardization of Reporting in Smartphone Travel Surveys: The Smartphone Survey Reporting Guidelines (SSRG) (TRBAM-21-01643) Ben Azoulay/Concordia University, Zachary Patterson/Concordia University Insights on Data Quality from a Large-Scale Application of Smartphone-Based Survey Technology in the Greater Phoenix area, Arizona (TRBAM-21-02727) Shuyao Hong/Maricopa Association of Governments, Fang Zhao/Maricopa Association of Governments, Vladimir Livshits/Maricopa Association of Governments, Shari Gershenfeld/Maricopa Association of Governments, Jorge Santos /Maricopa Association of Governments, Moshe Ben-Akiva/Maricopa Association of Governments Identifying Trip Purposes on Trip Level for Vehicle Sensor Data (TRBAM-21-02346) Ulrich Niklas/Bayerische Motoren Werke AG, Miriam Magdolen/Bayerische Motoren Werke AG, Sascha von Behren/Ba yerische Motoren Werke AG, Peter Vortisch/Bayerische Motoren Werke AG

(continued) 277 Detecting Transportation Modes Using Smartphone Data and GIS Information: Evaluating Alternative Algorithms for an Integrated Smart-Phone based Travel Diary Imputation (TRBAM-21-00415) Yicong Liu/University of Toronto, Eric Miller/University of Toronto, Khandker Nurul Habib/University of Toronto A Data-Driven Travel Mode Share Estimation Framework based on Mobile Device Location Data (TRBAM-21-01 278) Mofeng Yang/University of Maryland, College Park, Yixuan Pan/University of Maryland, College Park, Aref Darzi/Univers ity of Maryland, College Park, Sepehr Ghader/University of Maryland, College Park, Chenfeng Xiong/University of Maryland, College Park, Lei Zhang/University of Maryland, College Park Capturing Pedestrian Tours and Activities through Smartphone Data (TRBAM-21-03425) Xiaomeng Xu/University of Waterloo, Jeffrey Casello/University of Waterloo, Pedram Fard/University of Waterloo A National-Scale Mobility Pricing Experiment using GPS Tracking and Online Surveys in Switzerland: Response Rates and Survey Method Results (TRBAM-21-02143) Joseph Molloy/ETH Zurich, Alberto Castro/ETH Zurich, Thomas Götschi/ETH Zurich, Beaumont Schoeman/ETH Zurich , Christopher Tchervenkov/ETH Zurich, Uros Tomic/ETH Zurich, Beat Hintermann/ETH Zurich, Kay Axhausen/ETH Zurich Response Willingness in Consecutive Travel Surveys: An Investigation Based on the National Household Travel Survey Using a Sample Selection Model (TRBAM-21-00871) Xinyi Wang/Georgia Institute of Technology (Georgia Tech), Faaiqa Shaw/Georgia Institute of Technology (Georgia Tech ), Patricia Mokhtarian/Georgia Institute of Technology (Georgia Tech), Kari Watkins/Georgia Institute of Technology (Ge orgia Tech) Survey of Surveys (SoS) - Mapping the Landscape of Travel-Related Surveys in COVID-19 (TRBAM-21-03270) Weike Lu/University of Alabama, Xiaobing Li/University of Alabama, Jun Liu/University of Alabama, Steven Jones/Unive rsity of Alabama, Allen Parrish/University of Alabama A Comprehensive Survey of the Impacts of COVID-19 Pandemic on Activity-Travel Behavior in Chicago (TRBA M-21-04238) Ali Shamshiripour/University of Illinois, Chicago, Ehsan Rahimi/University of Illinois, Chicago, Ramin Shabanpour/Unive rsity of Illinois, Chicago, Abolfazl Mohammadian/University of Illinois, Chicago Observed impacts of COVID-19 on travel behaviour in Switzerland based on a large GPS panel (TRBAM-21-042 20) Joseph Molloy/ETH Zurich, Thomas Schatzmann/ETH Zurich, Beaumont Schoeman/ETH Zurich, Christopher Tchervenkov/ETH Zurich, Beat Hintermann/ETH Zurich, Kay Axhausen/ETH Zurich

1449

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1449 - Predicting the Future of Mobility Systems: Automation, Transit, and Hailing Gregory Macfarlane, Brigham Young University, presiding Sponsored By Standing Committee on Transportation Demand Forecasting

Assessing the Employment Accessibility Benefits of Shared Automated Vehicle Mobility Services in Southern California (TRBAM-21-00909) Tanjeeb Ahmed/University of California, Irvine, Michael Hyland/University of California, Irvine, Navjyoth Sarma/Universit y of California, Irvine, Suman Mitra/University of California, Irvine, Arash Ghaffar/University of California, Irvine Estimating the Impact of Automated Vehicles on Traffic Assignment, Mode Split, and Parking Destination Choice for the Morning Commute Trips (TRBAM-21-02049) Di Kang/University of Minnesota, Twin Cities, Feihong Hu/University of Minnesota, Twin Cities, Michael Levin/University of Minnesota, Twin Cities Forecasting a Future with Automated Vehicles In Switzerland: Exploring the Urban-Rural Divide and System Eff ects (TRBAM-21-03484) Clarissa V. Livingston/Swiss Federal Institute of Technology ETH Zurich, Sebastian Hörl/Swiss Federal Institute of Technology ETH Zurich, Frank Bruns/Swiss Federal Institute of Technology ETH Zurich, Remo Fischer/Swiss Federal Institute of Technology ETH Zurich, Kay Axhausen/Swiss Federal Institute of Technology ETH Zurich A Clustering-aided Ensemble Method for Predicting Ridesourcing Demand in Chicago (TRBAM-21-03538) Xiaojian Zhang/University of Florida, Xilei Zhao/University of Florida How Do Safety Perceptions and Car Dependency Affect Autonomous Vehicle Adoption? (TRBAM-21-03639) Parastoo Jabbari/University of Washington, Don Mackenzie/University of Washington

(continued) 278 A Glimpse of the Future: Simulating Life with Personally-Owned Autonomous Vehicles & Their Implications on Travel-Related Behaviors (TRBAM-21-04145) Mustapha Harb/University of California, Berkeley, Jai Malik/University of California, Berkeley, Giovanni Circella/Universit y of California, Berkeley, Joan Walker/University of California, Berkeley Transit Network Design with Multi-Agent Simulation to Capture Activity-Based Mode Competition (TRBAM-21-0 2088) Ziyi Ma/New York University, Joseph Chow/New York University

1450

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1450 - Selected Topics in Culverts, Buried Bridges, and Soil-Structure Interaction Jesse Beaver, Simpson Gumpertz & Heger, Inc., presiding Sponsored By Standing Committee on Culverts, Buried Bridges and Soil Structure Interaction, Standing Committee on Tunnels and Underground Structures, Standing Committee on Geotechnical Instrumentation and Modeling

The session will include various presentation (10) covering, analysis, modeling, installation,inspection and resilience of buried bridges , pipes and structures. The papers presented will come from US, Canada, China, Poland, Turkey.The papers deal with various type of buried bridges and culverts/pipes ( concrete,metal,plastic). and geotechnical and analitycal aspects of performance as well as assessment of AASHTO method on dimensioning of buried bridges , pipes and culverts.

