Harvey Mudd’s annual celebration of student achievement includes Projects Day is dedicated to Presentation Days (May 1 & 3, 2017), Jack Alford and Mack Gilkeson showcasing senior thesis research and for their foresight and class projects, as well as wisdom in the creation of the Projects Day (May 2, 2017), Harvey Mudd College Clinic Program showcasing projects in the Clinic program.

Acknowledgments: Mission Statement:

To all of the many Alumni and Parents who assist in Harvey Mudd College seeks to educate engineers, the recruitment, formulation and conduct of Clinic scientists, and mathematicians well versed in all of projects year to year, and to the Clinic Advisory Com- these areas and in the humanities and the social mittee who provide valuable industry perspective and sciences so that they may assume leadership in their advice. Your continued support is greatly appreciated. fields with a clear understanding of the impact of their & work on society. To all Harvey Mudd College Faculty & Staff involved in the preparation of Projects Day 47th Annual Projects Day

The Computer Science, Engineering, Global, Mathematics, and Physics Clinics of Harvey Mudd College are pleased to present the work of our students.

Geoff Kuenning, Director Computer Science Clinic

Kash Gokli, Director Engineering Clinic

Qimin Yang, Associate Director Engineering Clinic

Susan Martonosi, Director Global Clinic

Weiqing Gu, Director Mathematics Clinic

Richard Haskell, Director Physics Clinic

1 Harvey Mudd College PROJECTS DAY May 2, 2017

Program

10:30 a.m Registration and Poster Viewing Platt Campus Center

1:00 p.m. General Session Shanahan Center 1430

Welcome - Maria Klawe, President

Remarks - Geoff Kuenning, Director, Computer Science Clinic

Milestone Awards - Jeffrey Groves, Dean of the Faculty Recipients: Amazon.com, Inc. HRL Laboratories, LLC Microsoft Corporation The MITRE Corporation Northrop Grumman Corporation

1:30 - 3:00 p.m. Project Presentations See Schedule

3:00 - 3:30 p.m. Break Shanahan Center: 1st Floor North Terrace & Thomas Garrett Plaza

3:30 - 5:00 p.m. Project Presentations See Schedule

5:15 - 6:00 p.m. Poster Reception Platt Campus Center Guests, Faculty, and Students

2 Notes: Schedule of Presentations

Project Time Location 1:30 2:00 2:30 3:30 4:00 4:30 SHAN BIOLOGY/COMPUTER SCIENCE/ MATHEMATICS CLINIC Dart NeuroScience X X X 3465 Creation and Analysis of Experiment Driven Biological Networks for Understanding Memory Processes

COMPUTER SCIENCE CLINIC American Express X X X B-470 Hotel Recommendation System Big Fish Games, Inc. X X X 2461 Measuring User Engagement in Fairway Solitaire FICO X X X 2407 Using Latent Topics Models to Detect Rare Behaviors GoDaddy X X X B-470 Dynamic Website Updates Google, Inc. X X X 2461 Serializing Chromium Tab State International Business Machines Corporation (IBM) X X X B-442 Cognitive Note Taking Laserfiche X X X 2407 Fast Detection of Problems in Scanned Documents Lawrence Livermore National Laboratory X X X 2440 High Performance Portability MITRE X X X B-442 Image De-Identification New Relic, Inc. X X X 2460 New Relic Churn Prediction & Prevention — Micro-Segmentation and Predictive Analytics Proofpoint X X X 3460 Predicting Malicious URLs Reddit X X X 3461 Detecting Evil Through Machine Learning Webroot X X X 2460 Real-Time Visualization and Machine Learning On Network Streams

COMPUTER SCIENCE/ ENGINEERING CLINIC ZAM Helmets, Inc. X X X 2475 Hockey Helmet Impact Monitoring System

Building Codes: SHAN = Shanahan Center for Teaching and Learning

Note: The “B” in room numbers indicates “Basement Level.”

3 Project Time Location

1:30 2:00 2:30 3:30 4:00 4:30 SHAN ENGINEERING CLINIC The Aerospace Corporation X X X 2450 One TFLOP/s GPU on an Aerocube Picosatellite Amazon Lab126 X X X 3421 Configurable Microphone Harness Array Arconic X X X 3485 Create a Visual Production Scheduling System AT&T X X X B-450 RF Drones for Automated Signal Analysis BD Biosciences X X X 2425 Improving Ease and Efficiency of Blood Sample Manipulation for Flow Cytometry Verification City of Hope X X X B-480 Redesigning the Lighting and Optics for Laparoscopic Surgery City of Hope X X X B-480 A Raman Spectrometer for in vivo Cancer Assessment Dolby Laboratories, Inc. X X X 2475 FPGA Implementation of HEVC Decoder HP, Inc. X X X 3481 Clear Fluid Detection on Media Intuitive Surgical, Inc. X X X 2421 Providing Aerial Views During Minimally Invasive Surgery Microsoft Surface X X X 3481 RF Propagation in Buildings Mission Rubber Company X X X 2465 Energy Monitoring System for Industrial Rubber Molding MIT Lincoln Laboratory X X X B-450 Adaptive Wireless Sensing Motiv Power Systems X X X 2454 Heat Pump for Heavy Electric Vehicles Niagara Bottling, LLC X X X B-460 Rotation Speed of Blow Molding Equipment Northrop Grumman Corporation X X X 2440 Secure State Estimation Regenesis Biomedical X X X 2421 New Form Factor and User Interface Techmation X X X 2454 Project Beluga: Trajectory-Tracking Controller for Autonomous Underwater Vehicles Toyota X X X 3425 Energy Usage and Efficiency in a Fuel Cell Electric Semi-Trailer Truck Triple Ring Technologies X X X 2450 IoT Mobile Health Monitoring United Launch Alliance X X X 2425 Improved Cryogenic Insulation System

4 25 Project Time Location

1:30 2:00 2:30 3:30 4:00 4:30 SHAN

ENGINEERING/MATHEMATICS Genentech X X X 3485 Optimized Emergency Power Management Planning Niagara Bottling, LLC X X X B-460 Capping Accuracy of Highspeed Lightweight Bottling Lines

ENGINEERING/PHYSICS CLINIC Sandia National Laboratories X X X B-454 Measuring the Permittivity of Ferroelectric Nanoparticles in an Epoxy Composite

GLOBAL CLINIC Kaiam Corporation X X X 2465 High Throughput Laser Diode Burn-in Systems

MATHEMATICS CLINIC EDR, Inc. X X X 1480 Document Mining and Analysis on Environmental Reports Saracen Energy X X X 1480 Reverse-Engineering Power Flows on the Eastern Interconnect from Real-Time Price Data SoCalGas X X X 3465 Evaluation and Optimization of SoCalGas Routing Planning and Algorithms

PHYSICS CLINIC HRL Laboratories, LLC X X X B-454 Automated Tuning of Electrostatically Defined Quantum Dots: Navigating Through High-Dimensional Potential Energy Landscapes

24 5 CLINIC ADVISORY COMMITTEE OF HARVEY MUDD COLLEGE

Industry Members: Paul Anderson, The Aerospace Corporation Michael Bell, Beckman Coulter, Inc. Joseph Betser, The Aerospace Corporation Daniel A. Borton ’90, Amgen Inc. Bob Butterfield, BD Carl Carrera, ’75/76, The Boeing Company Frances Ferris ’80, The Boeing Company David Lesyna, Optivus Proton Therapy, Inc. John Livingston, Tandem Diabetes Care Hal Lonas, Webroot, Inc. John McNeil ’89, John McNeil & Co., Inc. Elly Schofield ’13, Harvey Mudd College Craig Snow, Raytheon Missile Systems

College Members: Maria Klawe, President Dan Macaluso, Vice President, College Advancement Jeffrey Groves, Vice President, Dean of the Faculty Andrew Dorantes, VP for Administration & Finance/Treasurer Scott Martin, Assistant VP for Business Affairs & Assistant Treasurer Barry Olsan, Director, Corporate Relations Geoff Kuenning, Director, Computer Science Clinic Kash Gokli, Director, Engineering Clinic Qimin Yang, Associate Director, Engineering Clinic Susan Martonosi, Director, Global Clinic Weiqing Gu, Director, Mathematics Clinic Richard Haskell, Director, Physics Clinic

6 23 Personalized Projects Day Schedule

Please fill in the empty slots below with the presentations you would like to attend.