Basic Installations for Reinforced Concrete Arch Pipe (TRBAM-21-00016) Josiah Beakley/American Concrete Pipe Association, Riley Dvorak/American Concrete Pipe Association, Kevin Western /American Concrete Pipe Association RESTITUTION AND PRESERVATION OF ISTIKLAL STREET CULVERT (TRBAM-21-00059) Niyazi Özgür Bezgin/Istanbul Universitesi, Cerrahpasa Effect of the Employed Material Model on the Predicted Behaviour of Corrugated Metal Pipes (TRBAM-21-00200 ) Hany El Naggar/Dalhousie University, Alex Campbell/Dalhousie University, Islam Ezzeldin/Dalhousie University Assessment of AASHTO Load-Spreading Method for Buried Culverts and Proposed Improvement (TRBAM-21-0 0282) Michael Katona/Consultant Numerical Evaluation of Buried Medium Density Polyethylene Pipelines Subjected to Axial Ground Movement ( TRBAM-21-00705) Auchib Reza/Memorial University of Newfoundland, Ashutosh Dhar/Memorial University of Newfoundland Estimation of Safety of Soil-Steel Structures Based on the Monitoring Results (TRBAM-21-01190) Piotr Tomala/ViaCon Sp. z o.o, Michał Mońka/ViaCon Sp. z o.o, Czesław Machelski/ViaCon Sp. z o.o The Largest Corrugated Steel Structure in the World – Field Test Results (TRBAM-21-01226) Piotr Tomala/ViaCon Sp. z o.o, Maciej Nowak/ViaCon Sp. z o.o, Czesław Machelski/ViaCon Sp. z o.o, Meckkey EL SHARNOUBY/ViaCon Sp. z o.o, Ahmed ALHAMMADI/ViaCon Sp. z o.o, Abd ALRAHMAN ABU AL-RUB/ViaCon Sp. z o .o An Updated Culvert Inspection Vehicle: HIVE-II (TRBAM-21-01359) Jonathan Burton/University of Vermont, Daniel Orfeo/University of Vermont, Steven Stanley/University of Vermont, Michelle Redmond/University of Vermont, Tian Xia/University of Vermont, Dryver Huston/University of Vermont Resilience of Shallow Corrugation Flexible Bridge Structures – Case Study of Bridge Located 800m (2650 Ft) Underground Backfilled with Crushed Salt (TRBAM-21-01667) Piotr Tomala/ViaCon Sp. z o.o, Marcin Szyszka/ViaCon Sp. z o.o, Piotr Urbański/ViaCon Sp. z o.o 3D Finite Element Modeling of SAPL Repaired Corrugated Metal Pipes Buried Under Shallow Cover (TRBAM-21 -03838) Xinbao Yu/University of Texas, Arlington

279 1451

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1451 - Roundabouts, Signalized, and Skewed Intersections: Capacity and Design Keith Boddy, Nova Scotia Department of Transportation and Infrastructure Renewal, presiding Sponsored By Standing Committee on Roundabouts and other Intersection Design and Control Strategies

How Many Different Types of Roundabouts can you Name? In this session we will hear about the capacity of mini roundabouts, signalized turbo roundabouts, and compound roundabouts....oh and a comparison between signalized roundabouts and traditional intersection. And let's not forget a look into a skewed intersections design for autonomous vehicles. Join us for an innovative look at intersections!

Capacity of Mini-Roundabouts: a New Model (TRBAM-21-00145) Werner Brilon/Ruhr University, Bochum, Ning Wu/Ruhr University, Bochum A Comparative Study on the Capacity of Signalized Turbo Roundabouts and Signalized Intersections Considering Various Geometric Layouts (TRBAM-21-02368) Yan Bai/Nagoya Daigaku, Xin Zhang/Nagoya Daigaku, Hideki Nakamura/Nagoya Daigaku Skewed Intersection Design for Fully Autonomous Vehicles (TRBAM-21-03529) Xuesong Wang/Tongji University, Dingming Qin/Tongji University, Salvatore Cafiso/Tongji University

1452

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1452 - Current Research in Passenger Rail Transportation Rachel Copperman, Cambridge Systematics, presiding Sponsored By Standing Committee on Passenger Rail Transportation

The Impact of Shared Corridors on Intercity Passenger Rail Reliability in Canada (TRBAM-21-00153) Willem Klumpenhouwer/University of Toronto Accessibility for a railway corridor integrating high-speed railway and conventional railway (TRBAM-21-00639) Anjun Li/Southwest Jiaotong University, Jie Liu/Southwest Jiaotong University, Hironori Kato/Southwest Jiaotong University, Qiyuan Peng/Southwest Jiaotong University Equity-based split ticketing strategy for seats in the same train (TRBAM-21-01680) Qianxi Yan/University of California, Irvine, Jie Bao/University of California, Irvine Mesoscopic simulation method for evaluating the capacity of railway passenger stations (TRBAM-21-04056) Yixiang Yue/University of Delaware, Mingxuan Zhong/University of Delaware, Deyi Li/University of Delaware, Mingxin Li/ University of Delaware, Ardeshir Faghri/University of Delaware, Silvana Croope/University of Delaware Impact of Accessibility and Intermodal Connectivity on Intercity Rail Station Ridership (TRBAM-21-04273) Christopher Cummings/Northwestern University, Hani Mahmassani/Northwestern University Effects from Expanding High-Speed Railway Network on Regional Accessibility and Economic Productivity in China (TRBAM-21-02203) Jing Fan/Tongji University, Hironori Kato/Tongji University, Yu Zhang/Tongji University, Ye Li/Tongji University High-Speed Rail Development and Regional Inequalities: Evidence from Japan (TRBAM-21-03493) Norihiro Miwa/University of Tokyo, Ayushman Bhatt/University of Tokyo, Hironori Kato/University of Tokyo

1453

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session 1453 - Emerging Technologies in Railroad Equipment Raphael Isaac, Energetics Incorporated, presiding Sponsored By Standing Committee on Rail Rolling Stock and Motive Power

This session will feature research on railroad motive power and rolling stock.

Fault Diagnosis for Rolling Bearings of a Freight Train Under Limited Fault Data: A Few-shot Learning Method ( TRBAM-21-00201) Chenzhong Li/Southwest Jiaotong University, Ping Wang/Southwest Jiaotong University, Jiebo Li/Southwest Jiaotong University, Haichuan Tang/Southwest Jiaotong University, Kanghua Yang/Southwest Jiaotong University, Qing He/South west Jiaotong University

(continued) 280 An Online-learning Framework Using LSTMs and CDF for Traction Motor Temperature Prediction in High-speed Trains (TRBAM-21-01117) Hao Ma/Beijing Jiaotong University, Honghui Dong/Beijing Jiaotong University, Limin Jia/Beijing Jiaotong University, Yong Qin/Beijing Jiaotong University Study on the Maintenance Plan Optimization model of High-speed Railway ATP Equipment with Improved GA Solution (TRBAM-21-01927) Lijuan Shi/Tongji University, Xuan Liang/Tongji University, Huize Sun/Tongji University Prediction Model of Train Fault Probability on Urban Rail Transit Main Line (TRBAM-21-01076) Zhenbo Wang/Tongji University, Ke Pan/Tongji University, Yucheng Li/Tongji University, Xiafei Ye/Tongji University Total Cost of Ownership and Hydrogen Demand for Fuel Cell-Powered Railroad Locomotives (TRBAM-21-01453 ) Theodore Krause/Argonne National Laboratory, Dionissios Papadias/Argonne National Laboratory, Rajesh Ahluwalia/Ar gonne National Laboratory, Jui-Kun Peng/Argonne National Laboratory, Greg Moreland/Argonne National Laboratory A Fuzzy Programming Approach for the Electric Multiple Unit Circulation Planning Problem Using Simulated Annealing (TRBAM-21-01035) Boliang Lin/Beijing Jiaotong University, Yinan Zhao/Beijing Jiaotong University, Jian Li/Beijing Jiaotong University, Ruixi Lin/Beijing Jiaotong University A Novel Axle Temperature Forecasting Method based on Graph Convolutional Network and Gated Recurrent Unit (TRBAM-21-01307) JIE MAN/Beijing Jiaotong University, Honghui Dong/Beijing Jiaotong University, Xiaoming Yang/Beijing Jiaotong University, Limin Jia/Beijing Jiaotong University, Yong Qin/Beijing Jiaotong University

1454

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session Current Research in Railroad Operating Technologies Tyler Dick, University of Illinois, Urbana-Champaign, presiding Sponsored By Standing Committee on Railroad Operating Technologies

An Operational Framework for Railway Disruptions: Quantifying Duration of an Incident and Predicting the Total Delay Caused (TRBAM-21-02913) Bhagya Shrithi Grandhi/Technische Universitat Braunschweig, Emmanouil Chaniotakis/Technische Universitat Braunschweig, Constantinos Antoniou/Technische Universitat Braunschweig, Stephan Thomann/Technische Universitat Braunschweig, Felix Laube/Technische Universitat Braunschweig Time Dependent and Time Independent Markov Chain Models for Train and Timetable Performance Analysis (T RBAM-21-03093) Mehmet Şirin Artan/Yildiz Technical University, Ismail Sahin/Yildiz Technical University A Support Vector Regression Model to Predict Train Delay Recovery: A Case Study of Wuhan-Guangzhou High- Speed Rail (TRBAM-21-01836) Yuexin Wang/Southwest Jiaotong University, Chao Wen/Southwest Jiaotong University, Rui Hu/Southwest Jiaotong University, Ping Huang/Southwest Jiaotong University, Chuanling Xu/Southwest Jiaotong University An Macroscopic Real-time Timetable Rescheduling Approach for High-Speed Railway Under Completed Blockages Using a Three-stage Algorithm (TRBAM-21-02404) Bowen Gao/Tongji University, Decun Dong/Tongji University, Yusen Wu/Tongji University, Dongxiu Ou/Tongji University Applying Constraint Programming and Integer Programming to Solve the Crew Scheduling Problem for Railroad Systems: Model Formulation and A Case study (TRBAM-21-01120) Guei-Hao Chen/Sinotech Engineering Consultants, Inc., Jyh-Cherng Jong/Sinotech Engineering Consultants, Inc., Anthony Han/Sinotech Engineering Consultants, Inc. Assessing Hyperloop Transport Capacity under Moving-Block and Virtual Coupling Operations (TRBAM-21-007 44) Rafael Mendes Borges/Technische Universiteit Delft, Egidio Quaglietta/Technische Universiteit Delft Periodic Timetable Adjustment for the Utilization of Regenerative Energy and Power Peak Shaving (TRBAM-21- 00746) Pengling Wang/Eidgenossische Technische Hochschule Zurich, Nikola Besinovic/Eidgenossische Technische Hochschule Zurich, Rob M.P. Goverde/Eidgenossische Technische Hochschule Zurich, Francesco Corman/Eidgenossi sche Technische Hochschule Zurich Development of a Simplified Derailment Model for Investigations of Derailment Severity (TRBAM-21-01688) Steven Kirkpatrick/Applied Research Associates Inc, Tyler Dick AR030 AR0405A/Applied Research Associates Inc, Xiang Liu/Applied Research Associates Inc

(continued) 281 Effects of Hazmat Train Speed Restrictions on Train Delay Performance and Railroad Line Capacity: Comparative Study with Two Railway Simulation Tools (TRBAM-21-03589) Matthew Parkes/University of Illinois, Urbana-Champaign, Tyler Dick/University of Illinois, Urbana-Champaign, Adrian Diaz de Rivera/University of Illinois, Urbana-Champaign

1455

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session Current Trends in Freight Rail Transportation Research Maite Pena Alcaraz, McKinsey & Company, presiding Sponsored By Standing Committee on Freight Rail Transportation

Back from Abandonment: Initiatives to Restore Rail Service to U.S. Towns and Cities, 2004 - 2020 (TRBAM-21-0 1627) Joseph Schwieterman/DePaul University, Cole Neder/DePaul University Network Optimization of Railway Cold Chain Logistics Based on Freight Subsidy (TRBAM-21-00256) Yu Lu/Tongji University, Xingfang Xu/Tongji University, Chuanzhong Yin/Tongji University, Yueyi Zhang/Tongji University Data-driven Analysis of Short-distance Freight Rail Transportation Potential: A Case Study of Log Movements in the U.S. Lake Superior Region (TRBAM-21-02332) Sangpil Ko/Korea Railroad Research Institute, Pasi Lautala/Korea Railroad Research Institute, Kuilin Zhang/Korea Railroad Research Institute Freight Production in Brazil: Projecting Scenarios in Times of Global Uncertainty and Likely Recession Caused by the Covid-19 Pandemic (TRBAM-21-02468) Alam Guimarães/University of Porto, Antonio Couto/University of Porto Quantifying Recent Trends in Class 1 Freight Railroad Train Length and Weight by Train Type (TRBAM-21-0266 0) Tyler Dick/University of Illinois, Urbana-Champaign, Jiaxi Zhao/University of Illinois, Urbana-Champaign, Xiang Liu/Univ ersity of Illinois, Urbana-Champaign, Steven Kirkpatrick/University of Illinois, Urbana-Champaign Quantifying the Influence of Schedule Coordination in Railway Hump Classification Yards with AnyLogic Simulation (TRBAM-21-02940) Jiaxi Zhao/University of Illinois, Urbana-Champaign, Geordie Roscoe/University of Illinois, Urbana-Champaign, Tyler Dick/University of Illinois, Urbana-Champaign Spatiotemporal Analysis of Rail Transport Capacity in China (TRBAM-21-02957) Junmei Cheng/Ohio State University, Zhenhua Chen/Ohio State University Optimized Restoration Sequence for Disrupted Freight Rail Network (TRBAM-21-03438) Fei Wu/University of Maryland, College Park, Paul Schonfeld/University of Maryland, College Park, Myungseob Kim/Uni versity of Maryland, College Park

1456

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session Current Research in Railroad Infrastructure Design and Maintenance John Edwards, University of Illinois, Urbana-Champaign, presiding Theodore Sussmann, OST-R/Volpe Center, presiding Sponsored By Standing Committee on Railroad Infrastructure Design and Maintenance