Time Event Location

Platt 10:30 a.m. Registration and Poster Viewing Campus Center

Shanahan Center 1:00 p.m. General Session 1430

1:30 p.m.

2:00 p.m.

2:30 p.m.

3:00 p.m. - Break Shanahan Center 3:30 p.m. Thomas Garrett Plaza

3:30 p.m.

4:00 p.m.

4:30 p.m.

5:15 p.m. - Platt Poster Reception Campus 6:00 p.m. Center

22 7 8 21 MATHEMATICS CLINIC SoCalGas Key to Poster Session Layout Evaluation and Optimization of

SoCalGas Routing Planning and EDR, Inc. 1. The Aerospace Corporation Algorithms Document Mining and Analysis on 2. Amazon Lab126 Environmental Reports Liaisons: Virginia Balbo, Ludivina Michel Advisor: Susan Martonosi 3. American Express Liaisons: Paul R. Schiffer, Richard White, 4. Arconic, Inc. Zach Fisk Students: Stetson Bost (PM-S), Max Howard, Advisor: Weiqing Gu Yichen Lu (PM-F), Noah Marcus 5. AT&T Students: Vinh The Hoang (PM), 6. BD Biosciences Abram Sanderson, Annaliese Johnson, SoCalGas provides natural gas services to over 20 7. Big Fish Games Matthew Bae, Johan Hoeger million residents of the Southern California re- gion. Each day, SoCalGas must generate routes to 8. City of Hope-Optics 9. City of Hope-Spectrometer The EDR clinic team was asked to work on a solu- service up to 14,000 individual customer orders. tion for EDR which would enable them to tag key The SoCalGas Clinic team worked to improve the 10. Dart NeuroScience, LLC pieces of information that appear in State and vehicle routing process and route quality through 11. Dolby Laboratories, Inc. Federal Government environmental documents. district design and parameter optimization. 12. EDR As a major holder and distributor of environmental 13. FICO data, EDR desires to have a more effective method 14. Genentech for finding desired information in these documents PHYSICS CLINIC 15. GoDaddy than their current methods allow. Since an envi- ronmental professional might be interested in 16. Google, Inc. multiple aspects of any given the document, the HRL Laboratories, LLC 17. HP, Inc. EDR team has explored classification and search Automated Tuning of Electrostatically 18. HRL Laboratories techniques for both images and text in order to Defined Quantum Dots: Navigating 19. International Business Machines Corporation (IBM) analyze and tag documents. The team's work will Through High-Dimensional Potential 20. Intuitive Surgical be formatted as per EDR's request, for adoption by 21. Kaiam Corporation EDR, and merging into their current systems. Energy Landscapes Liaisons: Matt Reed '07, Mark Gyure, 22. Laserfiche Emily Pritchett, Richard Ross 23. Lawrence Livermore National Laboratory Advisor: Gregory Lyzenga 24. Microsoft Surface Students: Kathleen Kohl (TL-S), 25. Mission Rubber Company Saracen Energy Amy Brown (TL-F), Brynn Arborico, Max Byers 26. MIT Lincoln Laboratory Reverse-Engineering Power Flows on the 27. The MITRE Corporation Eastern Interconnect from Real-Time HRL Laboratories is a cutting-edge physical sci- 28. Motiv Power Systems Price Data ence and engineering research laboratory. The 29. New Relic, Inc. Liaisons: Dr. Brian Maurizi, CMC '03, HRL clinic project aims to create a computational 30. Niagara Bottling-Capping Ross Sclafani, HMC '08 model which navigates through the high- 31. Niagara Bottling-Blowmolding Advisor: Weiqing Gu dimensional potential energy landscape of a triple Students: Rohan Nagpal, Ricky Pan, quantum dot system in order to automate the pro- 32. Northrop Grumman Corporation Michael Rees (PM), Jincheng Wang cess of placing one electron into each quantum 33. Proofpoint, Inc. dot. HRL is developing these quantum dot-based 34. Reddit Independent organizations called Independent devices for eventual use in quantum information 35. Regenesis Biomedical System Operators are constantly calculating how processing technologies. 36. Sandia National Laboratories to most efficiently meet the country's demand for power. They communicate this information by 37. Saracen Energy publishing prices. Our team developed methods 38. SoCalGas for using these prices to estimate power flows 39. Techmation through large subsets of the U.S. power grid to 40. Toyota better inform Saracen of the state of various lines. 41. Triple Ring Technology Knowledge of these flows will ultimately help 42. United Launch Alliance Saracen, which trades in a market of buying and selling power, make better trading decisions. 43. Webroot, Inc. 44. ZAM Helmets, Inc.

“(TL)” Indicates Team Leader “(F)” Fall Semester “(PM)” Indicates Project Manager 20 “(S)” Spring Semester 9 BIOLOGY/ Big Fish Games ENGINEERING/MATHEMATICS ENGINEERING/PHYSICS CLINIC COMPUTER SCIENCE/ Measuring User Engagement in Fairway CLINIC MATHEMATICS CLINIC Solitaire Sandia National Laboratories Liaisons: Brad Bulkley, Chris Chatburn, Genentech Measuring the Permittivity of Sam Prud'homme, Michael Tapley Dart NeuroScience, LLC Advisor: Colleen Lewis Optimized Emergency Power Ferroelectric Nanoparticles in an Epoxy Creation and Analysis of Experiment Students: Justis Allen, Michael Diamond (PM), Management Planning Composite Driven Biological Networks for Adam Dunlap, Aaron Stringer-Usdan Liaisons: Jerry Meek, Chris Wimmer Liaison: Todd Monson Advisors: Richard Haskell, Albert Dato Understanding Memory Processes Advisors: Tanja Srebotnjak, Ruye Wang (F) Students: Joseph Sinopoli (TL), Eric Mueller, Students: Marisol Beck (TL-S), Liaisons: Philip Cheung ‘96, Amir Fayyazuddin, Big Fish Games, Inc. develops the game Fairway Dan McCabe, Ahhyun Ahn, Carmel Zhao (TL-F), Jonas Kaufman, Qingying Meng, Douglas Fenger Solitaire and cares deeply about the player experi- Andrea Vasquez (F) Cesar Orellana, Robin Bendiak (F), Advisors: Lisette de Pillis, Eliot Bush ence. The goal of our project was to use machine Isabel Martos-Repath (S) Students: Loring Thomas (PM-S), Lisa Goeller, learning on existing user data to better understand Genentech is a biotechnology company research- Ellen Seidel, Rohan Shankar (PM-F) how player interaction with the game's features ing and producing medicines for serious illnesses. Barium titanate (BTO) is a ferroelectric material affects player engagement. Better understanding Genentech is headquartered in South San Francis- commonly used in capacitors because of its high Dart Neuroscience (DNS) is a pharmaceutical what makes users engage with the game would co, CA and is vulnerable to power outages during bulk dielectric constant, which may be even higher company that focuses on developing treatments for allow Big Fish Games, Inc. to make more in- earthquakes. The Genentech clinic team is tasked in nanoparticle form. The Sandia team is determin- memory disorders. The goal of the clinic project formed design decisions. with developing a emergency power management ing the dielectric constant of BTO nanoparticles as was to build biological networks based on DNS plan. Using operations research techniques, gener- a function of particle size by measuring compo- experimental data and to create accompanying ator refueling and shutdown schedules for each sites of BTO nanoparticles in epoxy. We are im- network analysis tools. The networks and tools building are generated. Displayed within Genen- proving our composite fabrication procedure to will help DNS better understand memory process- tech systems, the plan helps facilities protect price- reduce the agglomeration of BTO nanoparticles es and find drug targets, with the goal of improv- less research, upkeep production, and prevent and using finite element analysis to extract the ing long term memory. FICO inventory spoilage. dielectric constant of the nanoparticles. Using Latent Topics Models to Detect Rare Behaviors Liaisons: Scott Zoldi, Joe Murray Advisor: Robert Keller GLOBAL CLINIC Students: Savannah Baron, Sneha Deo (PM-S), COMPUTER SCIENCE CLINIC Emily First (PM-F), Hope Yu Niagara Bottling, LLC Kaiam Corporation