Rail Wear Detection with Wheel-Rail Contact Images: A Deep Learning Approach (TRBAM-21-01046) Qihang Wang/Southwest Jiaotong University, Tianci Gao/Southwest Jiaotong University, Zhengxing Chen/Southwest Jiaotong University, Xiaoming Wang/Southwest Jiaotong University, Yong Liu/Southwest Jiaotong University, Ping Wang/Southwest Jiaotong University, Qing He/Southwest Jiaotong University Ballast Inspection Tool Using Seismic Surface Waves (TRBAM-21-01932) Charles Oden/Earth Science Systems, LLC, Timothy Stark/Earth Science Systems, LLC, Choon Park/Earth Science Systems, LLC, Carton Ho/Earth Science Systems, LLC APPLICABILITY OF LASER DOPPLER VIBROMETER PLACED ON A MOVING PLATFORM FOR RAIL VIBRATION MEASUREMENTS (TRBAM-21-03248) Korkut Kaynardag/University of Texas, Austin, Chi Yang/University of Texas, Austin, Salvatore Salamone/University of Texas, Austin

(continued) 282 Analytical Estimation of Impact Forces Due to Abrupt and Rapid Changes in Track Profile at Rail Ends and Turnout Crossings (TRBAM-21-00075) Niyazi Özgür Bezgin/Istanbul Universitesi, Cerrahpasa, Mohamed Wehbi/Istanbul Universitesi, Cerrahpasa Bilevel Optimization of Intercity Railway Alignment (TRBAM-21-00191) Dongying Yang/Southwest Jiaotong University, Sirong Yi/Southwest Jiaotong University, Qing He/Southwest Jiaotong University Track Performance in Tunnels and Rail Transition Areas with Under Tie Pads and Under Ballast Mats (TRBAM-2 1-00274) Stephen Gonzalez/University of Florida, Zachary White/University of Florida, Jennifer Bridge/University of Florida, Shanyue Guan/University of Florida, Justin Davis/University of Florida, Kyle Riding/University of Florida Improving Railway Maintenance Schedules by considering Hindrance and Capacity Constraints (TRBAM-21-00 328) Floris Nijland/University of Twente, Konstantinos Gkiotsalitis/University of Twente, Eric C. van Berkum/University of Twente SETTLEMENT AND STRESS DISTRIBUTION CHARACTERISTICS OF A RAILWAY BALLAST LAYER UNDER A DYNAMIC LOAD (TRBAM-21-00414) Jianxing Liu/Southwest Jiaotong University, Ganzhong Liu/Southwest Jiaotong University, Tianci Gao/Southwest Jiaotong University, Ping Wang/Southwest Jiaotong University, Jieling Xiao/Southwest Jiaotong University, Chenyang Hu/Southwest Jiaotong University Automatic Rail Surface Defects Inspection Based on Mask R-CNN (TRBAM-21-00698) Feng Guo/University of South Carolina, Yu Qian/University of South Carolina, Dimitris Rizos/University of South Carolina, Zhi Suo/University of South Carolina Application of Large Datasets for Finding the Correlation between the Rate of Settlement and Changes in Geometry Indices (TRBAM-21-01743) saeed goodarzi/University of Massachusetts, Amherst, Hamed F. Kashani/University of Massachusetts, Amherst, Steven Chrismer/University of Massachusetts, Amherst, Carton Ho/University of Massachusetts, Amherst New Application of Thermoplastic Polyurethane/Waste Rubber Powder Blend for Waterproof Seal Layer (TRBA M-21-01876) Xin Xiao/Tongji University, Jiayu Wang/Tongji University, Degou Cai/Tongji University, Liangwei Lou/Tongji University, Feipeng Xiao/Tongji University Optimization of Multi-Period Rail Procurement Plan (TRBAM-21-02170) Hsin-Cheng Shih/National Taiwan University, Chih-Heng Yeh/National Taiwan University, Yung-Cheng Lai/National Taiwan University Pilot Study of High Speed Rail Track Monitoring using AI and Machine Learning (TRBAM-21-03002) Konstantin Popov/University of Edinburgh, Hwa-Kian Chai/University of Edinburgh, Robert De Bold/University of Edinburgh, Michael Forde/University of Edinburgh, James Hyslip/University of Edinburgh, Paul Long/University of Edinburgh, SinSin Hsu/University of Edinburgh, Carton Ho/University of Edinburgh Investigation of Variation of Track Response to Wheel Forces with Bogie Axle Spacing and Introduction of the Concept of Effective Track Stiffness (TRBAM-21-04001) Erdem Balcı/Istanbul Universitesi, Cerrahpasa, Niyazi Özgür Bezgin/Istanbul Universitesi, Cerrahpasa, Mohamed Wehbi/Istanbul Universitesi, Cerrahpasa

1457

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session Emerging Trends in Rail Transit Infrastructure Chun-Hsing Ho, Northern Arizona University, presiding Sponsored By Standing Committee on Rail Transit Infrastructure Design and Maintenance

Estimation of Railway Renewal Period due to Rail Wear in Small-Radius Curves: A Data and Mechanics Integrated Approach (TRBAM-21-00302) Tianci Gao/Southwest Jiaotong University, Zihan Li/Southwest Jiaotong University, Qihang Wang/Southwest Jiaotong University, Kanghua Yang/Southwest Jiaotong University, Cuiping Yang/Southwest Jiaotong University, Chenzhong Li/S outhwest Jiaotong University, Ping Wang/Southwest Jiaotong University, Qing He/Southwest Jiaotong University Development of Deep Convoluted Neural Networks (DCNNs) and Change Detection Technology for Improved Railway Track Inspection (TRBAM-21-01613) Ryan Harrington/University of Illinois, Richard Fox-Ivey/University of Illinois, Arthur Lima/University of Illinois, Thanh Nguyen/University of Illinois, Van Nguyen/University of Illinois, Marcus Dersch/University of Illinois, John Laurent/Univer sity of Illinois, John Edwards/University of Illinois

(continued) 283 High-speed Rail Inspection by a Non-contact Passive Ultrasonic Technique (TRBAM-21-01881) Diptojit Datta/University of California, San Diego, Ranting Cui/University of California, San Diego, Francesco Lanza di Scalea/University of California, San Diego, Robert Wilson/University of California, San Diego Advanced Full-Scale Laboratory Dynamic Load Testing of a Ballasted High-Speed Railway Track (TRBAM-21-02 671) Bin Feng/University of Illinois, Urbana-Champaign, Yuamar Basarah/University of Illinois, Urbana-Champaign, Qiusheng Gu/University of Illinois, Urbana-Champaign, Xiang Duan/University of Illinois, Urbana-Champaign, Xuecheng Bian/University of Illinois, Urbana-Champaign, Erol Tutumluer/University of Illinois, Urbana-Champaign, Youssef Hashash/University of Illinois, Urbana-Champaign, Hai Huang/University of Illinois, Urbana-Champaign Engineered Semi-flexible Composite Mixture and Its Implementation Method for Mitigating Railroad Bridge Transition (TRBAM-21-02032) Shuai Yu/Pennsylvania State University, University Park, Shihui Shen/Pennsylvania State University, University Park, Hai Huang/Pennsylvania State University, University Park, Cheng Zhang/Pennsylvania State University, University Park Data-Driven Railway Crosstie Support Condition Prediction using Deep Residual Neural Network: Algorithm and Application (TRBAM-21-02693) Bin Feng/University of Illinois, Urbana-Champaign, Zhongyi Liu/University of Illinois, Urbana-Champaign, Erol Tutumluer /University of Illinois, Urbana-Champaign, Hai Huang/University of Illinois, Urbana-Champaign

1458

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session Current Research in Rail Safety Rachel Grice, Federal Railroad Administration (FRA), presiding Sponsored By Standing Committee on Rail Safety

Analysis of Freight Train Derailment Rates for Unit Trains and Manifest Trains (TRBAM-21-03709) Zhipeng Zhang/Rutgers University, Xiang Liu/Rutgers University, Zheyong Bian/Rutgers University, Tyler Dick/Rutgers University, Jiaxi Zhao/Rutgers University, Steven Kirkpatrick/Rutgers University Recognition of Driving Fatigue Based on Support Vector Machine (TRBAM-21-01033) Han-yan Zhu/Shanghai University of Engineering and Science, Jin Luo/Shanghai University of Engineering and Science , Zhi-gang Liu/Shanghai University of Engineering and Science, Ting Gao/Shanghai University of Engineering and Science Segment-level Derailment Prediction Models for Canada’s Rail Network (TRBAM-21-00514) Ms. Tavia Chow/York University, Peter Park/York University, Kevin Gingerich/York University Identification of High-Risk Driving Behavior and Sections for Rail Systems (TRBAM-21-02171) Yu-Fu Chen/National Taiwan University, Kung-Chun Hsueh/National Taiwan University, Yung-Cheng Lai/National Taiwan University

1459

Friday, 01:00 p.m. - 02:30 p.m., Virtual Sessions, Poster Session Current Research in Highway/Rail Crossings and Railroad Trespassing Samantha Chadwick, WSP, presiding Sponsored By Standing Committee on Highway/Rail Grade Crossings

Explore Road Users’ Violation Behaviors at Railway Level Crossings Using Fault Tree Analysis: A Subjective and Objective Observance Study (TRBAM-21-02497) Shou-Ren Hu/National Chiao Tung University, Yu-Ting Ko/National Chiao Tung University Benefit-Cost Analysis to Fund Railroad Grade Separation Projects (TRBAM-21-02817) Shailesh Chandra/California State University, Long Beach, Jacqueline Camacho/California State University, Long Beach Vehicular Crash Exposure Rate Estimation at Highway-Rail Grade Crossings (TRBAM-21-03257) Huiyuan Liu/University of Nebraska, Lincoln, Aemal Khattak/University of Nebraska, Lincoln Evaluation of Level crossing Safety Measures – Applicability of the Framework to Innovative and Low-cost Measures (TRBAM-21-00043) Anne Silla/VTT Technical Research Centre of Finland Accounting for Endogeneity and Spatial Dependence in Estimating the Effectiveness of Stop-Sign Treatment at Canadian Highway-Railway Grade Crossings (TRBAM-21-01641) Shahram Heydari/University of Southampton

(continued) 284 Investigation of Pedestrian Collision Severity Patterns at Highway-Railway Grade Crossings Collisions Using Integrated Machine Learning and Bayesian Hierarchical Models (TRBAM-21-00826) Haniyeh Ghomi/McMaster University, Mohamed Hussein/McMaster University A Quantitative Multi-Criteria Decision Support Approach for Prioritizing Grade Crossings to Address the Problem of Blocked Crossings (TRBAM-21-03612) Aleksandr Prodan/CPCS Transcom, Vivek Sakhrani/CPCS Transcom, Marc-André Roy/CPCS Transcom, Matthew Dietrich/CPCS Transcom, Scott Phinney/CPCS Transcom, Megan McClory/CPCS Transcom

1460

Friday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1460 - COVID-19: Modeling Travel, and Social and Economic Impact and Diffusion Eric Miller, University of Toronto, presiding Sponsored By Standing Committee on Transportation Demand Forecasting

Activity-Based Model Application for Business Reopening Scenarios after COVID-19 (TRBAM-21-01604) Vladimir Livshits/INRO, Arup Dutta/INRO, Petya Maneva/INRO, Kyunghwi Jeon/INRO, Daehyun You/INRO, Haidong Zhu/INRO, Peter Vovsha/INRO, Gaurav Vyas/INRO, James Hicks/INRO, David Ory/INRO Capturing the Effects of Social Networks and Mobility on Viral Spread: Agent-based Model and Scenario Application (TRBAM-21-03711) Hoseb Abkarian/Northwestern University, Ying Chen/Northwestern University, Hani Mahmassani/Northwestern University A Segmentation Analysis of the Impacts of COVID-19 on Weekly Travel in the United States: Results from a Longitudinal Survey (TRBAM-21-03894) Mark Bradley/RSG Inc, Abigail Rosenson/RSG Inc, Taylor Daly/RSG Inc, Elizabeth Greene/RSG Inc Estimating Economic Impacts of COVID-19 Pandemic at the Municipal Level: A Latent Class Regression Modeling Approach (TRBAM-21-04332) Fariba Hossain/Dalhousie University, Muhammad Habib/Dalhousie University Assessing the Impacts of COVID-19 on Urban Passenger Travel Demand: Description of A Multi-Pronged and Multi-Staged Study with Initial Results (TRBAM-21-02138) Khandker Nurul Habib/University of Toronto, Jason Hawkins/University of Toronto, Saeed Shakib/University of Toronto, Patrick Loa/University of Toronto, Sk Md Mashrur/University of Toronto, Alireza Dianat/University of Toronto, Kaili Wang/ University of Toronto, Sanjana Hossain/University of Toronto, Yicong Liu/University of Toronto The Effect of Productivity of Telecommuting During the COVID-19 Pandemic on Workers’ Post-pandemic Intentions to Telecommute (TRBAM-21-04221) Ali Shamshiripour/University of Illinois, Chicago, Ehsan Rahimi/University of Illinois, Chicago, Ramin Shabanpour/Unive rsity of Illinois, Chicago, Nima Golshani/University of Illinois, Chicago, Abolfazl Mohammadian/University of Illinois, Chicago

1461

Friday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1461 - Emerging Concrete Technology John Kevern, University of Missouri, Kansas City, presiding Sponsored By Standing Committee on Advanced Concrete Materials and Characterization

Autogenous Healing Evaluation for Cementitious Composite Incorporated with Internal Curing Aggregates (TR BAM-21-00908) Cihang Huang/Purdue University, Siwei Ma/Purdue University, Yen-Fang Su/Purdue University, Prince Baah/Purdue University, Tommy Nantung/Purdue University, Luna Lu/Purdue University Cementless controlled low-strength material based on waste glass powder and hydrated lime: Synthesis, characterization and thermodynamic simulation (TRBAM-21-01603) Rui Xiao/University of Tennessee, Knoxville, Pawel Polaczyk/University of Tennessee, Knoxville, Xi Jiang/University of Tennessee, Knoxville, Miaomiao Zhang/University of Tennessee, Knoxville, Yanhai Wang/University of Tennessee, Knoxville, Baoshan Huang/University of Tennessee, Knoxville Research on the Mesoscale Cracking of Heterogeneous Cement-treated Composites with Initial Defects (TRBA M-21-00152) Xiaokang Zhao/Southeast University, Qiao Dong/Southeast University, Xueqin Chen/Southeast University, Xiang Wang/ Southeast University, Qiusi Fan/Southeast University