Capping Accuracy of Highspeed High Throughput Laser Diode Burn-in American Express Our project’s goal was to investigate the detection Lightweight Bottling Lines Systems Hotel Recommendation System of rare customer behaviors in transactional data using latent topic models, a form of unsupervised Liaisons: Clemente Sanchez, Tony Peterson, Liaisons: Dr. Bardia Pezeshki ’87, Liaisons: Dawn Thomas, Di Xu machine learning typically used to detect topics in Miles Moyers, Jim Brady, Christopher Stonier, Advisor: Zachary Dodds examples of natural language. Our team has devel- Damon Choate, Danny Weckstein, Jacinto Dominguez, Dr. Dinh Ton, Students: Christine Chen (PM), Yacht Kitimoon, oped techniques to apply these models to time Jim Utley, Alan Bunteman Dr. Mike Jubber, Jay Kubicky, Alyssa Kubota, Jon Ueki series data and has assessed their viability in the Advisors: Kash Gokli, Talithia Williams Derek Keir detection of anomalous behaviors. Students: Jonathan Lum (TL -S), Advisor: Matthew Spencer American Express and its partners seek to make Alexa Le (TL -F), Lakshay Akula, Students: Jeewan Naik (TL-S), travel planning easier, quicker, and more personal- Zachary Friedlander, Emily Schooley (TL-F), ized. To that end, the objective of our clinic team Michaela Yaman (F) Tommy Berrueta, Evan Kahn, was to explore and extend American Express’s Yashas Hegde (S), Hamza Khan (F) current machine-learning based hotel recommen- Niagara Bottling, LLC is the largest family owned dation algorithms with the goal of improving their bottled water company in the United States, and is Kaiam Corp. is an industry leader in the field of performance. the largest producer of bottled water by volume. optical communications for data centers, and ris- The Niagara Bottling - Capping clinic project is to ing demand has stretched its manufacturing capa- understand the causes of bottle cap misapplication bility. One manufacturing bottleneck is the diode and reduce the misapplication frequency through burn-in process, which tests the micron scale laser conducting a Design of Experiments. diodes at high power and temperature. The Kaiam

clinic project is to design a new burn-in system using micromechanical chips to make contact with the diodes and test them more quickly.

“(TL)” Indicates Team Leader “(F)” Fall Semester “(TL)” Indicates Team Leader “(F)” Fall Semester “(PM)” Indicates Project Manager 10 “(S)” Spring Semester “(PM)” Indicates Project Manager 19 “(S)” Spring Semester Techmation Triple Ring Technologies GoDaddy International Business Machines Project Beluga: Trajectory-Tracking IoT Mobile Health Monitoring Dynamic Website Updates Corporation (IBM) Controller for Autonomous Underwater Liaisons: Jen Keating, Dickshitha Thyagharajon Liaisons: Heidi Gibson, Jacob Page, Dan Gwozdz Cognitive Note Taking Vehicles Advisor: Brian Bryce Advisor: Ben Wiedermann Liaisons: Maria Ebling ’88, John Vergo, Liaisons: Jerry Hsiung ’16, Ben Chasnov ’16, Students: Deval Gupta (TL-S), Students: Keighley Overbay (PM-S), Michael Tanenblatt Cyrus Huang ’16, Yu Yang Erin Paeng (TL-F), Senghor Joseph, Maureen Naval (PM-F), Terrence Diaz, Advisor: Lisa Kaczmarczyk Advisor: Anthony Bright Zane Bodenbender, Sarah Wang Linnea Nelson, Connie Wang Students: Scott Chow, Harry Cooke (PM), Students: Vaibhav Viswanathan (TL-S), Wyatt Cooper, Julia Cosma, Jessica de la Fuente (TL-W), Triple Ring Technologies (TRT) is an engineering GoDaddy provides small business owners with the Emilia Reed Cherlyn Chan (TL-F), Kyle Lund, consulting firm dedicated to bringing deep scien- tools they need to easily host and create their own Elijah Carbanaro (F), tific knowledge to design of innovative medical personalized websites. The goal of our project is to This project aims to develop a note-taking mobile Jessica Lupanow (S), technologies. The TRT Clinic project aims to extend GoDaddy's website builder to allow small application and service that acts as a personal Chris Kotcherha (S) develop a mobile health monitoring platform that business owners to automatically display an- cognitive assistant to help IBM employees extract can readily accommodate emerging medical sen- nouncements on their websites at a predetermined company-specific information from their notes. The HMC Techmation Clinic team will modify sor technologies. The platform includes data ac- time, as well as directly post these announcements The application accepts collections of documents and build a new version of the current Beluga quisition on a wearable device, data visualization to their social media accounts. (such as PDF files or images) and direct input to AUV, develop an underwater trajectory-tracking and storage on an Android application, and a cloud the application (such as text or handwriting). It controller and demonstrate the working controller interface. As a proof-of-concept, the platform is utilizes IBM Watson cognitive services to analyze on the Beluga 2.0 in field trials. configured to measure heart rate via photoplethys- the documents and extract specific information mography. about companies, which is then verified by the Google, Inc. user.

Serializing Chromium Tab State

Liaisons: Aaron Gable ’12, Chris Palmer Advisor: Beth Trushkowsky

Toyota Students: Julien Chien (PM), Zoab Kapoor, United Launch Alliance Thomas Le, Yi Yang Energy Usage and Efficiency in a Fuel Improved Cryogenic Insulation System Cell Electric Semi-Trailer Truck Laserfiche Liaison: Tucker Gritton Google's Chrome browser, based on the open Liaison: Mr. Takehito Yokoo Fast Detection of Problems in Scanned Advisor: Gordon Krauss source project Chromium, is the most widely used Advisor: Okitsugu Furuya Documents Students: Rachel O'Neill (TL-S), browser in the world. The goal of our project was Students: Elyse Pennington (TL–S), Liaisons: Tessa Adair ’14, Karl Chan ’89 P19, Elizabeth Lee (TL-F), Michael Muzio, to research and implement strategies for serializing Cassie Burgess (TL–F), Daniel Nguyen, Carl Sykes Bailey Meyer (S), Jasmine Yang (S), the full state of a tab in Chromium so that it can be Aurora Leeson (S), Luis Viornery (S), Advisors: Yekaterina Kharitonova, Isabel King (F), Richard Ni (F) suspended and restored with minimal user-visible Lillian Liang (F), Sarah Silcox (F) Melissa O’Neill disruption. Our team researched and implemented Students: Tiffany Sun (PM), Kharisma Calderon, United Launch Alliance is America's ride to space strategies for serializing and restoring tabs so that Toyota has long maintained that hydrogen fuel cell Carmen Mejia, Andrew Scott and is interested in developing new technologies Chrome users would not lose information during technology could be a zero emission solution for space travel. The ULA clinic team seeks to memory-constrained situations. across a broad spectrum of vehicle types. The Laserfiche builds software that helps organizations identify and test potential materials for a cryogenic scalability of this technology is enabling the au- digitize content and automate processes. To ensure insulation system. The team will also create a tomaker to explore a semi-trailer truck application that data from scanned paper documents can be model to predict heat transfer properties and ther- for a California-based feasibility study. The Toyo- accurately extracted, Laserfiche has tools to fix mal degradation of such a system. ta clinic project models energy usage and efficien- image quality problems such as skew and speck- cy in the vehicle’s four main subsystems, with the les. The goal of our project was to automatically goal of specifying vehicle component capacities. and quickly detect problems in scanned docu- ments. By detecting these problems, the software can reduce the time and processing required for image correction. Our team extracted features from a collection of scanned images and used machine learning classifiers to predict if a newly scanned document has problems.

“(TL)” Indicates Team Leader “(F)” Fall Semester “(TL)” Indicates Team Leader “(F)” Fall Semester “(PM)” Indicates Project Manager 18 “(S)” Spring Semester “(PM)” Indicates Project Manager 11 “(S)” Spring Semester Lawrence Livermore National New Relic, Inc. Motiv Power Systems Northrop Grumman Laboratory New Relic Churn Prediction & Heat Pump for Heavy Electric Vehicles Secure State Estimation High Performance Portability Prevention — Micro-Segmentation and Liaisons: Jim Castelaz ’06, Edmond Kwok, Liaisons: Stephanie Tsuei, Ron P. Smith ’83, Liaisons: Holger Jones, David Beckingsale, Predictive Analytics Megan Peekema Ken Dreshfield ’80, Ian Jimenez ’11 David Poliakoff Liaisons: Kira Chuchom, Tarun Arora Advisor: Anthony Bright Advisor: Christopher Clark Advisor: Chris Stone Advisor: Ran Libeskind-Hadas Students: Emily Beese (TL-S), Students: Aishvarya Korde (TL-S), Students: Nick Gonzalez (PM-F), Students: Felis Perez, Rose Choi, Joshua Sealand (TL-F), Paige Rinnert (TL-F), Robert Cyprus, Aaron Lobb (PM-S), Dan Obermiller William Chen (PM-S), Jacob Knego (S), Kamau Waller (S), Zayra Lobo (F), Austin Chun (S), Yiqing Cai (PM-F) Sean Mahre (S), Kyla Scott (F), Jesus Villegas (S) Lawrence Livermore National Lab (LLNL) uses Bryce Murley (F), Jacey Coniff (F) supercomputers to perform complex physics simu- The goal of the New Relic Clinic project is to Autonomous vehicle control requires estimating lations. Maintaining parallel code is difficult when develop a data-driven approach to predicting po- Motiv Power Systems is a provider of all-electric vehicle states from on-board sensor readings. In faster computers with different architectures are tential churn. New Relic has collected substantial drivetrains for medium and heavy-duty vehicles. the case that some of the sensors are compro- installed every few years. Portability layers can data. The types of data that has been collected The goal of the Motiv clinic project is to design mised, the state of the vehicle may not be accu- simplify this code by hiding details of computer have varied over time, leading to a heterogeneous and test a new, more efficient thermal manage- rately estimated. The goal of this Clinic project is architecture and parallelism. The goal of the clinic dataset that is difficult to analyze. To address this ment system for Motiv’s electric powertrains that to implement a secure state estimator (SSE) in team was to improve RAJA, a portability layer issue, the New Relic Clinic project aims to first incorporates battery heating and cooling into the simulation and then validate it in hardware on a created and used by LLNL. The team also com- restructure the data to be consistent and then apply current cabin AC system. This would facilitate the low-cost quadrotor. The team will demonstrate pared RAJA to other portability layers with re- machine learning techniques to identify features use of cheaper, higher performance lithium ion that the addition of the SSE to the control loop spect to usability and performance. capable of predicting churn. batteries in their electric vehicles. reduces the real-time tracking error of a quadrotor when using measurements from compromised onboard sensors.

The MITRE Corporation Niagara Bottling, LLC Image De-identification Proofpoint Rotation Speed of Blow Molding Liaisons: Sarah Doyle, Nick Orlans, Jay Doyle Predicting Malicious URLs Regenesis Biomedical Advisor: Lisa Kaczmarczyk Liaisons: Thomas Lynam, Mike Morris ’97 Equipment Students: Madi Pignetti (PM), Nava Dallal, Advisor: Elizabeth Sweedyk Liaisons: Alexander Mouschovias, Alberto Giron New Form Factor and User Interface Liaisons: Martin Kirk, Joseph Bright Michael Sheely, Veronica Rivera Students: Vidushi Ojha (PM), Aidan Cheng, Advisor: Hesam Moghaddam Advisor: Elizabeth Orwin Kevin Herrera, Carli Lessard Students: Ian Song (TL-S), Students: Benjamin Kunst (TL), The MITRE Corporation is a not-for-profit re- Michael Chaffee (TL-F), Coco Coyle (TL), Owen Morrison (S), search company that applies new technologies to As part of their security solutions, Proofpoint Phuong Nguyen, Ryan Gibbs (S), Justin Lauw (S), Wenkai Qin (S), problems in an array of areas. The goal of the provides a service to scan URLs embedded in Kristin Lie (S), Jose Godinez (F), William Balliet (F), Christine Goins (F), MITRE clinic team’s project is to produce an clients’ emails, and determine whether they lead to Kim Tran (F) Josephine Wong (F) algorithm that transforms an image to preserve sites containing malware. Suspicious URLs are apparent similarity to a human, but leads to a de- redirected to a virtual environment, or sandbox, Niagara Bottling, LLC is the largest private bottled The 2016-17 Regenesis Biomedical Clinic project creased accuracy for a number of specified recog- where they are tested for maliciousness. The goal water manufacturer in the U.S. that is currently is to design, build, and test circuitry to generate nition algorithms. This algorithm makes it signifi- of our project is to create a machine learning clas- undergoing double digit annual growth. The HMC radio frequency signals in four applicator pads for cantly more difficult for certain facial recognition sifier which can better detect malicious URLs, so Niagara Blowmolding clinic project is to develop the next generation Provant Therapy System. The algorithms to detect individuals, leading to in- that fewer URLs need to be sandboxed. We inves- tools and processes to evaluate the electrical, me- team will design a user interface to support this creased security and privacy. tigated various models and features to create a chanical, and thermal limitations of the blowmold- function and maintain EMC compliance. number of options for such a classifier. ing machines.

“(TL)” Indicates Team Leader “(F)” Fall Semester “(TL)” Indicates Team Leader “(F)” Fall Semester “(PM)” Indicates Project Manager 12 “(S)” Spring Semester “(PM)” Indicates Project Manager 17 “(S)” Spring Semester Intuitive Surgical, Inc. Mission Rubber Company Reddit COMPUTER SCIENCE/ Providing Aerial Views During Minimally Energy Monitoring System for Industrial Detecting Evil Through Machine ENGINEERING CLINIC Invasive Surgery Rubber Molding Learning Liaisons: Dr. Diana Friedman ’04, Liaisons: Richard Getze, Luciana Ramirez, Liaison: N/A ZAM Helmets, Inc. Dr. Andy Hazelton, Jay Clark, Don Wrixon Advisor: Yi-Chieh Wu Kayla Keifer Anderson Advisor: Matthew Spencer Students: Jonathan Chang (PM-S), Rachel Lee, Hockey Helmet Impact-Monitoring Advisor: Angie Lee ’05 Students: Mark Lozano (TL-S), Anna Ma, Kent Shikama (PM-F), System Students: Faith Lemire-Baeten (TL-S), Hannah Zosman (TL-F), Huting Lin, Lisa Yin Liaison: Whitman Kwok ’97 Sarah Nichols (TL-F), Fernando Salud, Viviana Bermudez (F) Advisor: David Money Harris Daniel Rodriguez, Tyler Smallwood, Reddit is an online discussion platform where Students: Lydia Scharff (TL-S), Lupe Carlos (S), The Mission Rubber Company (MRC) clinic team users can form communities centered around a David Tenorio (TL-F), Erin McCarthy, Michelle Lanterma (S), designed an energy diagnostic and monitoring variety of topics. Like any discussion website, Matthew Williams, Zunyan Wang (S), Zachary Shattler (F) (EDM) system that measures, records, and graph- Reddit has experienced instances of spam, trolling, Kim Joly (F) ically displays power used by industrial rubber cyberbullying, and general aggressive behaviors The Intuitive Surgical, Inc. Team will design, presses. A prototype version of the EDM system from users, which can alienate other users or dis- ZAM Helmets Inc. is a startup creating better build, and test a device that works with the da was installed at the MRC manufacturing facility in courage people from joining Reddit. To help Red- hockey helmets to reduce concussions among Vinci Surgical System to provide a wide angle Corona, whose annual energy use (10 GWh) could dit combat such behavior, we created an extensible youth players. The ZAM clinic team is building an view of the patient’s entire body cavity for sur- power nearly 1,000 homes. The EDM will be used machine learning pipeline for predicting whether a Internet of Things impact-monitoring system for geons and operating room staff during minimally to compare the operating power of different ma- comment will be perceived as aggressive. use in these helmets. The system consists of an in- invasive surgery to augment the close-up view chines, recognize power inefficiencies and quanti- helmet impact sensor array, an iPhone app for provided by the existing endoscope. This project fy the effects of energy reduction programs. displaying data about potential concussion risk, and cloud data storage for future analysis to aid has three main parts: the camera, the lighting, and concussion research. the casing containing both of the previous compo- nents. The main areas of work are in minimizing the device size and providing as much lighting as Webroot, Inc. possible. Real-Time Visualization and Machine