(continued) 285 Properties of Engineered Cementitious Composites with Post-Processed Sugarcane Bagasse Ash as Sand Replacement (TRBAM-21-00472) Hassan Noorvand/Louisiana State University, Gabriel Arce/Louisiana State University, Marwa Hassan/Louisiana State University, Sujata Subedi/Louisiana State University, Michele Barbato/Louisiana State University, Tyson Rupnow/Louisi ana State University, Yasser Bigdeli/Louisiana State University Feasibility Study on Novel Fire Resistant Coating Materials (TRBAM-21-04100) Anyou Zhu/Missouri University of Science and Technology, Hanli Wu/Missouri University of Science and Technology, Jenny Liu/Missouri University of Science and Technology Effects of Edge-Oxidized Graphene Oxide (EOGO) on Flexural Fatigue Performance of Steel Fiber Reinforced Concrete (SFRC) (TRBAM-21-00202) Mohammad Khawaji/University of Central Florida, Byoung Hooi Cho/University of Central Florida, Boohyun Nam/Univer sity of Central Florida Feasibility of Engineered Cementitious Composites with High Volumes of Post-Processed Bagasse Ash as Partial Cement Replacement (TRBAM-21-00469) Sujata Subedi/Louisiana State University, Gabriel Arce/Louisiana State University, Marwa Hassan/Louisiana State University, Louay Mohammad/Louisiana State University, Tyson Rupnow/Louisiana State University, Michele Barbato/L ouisiana State University On the Inclusion of Internal Curing in Proprietary, Prepackaged Cementitious Grout and Ultra-High Performance Concrete (UHPC) Materials: Research Findings (TRBAM-21-01429) Igor De La Varga/FHWA-TFHRC / ESC Inc., Naveen Saladi/FHWA-TFHRC / ESC Inc., Jose Munoz/FHWA-TFHRC / ESC Inc., Robert Spragg/FHWA-TFHRC / ESC Inc., Benjamin Graybeal/FHWA-TFHRC / ESC Inc. Novel Metakaolin Based Engineered Geopolymer Composites (TRBAM-21-01944) Ruwa AbuFarsakh/Louisiana State University, Gabriel Arce/Louisiana State University, Marwa Hassan/Louisiana State University, Oscar Huang/Louisiana State University, Miladin Radovic/Louisiana State University, Tyson Rupnow/Louisia na State University, Louay Mohammad/Louisiana State University, Svetlana Sukhishvili/Louisiana State University Three-Dimensional Automated Segmentation of Air Voids in Hardened Concrete Using Photometric Stereo Method (TRBAM-21-03864) Jueqiang Tao/Texas State University, Haitao Gong/Texas State University, Feng Wang/Texas State University, Xiaohua Luo/Texas State University, Xin Qiu/Texas State University, Yaxiong Huang/Texas State University Developing Mix Proportions of Class C Fly Ash Based Geopolymer Mixtures for 3D-Printined Concrete (TRBAM -21-04334) Fareh Abudawaba/Missouri University of Science and Technology, Eslam Gomaa/Missouri University of Science and Technology, Ahmed Gheni/Missouri University of Science and Technology, Mohamed ElGawady/Missouri University of Science and Technology

1462

Friday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1462 - Mobility and COVID: Urban form, travel patterns, and health consequences Ipek Sener, Texas A&M Transportation Institute, presiding Sponsored By Standing Committee on Transportation and Public Health

Activity-Based Epidemic Spread in Auto-Dependent Prototype Cities (TRBAM-21-01280) BAT HEN NAHMIAS BIRAN/Ariel University, Nishant Kumar/Ariel University, Jimi Oke/Ariel University How Different Age Groups Responded to the COVID-19 Pandemic in Terms of Mobility Behaviors: Case Study of the United States (TRBAM-21-01843) Aliakbar Kabiri/University of Maryland, College Park, Aref Darzi/University of Maryland, College Park, Weiyi Zhou/Univer sity of Maryland, College Park, Qianqian Sun/University of Maryland, College Park, Lei Zhang/University of Maryland, College Park Longitudinal Analyses of the Relationship Between Development Density and the COVID-19 Morbidity and Mortality Rates in the United States (TRBAM-21-02011) Shima Hamidi/Johns Hopkins University, Reid Ewing/Johns Hopkins University, Sadegh Sabouri/Johns Hopkins University Changes in Traffic Crash Patterns: Before and After the Outbreak of COVID-19 in Southern Florida (TRBAM-21- 02025) Jaeyoung Lee/Central South University, Mohamed Abdel-Aty/Central South University

(continued) 286 Understanding the Relationship between Travel-related Behavior and COVID-19 Spread within the Communities (TRBAM-21-02244) Yuntao Guo/University of Hawai'i, Manoa, Hao Yu/University of Hawai'i, Manoa, Guohui Zhang/University of Hawai'i, Manoa Analysis of the Timing and the Level of Response to COVID-19: Towards Better Management of Mobility During a Pandemic (TRBAM-21-02728) Suliman Gargoum/University of Alberta, Ali Gargoum/University of Alberta Implications of potential Post-COVID Travel Pattern on Regional transportation and Air Quality in the state of texas (TRBAM-21-01835) Xiaodan Xu/Texas A&M Transportation Institute, Josie Decherd/Texas A&M Transportation Institute, Alexander Meitiv/Te xas A&M Transportation Institute, Yanzhi Xu/Texas A&M Transportation Institute How Social Distancing, Mobility, and Preventive Policies Affect COVID-19 Outcomes in Urban Areas: Big Data-d riven Evidence from the DMV Megaregion (TRBAM-21-03681) Jina Mahmoudi/University of Maryland, College Park, Chenfeng Xiong/University of Maryland, College Park, Lei Zhang/ University of Maryland, College Park An Exploratory Study of Determinants of the Spread Of COVID-19 Before Shelter-In-Place Orders (TRBAM-21-0 3510) Chisun Yoo/Georgia Institute of Technology (Georgia Tech), Catherine Ross/Georgia Institute of Technology (Georgia Tech) Transport, Social Interactions, and Life Satisfaction During COVID-19 (TRBAM-21-01508) E. Owen Waygood/Ecole Polytechnique de Montreal, Genevieve Boisjoly/Ecole Polytechnique de Montreal, Kevin Manaugh/Ecole Polytechnique de Montreal, Ipek Sener/Ecole Polytechnique de Montreal, Yilin Sun/Ecole Polytechnique de Montreal, Bobin Wang/Ecole Polytechnique de Montreal

1463

Friday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1463 - Strategies to Mitigate Mobile Source Emissions, Improve Air Quality and Address Climate Change Gregory Rowangould, University of Vermont, presiding Sponsored By Standing Committee on Air Quality and Greenhouse Gas Mitigation