MIT Lincoln Laboratory Learning On Network Streams Adaptive Wireless Sensing Liaisons: Hal Lonas, Trung Tran ENGINEERING CLINIC Liaisons: Masato Kocberber ’10, Eric Storm ’15 Advisor: Geoff Kuenning Advisor: Philip Cha Students: Nick Bailey (PM), Rohin Lohe, Students: Sam Dietrich (TL-S), Jeff Milling, Norwood Square The Aerospace Corporation Microsoft Surface Orpheas Petroulas (TL-F), One TFLOP/s GPU on an Aerocube RF Propagation in Buildings Jacob Nguyen, Enoch Yeo (S), Webroot specializes in cloud-based Internet secu- Picosatellite Liaison: Dave Neff ’79 Manu Kondapi (S), James Palmer (F), rity for consumers and businesses. The goal of our Liaisons: Tim Smith ’05, Alex Utter ’05, Advisor: Nassibeh Hosseini David Kwan (F) project was to perform real-time machine learning Darren Rowen, Dr. Joseph Betser Students: Cherie Ho (TL-S), on local network streams and provide insight Advisor: Brian Bryce Marisa Kager (TL-W), MIT Lincoln Laboratory is a federally funded about anomalous and malicious behavior. Our Students: Aaron Wang (TL-F), Olivia Schneble (TL-F), research and development center and leader in team developed an infrastructure that uses ma- Men Cheol Jeong (TL-S), Duncan Crowley (S), wireless technology research. The MIT Lincoln chine learning to capture and analyze network Lauren Hu (S), Alex Echeverria (S), Ragini Kothari (F), Patrick Scalise (F) Laboratory Clinic project is to design and proto- traffic and display information about it, offering Teresa Despres (F), Nancy Wei (F), type a reconfigurable signal classification system clients a better understanding of malicious activity Nicholas Sakowski (F) Microsoft Corporation builds many wireless de- with applications including intelligent Wi-Fi chan- on their networks and a new way to protect against vices, including the Surface tablet. These devices nel allocation. The team will research, develop, malware. The Picosat program at The Aerospace Corpora- connect to a variety of wireless networks and often and characterize algorithms to discriminate be- tion designs, constructs, launches and operates operate in an interior environment where building tween several simultaneous RF emitters and deter- small cube-like satellites for various mission con- structures (e.g. walls, floors) interfere with signal mine signal properties including carrier frequency cepts. The Aerospace Corporation clinic project is propagation. The Microsoft Surface Clinic team is and modulation type. Algorithms will be tested in to build and demonstrate a picosatellite payload characterizing the impact of interior environments simulation and on software-defined radios. using the NVIDIA Jetson TX1 supercomputer-on- (e.g. hallways, walls, floors) on RF propagation at module. This payload will measure the functional commonly used WiFi and cellular data bands. ability of the Jetson TX1 in a low earth orbit radia- From their experiments, the team developed a tion environment. Successful demonstration of the revised model for predicting path loss in a variety Jetson will raise the space readiness level of this of indoor environments. cutting-edge technology and will enable exciting future mission capabilities. “(TL)” Indicates Team Leader “(F)” Fall Semester “(TL)” Indicates Team Leader “(F)” Fall Semester “(PM)” Indicates Project Manager 16 “(S)” Spring Semester “(PM)” Indicates Project Manager 13 “(S)” Spring Semester Amazon Lab126 AT&T City of Hope Dolby Laboratories, Inc Configurable Microphone Harness Array RF Drones for Automated Signal Redesigning the Lighting and Optics for FPGA Implementation of HEVC Decoder Liaison: Ken Hild Analysis Laparoscopic Surgery Liaison: Olivier Lambert Advisor: TJ Tsai Liaisons: Terence Wu, Chuck Palaganas Liaisons: Dr. Kurt Melstrom, Dr. Yanghee Woo, Advisor: David Money Harris Students: Paul Slaats (TL-S), Advisors: Albert Dato (S), Ruye Wang (F) Dr. Yuman Fong, Dr. Mustafa Raoof Students: Michael Reeve (TL-S), Samantha Hoang (TL-F), Rosh Lam, Students: Patrick McKeen (TL -S), Advisor: Qimin Yang Achintaya Bansal, Bonny Chen, Eyassu Shimelis (S), Gabe Rubin (F), Siyi Hu (TL-F), Jesse Joseph, Students: Kathryn Jones (TL-S), Joanna Ho (TL-F), Charlotte Robinson Jonathan Kupfer (F) Ramy Elminyawi (F), Austin Shin (S), Erica Martelly (TL-F), Charles Van Eijk (F) Leonardo Huerta, Richard Liu (F), The purpose of this project is to develop a proto- Amazon Lab126 is a subsidiary of Amazon.com Sean Nguyen (F), Arthur Reyes (S), type implementation of an HEVC decoder in focused on development of consumer electronic The AT&T Clinic project is to develop a drone- Robin Bendiak (S) FPGA based on a Dolby’s internal “IMPACT” products. The Amazon Lab126 Clinic team will based system to collect data on over-the-air digital HEVC decoder implementation written in C-code design a configurable microphone-speaker system. television signals, particularly signal strength, Minimally-invasive (laparoscopic) surgeries cur- for multi-core CPUs. The project will involve It must fit into arbitrary product enclosures while clarity, and orientation across location and alti- rently utilize a tethered, expensive system that performance evaluation of the existing C-code to supporting 16 location-adjustable microphones tude. The system will include an operating proce- relies on a single hot, limited-range incandescent identify the most compute-intensive modules, and and computer interfacing for automated testing. dure, easy-to-use operation and visualization soft- light attached to a lone camera. This year the team an RTL implementation of these modules. The system will support stereo, mono, and 5.1- ware, drone selection, and onboard hardware, as focused on designing a set of cost-effective, self- surround sound speaker outputs. This project will well as the reasoning behind design choices and sufficient systems using modern lighting and cam- expedite the testing process for future prototypes recommendations for future improvements. era systems that will provide improved visibility in the Amazon Echo family of products with vary- for surgeons. ing microphone and speaker configurations.

HP, Inc.

Clear Fluid Detection on Media Liaisons: Alyssa Siegman ’13, Aaron Rosen ’16,

BD Biosciences Stephen Bauer, Mark Choy Improving Ease and Efficiency of Blood City of Hope Advisor: Nancy Lape Arconic, Inc. Sample Manipulation for Flow Cytometry A Raman Spectrometer for in vivo Cancer Students: Lucia Kaye (TL-S), Create a Visual Production Scheduling Verification Assessment Tae Ha "Jeff" Park (TL-F), Michelle Niu, Ramonda Giddings, System Liaisons: Christine Paulson ’02, Josh Zollett Liaisons: Dr. Veronica Jones, Dr. Yuman Fong, Jose Orozco, Kana Hatori, (KU-S), Liaisons: Christopher Dinsley, Paul Rogers Advisor: Gordon Krauss Dr. Dan Schmolze, Dr. Lily Lai, Florence Walsh (F) Advisors: Patrick Little, Werner Zorman Students: Lani Chapko (TL-F), Andrew Marino, Dr. Bertrum Yuh

Students: Shaan Gareeb (TL-S), Katherine Yoo, Kelly McConnell, Ruth Sung (TL-S), Advisor: Philip Cha HP Inc is the worldwide leader of home, office, Jeong Shim (TL-F), Camille Croll (S), Ramita Kondepudi (S), Students: Sarah Anderson (TL-S), commercial, and industrial printing. The goal of Anjaneya Malpani (S), Lam Huynh (F), Thomas Morgan-Witts (F) Connor Stashko, (TL-F), Nathan Miller, the HP Clinic project is to detect clear fluids, Marissa Lee (F), Angelica Virrueta (F) Alex Echevarria, Willie Zuniga which are crucial in providing durability and im- BD Biosciences' flow cytometers are crucial re- proving quality of printed products. By detecting Arconic’s Rancho Cucamonga facility produces search and clinical instruments used in studying, The City of Hope-Spectrometer clinic team is the location and quantity of clear fluids in real aerospace parts in (Nickel, Titanium, Aluminum) diagnosing, and finding cures for today's diseases laying the groundwork for a Raman system to time and in situ, the team will help reduce waste and makes monthly shipments to companies across such as HIV and leukemia. Harvey Mudd College assess cancer margins in vivo and in real time. The and provide more consistent printing quality. the globe. Arconic Rancho's revenue growth is has been enlisted to help BD Biosciences’ systems final device will be placed into the breast, liver, or being constrained by forge capacity, which development team in making verification testing prostate and, upon recognition of cancer, ablate prompted Rancho to engage the Harvey Mudd of their products more efficient. Our Clinic Team the malignant tissue. The team’s focus has been to clinic team to develop a production scheduling is focused on reducing the skill and tedious nature collect and analyze spectra of human tissue to system that will assist the scheduler to optimize of whole blood specimen manipulation techniques, extract features that indicate if the tissue is malig- the forge units to increase efficiency and through- by providing tools to make these procedures easi- nant. put, enabling future revenue growth. er, faster, and less error-prone.

“(TL)” Indicates Team Leader “(F)” Fall Semester “(TL)” Indicates Team Leader “(KU)” Kogakuin “(F)” Fall Semester “(PM)” Indicates Project Manager 14 “(S)” Spring Semester “(PM)” Indicates Project Manager 15 University “(S)” Spring Semester Amazon Lab126 AT&T City of Hope Dolby Laboratories, Inc Configurable Microphone Harness Array RF Drones for Automated Signal Redesigning the Lighting and Optics for FPGA Implementation of HEVC Decoder Liaison: Ken Hild Analysis Laparoscopic Surgery Liaison: Olivier Lambert Advisor: TJ Tsai Liaisons: Terence Wu, Chuck Palaganas Liaisons: Dr. Kurt Melstrom, Dr. Yanghee Woo, Advisor: David Money Harris Students: Paul Slaats (TL-S), Advisors: Albert Dato (S), Ruye Wang (F) Dr. Yuman Fong, Dr. Mustafa Raoof Students: Michael Reeve (TL-S), Samantha Hoang (TL-F), Rosh Lam, Students: Patrick McKeen (TL -S), Advisor: Qimin Yang Achintaya Bansal, Bonny Chen, Eyassu Shimelis (S), Gabe Rubin (F), Siyi Hu (TL-F), Jesse Joseph, Students: Kathryn Jones (TL-S), Joanna Ho (TL-F), Charlotte Robinson Jonathan Kupfer (F) Ramy Elminyawi (F), Austin Shin (S), Erica Martelly (TL-F), Charles Van Eijk (F) Leonardo Huerta, Richard Liu (F), The purpose of this project is to develop a proto- Amazon Lab126 is a subsidiary of Amazon.com Sean Nguyen (F), Arthur Reyes (S), type implementation of an HEVC decoder in focused on development of consumer electronic The AT&T Clinic project is to develop a drone- Robin Bendiak (S) FPGA based on a Dolby’s internal “IMPACT” products. The Amazon Lab126 Clinic team will based system to collect data on over-the-air digital HEVC decoder implementation written in C-code design a configurable microphone-speaker system. television signals, particularly signal strength, Minimally-invasive (laparoscopic) surgeries cur- for multi-core CPUs. The project will involve It must fit into arbitrary product enclosures while clarity, and orientation across location and alti- rently utilize a tethered, expensive system that performance evaluation of the existing C-code to supporting 16 location-adjustable microphones tude. The system will include an operating proce- relies on a single hot, limited-range incandescent identify the most compute-intensive modules, and and computer interfacing for automated testing. dure, easy-to-use operation and visualization soft- light attached to a lone camera. This year the team an RTL implementation of these modules. The system will support stereo, mono, and 5.1- ware, drone selection, and onboard hardware, as focused on designing a set of cost-effective, self- surround sound speaker outputs. This project will well as the reasoning behind design choices and sufficient systems using modern lighting and cam- expedite the testing process for future prototypes recommendations for future improvements. era systems that will provide improved visibility in the Amazon Echo family of products with vary- for surgeons. ing microphone and speaker configurations.

HP, Inc.

Clear Fluid Detection on Media Liaisons: Alyssa Siegman ’13, Aaron Rosen ’16,

BD Biosciences Stephen Bauer, Mark Choy Improving Ease and Efficiency of Blood City of Hope Advisor: Nancy Lape Arconic, Inc. Sample Manipulation for Flow Cytometry A Raman Spectrometer for in vivo Cancer Students: Lucia Kaye (TL-S), Create a Visual Production Scheduling Verification Assessment Tae Ha "Jeff" Park (TL-F), Michelle Niu, Ramonda Giddings, System Liaisons: Christine Paulson ’02, Josh Zollett Liaisons: Dr. Veronica Jones, Dr. Yuman Fong, Jose Orozco, Kana Hatori, (KU-S), Liaisons: Christopher Dinsley, Paul Rogers Advisor: Gordon Krauss Dr. Dan Schmolze, Dr. Lily Lai, Florence Walsh (F) Advisors: Patrick Little, Werner Zorman Students: Lani Chapko (TL-F), Andrew Marino, Dr. Bertrum Yuh

Students: Shaan Gareeb (TL-S), Katherine Yoo, Kelly McConnell, Ruth Sung (TL-S), Advisor: Philip Cha HP Inc is the worldwide leader of home, office, Jeong Shim (TL-F), Camille Croll (S), Ramita Kondepudi (S), Students: Sarah Anderson (TL-S), commercial, and industrial printing. The goal of Anjaneya Malpani (S), Lam Huynh (F), Thomas Morgan-Witts (F) Connor Stashko, (TL-F), Nathan Miller, the HP Clinic project is to detect clear fluids, Marissa Lee (F), Angelica Virrueta (F) Alex Echevarria, Willie Zuniga which are crucial in providing durability and im- BD Biosciences' flow cytometers are crucial re- proving quality of printed products. By detecting Arconic’s Rancho Cucamonga facility produces search and clinical instruments used in studying, The City of Hope-Spectrometer clinic team is the location and quantity of clear fluids in real aerospace parts in (Nickel, Titanium, Aluminum) diagnosing, and finding cures for today's diseases laying the groundwork for a Raman system to time and in situ, the team will help reduce waste and makes monthly shipments to companies across such as HIV and leukemia. Harvey Mudd College assess cancer margins in vivo and in real time. The and provide more consistent printing quality. the globe. Arconic Rancho's revenue growth is has been enlisted to help BD Biosciences’ systems final device will be placed into the breast, liver, or being constrained by forge capacity, which development team in making verification testing prostate and, upon recognition of cancer, ablate prompted Rancho to engage the Harvey Mudd of their products more efficient. Our Clinic Team the malignant tissue. The team’s focus has been to clinic team to develop a production scheduling is focused on reducing the skill and tedious nature collect and analyze spectra of human tissue to system that will assist the scheduler to optimize of whole blood specimen manipulation techniques, extract features that indicate if the tissue is malig- the forge units to increase efficiency and through- by providing tools to make these procedures easi- nant. put, enabling future revenue growth. er, faster, and less error-prone.

“(TL)” Indicates Team Leader “(F)” Fall Semester “(TL)” Indicates Team Leader “(KU)” Kogakuin “(F)” Fall Semester “(PM)” Indicates Project Manager 14 “(S)” Spring Semester “(PM)” Indicates Project Manager 15 University “(S)” Spring Semester Intuitive Surgical, Inc. Mission Rubber Company Reddit COMPUTER SCIENCE/ Providing Aerial Views During Minimally Energy Monitoring System for Industrial Detecting Evil Through Machine ENGINEERING CLINIC Invasive Surgery Rubber Molding Learning Liaisons: Dr. Diana Friedman ’04, Liaisons: Richard Getze, Luciana Ramirez, Liaison: N/A ZAM Helmets, Inc. Dr. Andy Hazelton, Jay Clark, Don Wrixon Advisor: Yi-Chieh Wu Kayla Keifer Anderson Advisor: Matthew Spencer Students: Jonathan Chang (PM-S), Rachel Lee, Hockey Helmet Impact-Monitoring Advisor: Angie Lee ’05 Students: Mark Lozano (TL-S), Anna Ma, Kent Shikama (PM-F), System Students: Faith Lemire-Baeten (TL-S), Hannah Zosman (TL-F), Huting Lin, Lisa Yin Liaison: Whitman Kwok ’97 Sarah Nichols (TL-F), Fernando Salud, Viviana Bermudez (F) Advisor: David Money Harris Daniel Rodriguez, Tyler Smallwood, Reddit is an online discussion platform where Students: Lydia Scharff (TL-S), Lupe Carlos (S), The Mission Rubber Company (MRC) clinic team users can form communities centered around a David Tenorio (TL-F), Erin McCarthy, Michelle Lanterma (S), designed an energy diagnostic and monitoring variety of topics. Like any discussion website, Matthew Williams, Zunyan Wang (S), Zachary Shattler (F) (EDM) system that measures, records, and graph- Reddit has experienced instances of spam, trolling, Kim Joly (F) ically displays power used by industrial rubber cyberbullying, and general aggressive behaviors The Intuitive Surgical, Inc. Team will design, presses. A prototype version of the EDM system from users, which can alienate other users or dis- ZAM Helmets Inc. is a startup creating better build, and test a device that works with the da was installed at the MRC manufacturing facility in courage people from joining Reddit. To help Red- hockey helmets to reduce concussions among Vinci Surgical System to provide a wide angle Corona, whose annual energy use (10 GWh) could dit combat such behavior, we created an extensible youth players. The ZAM clinic team is building an view of the patient’s entire body cavity for sur- power nearly 1,000 homes. The EDM will be used machine learning pipeline for predicting whether a Internet of Things impact-monitoring system for geons and operating room staff during minimally to compare the operating power of different ma- comment will be perceived as aggressive. use in these helmets. The system consists of an in- invasive surgery to augment the close-up view chines, recognize power inefficiencies and quanti- helmet impact sensor array, an iPhone app for provided by the existing endoscope. This project fy the effects of energy reduction programs. displaying data about potential concussion risk, and cloud data storage for future analysis to aid has three main parts: the camera, the lighting, and concussion research. the casing containing both of the previous compo- nents. The main areas of work are in minimizing the device size and providing as much lighting as Webroot, Inc. possible. Real-Time Visualization and Machine