Vehicle Routing to Reduce Human Inhalation of Traffic-Related Air Pollutants (TRBAM-21-04130) Ji Luo/University of California, Riverside, Kanok Boriboonsomsin/University of California, Riverside, Barry Wallerstein/U niversity of California, Riverside, Chao Wang/University of California, Riverside, Matthew Barth/University of California, Riverside Quantification of Fuel Use and Emission Rate Reduction Potential for Light-duty Gasoline Passenger Cars via Real-world Eco-driving (TRBAM-21-04140) Weichang Yuan/North Carolina State University, H. Christopher Frey/North Carolina State University, Tongchuan Wei/N orth Carolina State University Multi-objective Eco-Routing Model Development and Evaluation for Battery Electric Vehicles (TRBAM-21-00565 ) Kyoungho Ahn/Virginia Polytechnic Institute and State University (Virginia Tech), Youssef Bichiou/Virginia Polytechnic Institute and State University (Virginia Tech), Mohamed Farag/Virginia Polytechnic Institute and State University (Virgini a Tech), Hesham Rakha/Virginia Polytechnic Institute and State University (Virginia Tech) Eco-Drive: Technology, Human Factors, Environmental and Economic Benefits (TRBAM-21-01029) Ata Khan/Carleton University, Greg Kent/Carleton University, Omar Choudhry/Carleton University The Electric Bus Route Management System for more Sustainable Public Transit Operations (TRBAM-21-03115) Ivana Tasic/Chalmers University of Technology, Paula Jungbjer/Chalmers University of Technology, Mattias Blomgren/C halmers University of Technology, Bara Gudmunsdottir/Chalmers University of Technology An analysis of retrofit and scrappage program for the Indian road transport sector in 2025 (TRBAM-21-02295) Namita Singh/Indian Institute of Technology, Bombay, Trupti Mishra/Indian Institute of Technology, Bombay, Rangan Banerjee/Indian Institute of Technology, Bombay Managing Urban Vehicular Emissions Through the Efficient Design of Electric Charging Station Infrastructure ( TRBAM-21-03592) Mohammad Miralinaghi/Purdue University, Gonçalo Homem de Almeida Correia/Purdue University, Sania E. Seilabi/Pur due University, Samuel Labi/Purdue University

(continued) 287 A Robust Decision-Making Approach for U.S. Passenger Transport Decarbonization Under Uncertainty from COVID-19 (TRBAM-21-03419) Abdullah Alarfaj/Carnegie Mellon University, W. Michael Griffin/Carnegie Mellon University, Constantine Samaras/Carne gie Mellon University Willingness-To-Pay for Transport Emissions by Region and Climate Change-Stage of Change: A Vehicle Choice Experiment with Framing (TRBAM-21-01868) Bobin Wang/Ecole Polytechnique de Montreal, E. Owen Waygood/Ecole Polytechnique de Montreal, Ricardo Daziano/E cole Polytechnique de Montreal, Zachary Patterson/Ecole Polytechnique de Montreal Impacts of Episodic Poor Air Quality on Trip-making Behavior and Air Quality Perceptions from a Longitudinal Travel Diary Study (TRBAM-21-01893) Prasanna Humagain/Utah State University, Patrick Singleton/Utah State University Analysis of Environmental Benefits of Ridesplitting Based on Observed Data: A Case Study of Chengdu, China (TRBAM-21-03440) Xinghua Liu/Tongji University, Ye Li/Tongji University, Wenxiang Li/Tongji University, Jing Fan/Tongji University, Zhiyong Shen/Tongji University Local Climate Action Planning as a Tool to Harness the Greenhouse Gas Emissions Mitigation and Equity Potential of Autonomous Vehicles and On-demand Mobility (TRBAM-21-00912) Serena Alexander/San Jose State University, Asha Agrawal/San Jose State University, Benjamin Clark/San Jose State University Air Quality and Greenhouse Gas Implications of Connected and Autonomous Vehicle Diffusion Scenarios (TRB AM-21-01760) Zoe Le Hong/University of British Columbia, Naomi Zimmerman/University of British Columbia Pathways to Clean Vehicles and Fuels in San Bernardino County, California (TRBAM-21-03185) Jeffrey Ang-Olson/ICF, Philip Sheehy/ICF, Alison Linder/ICF, Steven Smith/ICF Taxes, Tolls, and ZEV Zones for Climate Goals: A Review of Evidence for Road Pricing Design and Implementation (TRBAM-21-01672) Jonn Axsen/Simon Fraser University, Michael Wolinetz/Simon Fraser University Reducing Vehicle Cold Start Emissions through Carbon Pricing: Evidence from Germany (TRBAM-21-01470) Manuel Frondel/RWI, Clemens Marggraf/RWI, Stephan Sommer/RWI, Colin Vance/RWI The effect of subway expansions on urban air quality: A difference-in-differences analysis using monitor-level air pollution data (TRBAM-21-00675) Meina Zheng/Southeast University, Feng Liu/Southeast University, Xiucheng Guo/Southeast University, Shuang Li/Sout heast University Investigating the Impacts of Driving Restriction on NO2 Concentration by Integrating City-wide Scale Celluar Data and Traffic Simulation (TRBAM-21-01880) Yu Tu/Southeast University, Wei Wang/Southeast University, Chengcheng Xu/Southeast University, Yuhang Wang/Sout heast University, Kun Jin/Southeast University Could alternative design of bus-stop platforms and Transit Signal Priority reduce traffic emissions at “hot spots” of urban corridors? (TRBAM-21-00814) Qian Yu/Chang'an University, Tiezhu Li/Chang'an University, Yuanqing Wang/Chang'an University, Na Wu/Chang'an University An integrated assessment of emissions, air quality, and public health impacts of China’s transition to electric vehicles (TRBAM-21-02840) I-Yun Lisa Hsieh/National Taiwan University, Guillaume Chossière/National Taiwan University, Emre Gençer/National Taiwan University, Hao Chen/National Taiwan University, Steven Barrett/National Taiwan University, William Green/Nati onal Taiwan University Temporal and Spatial Variation of Traffic-Related Emissions under the New York Cordon Pricing Scheme Using A Hyper-Local Air Quality Model (TRBAM-21-00037) Mohammad Tayarani/Cornell University, Amirhossein Baghestani/Cornell University, Mahdieh Allahviranloo/Cornell University, H. Gao/Cornell University

288 1464

Friday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1464 - Public Transportation in the Spectrum of Mobility Options John Evans, RSG, presiding Sponsored By Standing Committee on Public Transportation Planning and Development

This session explores papers addressing public transportation in the spectrum of mobility options.

How Does Proximity to Rail Moderate the Impact of Bikeshare on Bus Ridership? (TRBAM-21-00370) Xinyu Liu/University of Wisconsin, Milwaukee, Jie Yu/University of Wisconsin, Milwaukee, Robert Schneider/University of Wisconsin, Milwaukee, Shamsi Trisha/University of Wisconsin, Milwaukee Comparing Solutions To Relieve Congestion In Metropolitan Areas: Road Pricing Or Transit Improvements? A Case Study In Madrid (TRBAM-21-00812) Fernando Romero/Universidad Politécnica de Madrid, Juan Gomez/Universidad Politécnica de Madrid, Antonio Paez/U niversidad Politécnica de Madrid, Jose Manuel Vassallo/Universidad Politécnica de Madrid Exploring Observed and Unobserved Latent Factors Affecting Commuters’ Stated Preferences on the Adoption of Upcoming Shared Ride Hailing System (TRBAM-21-02783) Md. Istiak Jahan/Bangladesh University of Engineering and Technology, Sk Md Mashrur/Bangladesh University of Engineering and Technology, Md. Hadiuzzaman/Bangladesh University of Engineering and Technology, Tanmay Das/Ba ngladesh University of Engineering and Technology, Atiya Anika/Bangladesh University of Engineering and Technology Do Bike Sharing Programs Help Subway Ridership? A Case Study in New York City (TRBAM-21-03044) Md Tanvir Ashraf/West Virginia University, Md Amdad Hossen/West Virginia University, Kakan Dey/West Virginia University, Sarah El-Dabaja/West Virginia University, Moathe Aljeri/West Virginia University, Bhaven Naik/West Virginia University Are Shared E-scooters Competing with Buses? Evidence from a Case Study in Indianapolis (TRBAM-21-03833) Hao Luo/Purdue University, Zimo Zhang/Purdue University, Arianna Rambaram/Purdue University, Konstantina Gkritza/ Purdue University, Hua Cai/Purdue University BEST FRENNEMIES? A CHARACTERIZATION OF TNC AND TRANSIT USERS BASED ON THE 2017 NHTS (TRB AM-21-04051) Farzana Khatun/University of California, Irvine, Jean-Daniel Saphores/University of California, Irvine