MIT Lincoln Laboratory Learning On Network Streams Adaptive Wireless Sensing Liaisons: Hal Lonas, Trung Tran ENGINEERING CLINIC Liaisons: Masato Kocberber ’10, Eric Storm ’15 Advisor: Geoff Kuenning Advisor: Philip Cha Students: Nick Bailey (PM), Rohin Lohe, Students: Sam Dietrich (TL-S), Jeff Milling, Norwood Square The Aerospace Corporation Microsoft Surface Orpheas Petroulas (TL-F), One TFLOP/s GPU on an Aerocube RF Propagation in Buildings Jacob Nguyen, Enoch Yeo (S), Webroot specializes in cloud-based Internet secu- Picosatellite Liaison: Dave Neff ’79 Manu Kondapi (S), James Palmer (F), rity for consumers and businesses. The goal of our Liaisons: Tim Smith ’05, Alex Utter ’05, Advisor: Nassibeh Hosseini David Kwan (F) project was to perform real-time machine learning Darren Rowen, Dr. Joseph Betser Students: Cherie Ho (TL-S), on local network streams and provide insight Advisor: Brian Bryce Marisa Kager (TL-W), MIT Lincoln Laboratory is a federally funded about anomalous and malicious behavior. Our Students: Aaron Wang (TL-F), Olivia Schneble (TL-F), research and development center and leader in team developed an infrastructure that uses ma- Men Cheol Jeong (TL-S), Duncan Crowley (S), wireless technology research. The MIT Lincoln chine learning to capture and analyze network Lauren Hu (S), Alex Echeverria (S), Ragini Kothari (F), Patrick Scalise (F) Laboratory Clinic project is to design and proto- traffic and display information about it, offering Teresa Despres (F), Nancy Wei (F), type a reconfigurable signal classification system clients a better understanding of malicious activity Nicholas Sakowski (F) Microsoft Corporation builds many wireless de- with applications including intelligent Wi-Fi chan- on their networks and a new way to protect against vices, including the Surface tablet. These devices nel allocation. The team will research, develop, malware. The Picosat program at The Aerospace Corpora- connect to a variety of wireless networks and often and characterize algorithms to discriminate be- tion designs, constructs, launches and operates operate in an interior environment where building tween several simultaneous RF emitters and deter- small cube-like satellites for various mission con- structures (e.g. walls, floors) interfere with signal mine signal properties including carrier frequency cepts. The Aerospace Corporation clinic project is propagation. The Microsoft Surface Clinic team is and modulation type. Algorithms will be tested in to build and demonstrate a picosatellite payload characterizing the impact of interior environments simulation and on software-defined radios. using the NVIDIA Jetson TX1 supercomputer-on- (e.g. hallways, walls, floors) on RF propagation at module. This payload will measure the functional commonly used WiFi and cellular data bands. ability of the Jetson TX1 in a low earth orbit radia- From their experiments, the team developed a tion environment. Successful demonstration of the revised model for predicting path loss in a variety Jetson will raise the space readiness level of this of indoor environments. cutting-edge technology and will enable exciting future mission capabilities. “(TL)” Indicates Team Leader “(F)” Fall Semester “(TL)” Indicates Team Leader “(F)” Fall Semester “(PM)” Indicates Project Manager 16 “(S)” Spring Semester “(PM)” Indicates Project Manager 13 “(S)” Spring Semester Lawrence Livermore National New Relic, Inc. Motiv Power Systems Northrop Grumman Laboratory New Relic Churn Prediction & Heat Pump for Heavy Electric Vehicles Secure State Estimation High Performance Portability Prevention — Micro-Segmentation and Liaisons: Jim Castelaz ’06, Edmond Kwok, Liaisons: Stephanie Tsuei, Ron P. Smith ’83, Liaisons: Holger Jones, David Beckingsale, Predictive Analytics Megan Peekema Ken Dreshfield ’80, Ian Jimenez ’11 David Poliakoff Liaisons: Kira Chuchom, Tarun Arora Advisor: Anthony Bright Advisor: Christopher Clark Advisor: Chris Stone Advisor: Ran Libeskind-Hadas Students: Emily Beese (TL-S), Students: Aishvarya Korde (TL-S), Students: Nick Gonzalez (PM-F), Students: Felis Perez, Rose Choi, Joshua Sealand (TL-F), Paige Rinnert (TL-F), Robert Cyprus, Aaron Lobb (PM-S), Dan Obermiller William Chen (PM-S), Jacob Knego (S), Kamau Waller (S), Zayra Lobo (F), Austin Chun (S), Yiqing Cai (PM-F) Sean Mahre (S), Kyla Scott (F), Jesus Villegas (S) Lawrence Livermore National Lab (LLNL) uses Bryce Murley (F), Jacey Coniff (F) supercomputers to perform complex physics simu- The goal of the New Relic Clinic project is to Autonomous vehicle control requires estimating lations. Maintaining parallel code is difficult when develop a data-driven approach to predicting po- Motiv Power Systems is a provider of all-electric vehicle states from on-board sensor readings. In faster computers with different architectures are tential churn. New Relic has collected substantial drivetrains for medium and heavy-duty vehicles. the case that some of the sensors are compro- installed every few years. Portability layers can data. The types of data that has been collected The goal of the Motiv clinic project is to design mised, the state of the vehicle may not be accu- simplify this code by hiding details of computer have varied over time, leading to a heterogeneous and test a new, more efficient thermal manage- rately estimated. The goal of this Clinic project is architecture and parallelism. The goal of the clinic dataset that is difficult to analyze. To address this ment system for Motiv’s electric powertrains that to implement a secure state estimator (SSE) in team was to improve RAJA, a portability layer issue, the New Relic Clinic project aims to first incorporates battery heating and cooling into the simulation and then validate it in hardware on a created and used by LLNL. The team also com- restructure the data to be consistent and then apply current cabin AC system. This would facilitate the low-cost quadrotor. The team will demonstrate pared RAJA to other portability layers with re- machine learning techniques to identify features use of cheaper, higher performance lithium ion that the addition of the SSE to the control loop spect to usability and performance. capable of predicting churn. batteries in their electric vehicles. reduces the real-time tracking error of a quadrotor when using measurements from compromised onboard sensors.