1465

Friday, 02:30 p.m. - 04:00 p.m., Virtual Sessions, Poster Session 1465 - Public Transportation Fare Policy and Marketing: Research Results and Implications for Practice Andrea Hamre, Montana State University, presiding Sponsored By Standing Committee on Public Transportation Marketing and Fare Policy

This session highlights posters and short presentations on Public Transportation Fare Policy and Marketing . Recent research on transit fare policy includes the effects of transit passes on school attendance , transit fare elasticities calculated from smartcard data, and a review of reduced fare programs for low income transit riders in the USA. This session also includes numerous presentations on Mobility-as-a-Service (MaaS), including an analysis of Uber fares in a European city, empirical usage results from a MaaS trial in Europe, and motivators to switch from a yearly transit ticket to MaaS.

Transport Fare Elasticities from Smartcard Data: A Natural Experiment in Stockholm (TRBAM-21-02142) Yaroslav Kholodov/KTH Royal Institute of Technology, Erik Jenelius/KTH Royal Institute of Technology, Oded Cats/KTH Royal Institute of Technology, Niels van Oort/KTH Royal Institute of Technology, Niek Mouter/KTH Royal Institute of Technology, Matej Cebecauer/KTH Royal Institute of Technology, Alex Vermeulen/KTH Royal Institute of Technology A Comparison of Reduced Fare Programs for Low Income Transit Riders (TRBAM-21-00400) Wesley Darling/University of California, Berkeley, Emily Carpenter/University of California, Berkeley, Tami Johnson-Prai no/University of California, Berkeley, Candace Brakewood/University of California, Berkeley, Carole Voulgaris/University of California, Berkeley The Effect of Transit Passes Within School Walk Zones on School Attendance (TRBAM-21-03675) Noah Wexler/University of Minnesota, Yingling Fan/University of Minnesota, Galen Ryan/University of Minnesota, Kirti Das/University of Minnesota

(continued) 289 Equity and Exclusion Issues in Automated and Cashless Fare Payment Systems for Public Transportation (TRB AM-21-02409) Aaron Golub/Portland State University, Anne Brown/Portland State University, Candace Brakewood/Portland State University, John MacArthur/Portland State University Examining Circuity of Urban Transit Networks from an Equity Perspective (TRBAM-21-04257) Malvika Dixit/Technische Universiteit Delft, Subeh Chowdhury/Technische Universiteit Delft, Oded Cats/Technische Universiteit Delft, Ties Brands/Technische Universiteit Delft, Niels van Oort/Technische Universiteit Delft, Serge Hoogendoorn/Technische Universiteit Delft An Empirical Analysis of Uber Fares: Evidence from Madrid (TRBAM-21-00124) Thais Rangel/Universidad Politécnica de Madrid, Juan Nicolás Gonzalez/Universidad Politécnica de Madrid, Juan Gomez/Universidad Politécnica de Madrid, Fernando Romero/Universidad Politécnica de Madrid, Jose Manuel Vassallo /Universidad Politécnica de Madrid Switch or Stay? Push-Pull Motivators for Switching from Yearly Transit Ticket to Mobility-as-a-Service (MAAS) ( TRBAM-21-00431) Rumana Sarker/Yonsei University, Sigal Kaplan/Yonsei University, Jinhee Kim/Yonsei University, Markus Mailer/Yonsei University Multimodal Transportation Plans: Empirical Evidence on Uptake, Usage and Behavioral Implications from the Augsburg MaaS Trial (TRBAM-21-01422) Daniel Reck/ETH Zurich, Kay Axhausen/ETH Zurich, David Hensher/ETH Zurich, Chinh Ho/ETH Zurich Who’s on Board? Examining the Changing Characteristics of Transit Riders Using Latent Profile Analysis (TRB AM-21-00716) andrew schouten/Ritsumeikan University, Brian Taylor/Ritsumeikan University, Evelyn Blumenberg/Ritsumeikan University Willingness to Pay for Proposed High Speed Railway in India: Are Conventional Train Travellers Ready to Pay Higher for Saved Travel Times and How Much? (TRBAM-21-02106) Omkar Karmarkar/Indian Institute of Technology, Bombay, Arnab Jana/Indian Institute of Technology, Bombay, Nagendra Velaga/Indian Institute of Technology, Bombay

1466

Friday, 04:00 p.m. - 05:30 p.m., Virtual Sessions, Poster Session 1466 - Public Transportation and Travel Behavior James Bunch, Mead & Hunt, Inc., presiding Sponsored By Standing Committee on Public Transportation Planning and Development

This session examnes various aspects of travel behavior with respect to public transportaiton, including first and last mile issues, market segmentation analysis This session offers a selection of posters based on papers covering a variety of traveler behavior, traveler response, and traveler characteristics topics surrounding public transportation demand.

Who will use the train? A market segmentation study of potential light rail users in Montreal QC, Canada (TRBA M-21-01850) Nicolette Dent/McGill University, Leila Hawa/McGill University, DeWeese James/McGill University, Rania Wasfi/McGill University, Yan Kestens/McGill University, Ahmed El-Geneidy/McGill University More than Time and Cost: Factors Affecting Mode Choice for Transit Commutes from Northern New Jersey to New York City (TRBAM-21-02640) Jon Carnegie/Rutgers University, Devajyoti Deka/Rutgers University Does the Joint Implementation of Hard and Soft Transportation Policies Lead to Travel Behavior Change? A Hybrid Modeling Approach (TRBAM-21-02795) Francesco Piras/University of Cagliari, Eleonora Sottile/University of Cagliari, Giovanni Tuveri/University of Cagliari, Italo Meloni/University of Cagliari Heterogeneity in Activity-travel Patterns of Public Transit Users (TRBAM-21-03013) Rezwana Rafiq/University of California, Irvine, Michael G McNally/University of California, Irvine Making Last-Mile Connectors Work: The Key to Adapting Regional Rail to Suburban Employment Centers (TRB AM-21-03064) TR Hickey/Jacobs Detecting Stochastic and Deterministic Structures of Short-Term Metro Passenger Flow with CEEMDAN and RQA (TRBAM-21-03957) Hao Huang/Southwest Jiaotong University, Jiannan Mao/Southwest Jiaotong University, Yuting Chen/Southwest Jiaotong University, Weike Lu/Southwest Jiaotong University, Lan Liu/Southwest Jiaotong University

(continued) 290 Will COVID-19 be the End for the Public Transit? Investigating the Impacts of Public Health Crisis on Transit Mode Choice (TRBAM-21-02046) Sk Md Mashrur/University of Toronto, Kaili Wang/University of Toronto, Khandker Nurul Habib/University of Toronto

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