The MITRE Corporation Niagara Bottling, LLC Image De-identification Proofpoint Rotation Speed of Blow Molding Liaisons: Sarah Doyle, Nick Orlans, Jay Doyle Predicting Malicious URLs Regenesis Biomedical Advisor: Lisa Kaczmarczyk Liaisons: Thomas Lynam, Mike Morris ’97 Equipment Students: Madi Pignetti (PM), Nava Dallal, Advisor: Elizabeth Sweedyk Liaisons: Alexander Mouschovias, Alberto Giron New Form Factor and User Interface Liaisons: Martin Kirk, Joseph Bright Michael Sheely, Veronica Rivera Students: Vidushi Ojha (PM), Aidan Cheng, Advisor: Hesam Moghaddam Advisor: Elizabeth Orwin Kevin Herrera, Carli Lessard Students: Ian Song (TL-S), Students: Benjamin Kunst (TL), The MITRE Corporation is a not-for-profit re- Michael Chaffee (TL-F), Coco Coyle (TL), Owen Morrison (S), search company that applies new technologies to As part of their security solutions, Proofpoint Phuong Nguyen, Ryan Gibbs (S), Justin Lauw (S), Wenkai Qin (S), problems in an array of areas. The goal of the provides a service to scan URLs embedded in Kristin Lie (S), Jose Godinez (F), William Balliet (F), Christine Goins (F), MITRE clinic team’s project is to produce an clients’ emails, and determine whether they lead to Kim Tran (F) Josephine Wong (F) algorithm that transforms an image to preserve sites containing malware. Suspicious URLs are apparent similarity to a human, but leads to a de- redirected to a virtual environment, or sandbox, Niagara Bottling, LLC is the largest private bottled The 2016-17 Regenesis Biomedical Clinic project creased accuracy for a number of specified recog- where they are tested for maliciousness. The goal water manufacturer in the U.S. that is currently is to design, build, and test circuitry to generate nition algorithms. This algorithm makes it signifi- of our project is to create a machine learning clas- undergoing double digit annual growth. The HMC radio frequency signals in four applicator pads for cantly more difficult for certain facial recognition sifier which can better detect malicious URLs, so Niagara Blowmolding clinic project is to develop the next generation Provant Therapy System. The algorithms to detect individuals, leading to in- that fewer URLs need to be sandboxed. We inves- tools and processes to evaluate the electrical, me- team will design a user interface to support this creased security and privacy. tigated various models and features to create a chanical, and thermal limitations of the blowmold- function and maintain EMC compliance. number of options for such a classifier. ing machines.

“(TL)” Indicates Team Leader “(F)” Fall Semester “(TL)” Indicates Team Leader “(F)” Fall Semester “(PM)” Indicates Project Manager 12 “(S)” Spring Semester “(PM)” Indicates Project Manager 17 “(S)” Spring Semester Techmation Triple Ring Technologies GoDaddy International Business Machines Project Beluga: Trajectory-Tracking IoT Mobile Health Monitoring Dynamic Website Updates Corporation (IBM) Controller for Autonomous Underwater Liaisons: Jen Keating, Dickshitha Thyagharajon Liaisons: Heidi Gibson, Jacob Page, Dan Gwozdz Cognitive Note Taking Vehicles Advisor: Brian Bryce Advisor: Ben Wiedermann Liaisons: Maria Ebling ’88, John Vergo, Liaisons: Jerry Hsiung ’16, Ben Chasnov ’16, Students: Deval Gupta (TL-S), Students: Keighley Overbay (PM-S), Michael Tanenblatt Cyrus Huang ’16, Yu Yang Erin Paeng (TL-F), Senghor Joseph, Maureen Naval (PM-F), Terrence Diaz, Advisor: Lisa Kaczmarczyk Advisor: Anthony Bright Zane Bodenbender, Sarah Wang Linnea Nelson, Connie Wang Students: Scott Chow, Harry Cooke (PM), Students: Vaibhav Viswanathan (TL-S), Wyatt Cooper, Julia Cosma, Jessica de la Fuente (TL-W), Triple Ring Technologies (TRT) is an engineering GoDaddy provides small business owners with the Emilia Reed Cherlyn Chan (TL-F), Kyle Lund, consulting firm dedicated to bringing deep scien- tools they need to easily host and create their own Elijah Carbanaro (F), tific knowledge to design of innovative medical personalized websites. The goal of our project is to This project aims to develop a note-taking mobile Jessica Lupanow (S), technologies. The TRT Clinic project aims to extend GoDaddy's website builder to allow small application and service that acts as a personal Chris Kotcherha (S) develop a mobile health monitoring platform that business owners to automatically display an- cognitive assistant to help IBM employees extract can readily accommodate emerging medical sen- nouncements on their websites at a predetermined company-specific information from their notes. The HMC Techmation Clinic team will modify sor technologies. The platform includes data ac- time, as well as directly post these announcements The application accepts collections of documents and build a new version of the current Beluga quisition on a wearable device, data visualization to their social media accounts. (such as PDF files or images) and direct input to AUV, develop an underwater trajectory-tracking and storage on an Android application, and a cloud the application (such as text or handwriting). It controller and demonstrate the working controller interface. As a proof-of-concept, the platform is utilizes IBM Watson cognitive services to analyze on the Beluga 2.0 in field trials. configured to measure heart rate via photoplethys- the documents and extract specific information mography. about companies, which is then verified by the Google, Inc. user.

Serializing Chromium Tab State

Liaisons: Aaron Gable ’12, Chris Palmer Advisor: Beth Trushkowsky

Toyota Students: Julien Chien (PM), Zoab Kapoor, United Launch Alliance Thomas Le, Yi Yang Energy Usage and Efficiency in a Fuel Improved Cryogenic Insulation System Cell Electric Semi-Trailer Truck Laserfiche Liaison: Tucker Gritton Google's Chrome browser, based on the open Liaison: Mr. Takehito Yokoo Fast Detection of Problems in Scanned Advisor: Gordon Krauss source project Chromium, is the most widely used Advisor: Okitsugu Furuya Documents Students: Rachel O'Neill (TL-S), browser in the world. The goal of our project was Students: Elyse Pennington (TL–S), Liaisons: Tessa Adair ’14, Karl Chan ’89 P19, Elizabeth Lee (TL-F), Michael Muzio, to research and implement strategies for serializing Cassie Burgess (TL–F), Daniel Nguyen, Carl Sykes Bailey Meyer (S), Jasmine Yang (S), the full state of a tab in Chromium so that it can be Aurora Leeson (S), Luis Viornery (S), Advisors: Yekaterina Kharitonova, Isabel King (F), Richard Ni (F) suspended and restored with minimal user-visible Lillian Liang (F), Sarah Silcox (F) Melissa O’Neill disruption. Our team researched and implemented Students: Tiffany Sun (PM), Kharisma Calderon, United Launch Alliance is America's ride to space strategies for serializing and restoring tabs so that Toyota has long maintained that hydrogen fuel cell Carmen Mejia, Andrew Scott and is interested in developing new technologies Chrome users would not lose information during technology could be a zero emission solution for space travel. The ULA clinic team seeks to memory-constrained situations. across a broad spectrum of vehicle types. The Laserfiche builds software that helps organizations identify and test potential materials for a cryogenic scalability of this technology is enabling the au- digitize content and automate processes. To ensure insulation system. The team will also create a tomaker to explore a semi-trailer truck application that data from scanned paper documents can be model to predict heat transfer properties and ther- for a California-based feasibility study. The Toyo- accurately extracted, Laserfiche has tools to fix mal degradation of such a system. ta clinic project models energy usage and efficien- image quality problems such as skew and speck- cy in the vehicle’s four main subsystems, with the les. The goal of our project was to automatically goal of specifying vehicle component capacities. and quickly detect problems in scanned docu- ments. By detecting these problems, the software can reduce the time and processing required for image correction. Our team extracted features from a collection of scanned images and used machine learning classifiers to predict if a newly scanned document has problems.

“(TL)” Indicates Team Leader “(F)” Fall Semester “(TL)” Indicates Team Leader “(F)” Fall Semester “(PM)” Indicates Project Manager 18 “(S)” Spring Semester “(PM)” Indicates Project Manager 11 “(S)” Spring Semester BIOLOGY/ Big Fish Games ENGINEERING/MATHEMATICS ENGINEERING/PHYSICS CLINIC COMPUTER SCIENCE/ Measuring User Engagement in Fairway CLINIC MATHEMATICS CLINIC Solitaire Sandia National Laboratories Liaisons: Brad Bulkley, Chris Chatburn, Genentech Measuring the Permittivity of Sam Prud'homme, Michael Tapley Dart NeuroScience, LLC Advisor: Colleen Lewis Optimized Emergency Power Ferroelectric Nanoparticles in an Epoxy Creation and Analysis of Experiment Students: Justis Allen, Michael Diamond (PM), Management Planning Composite Driven Biological Networks for Adam Dunlap, Aaron Stringer-Usdan Liaisons: Jerry Meek, Chris Wimmer Liaison: Todd Monson Advisors: Richard Haskell, Albert Dato Understanding Memory Processes Advisors: Tanja Srebotnjak, Ruye Wang (F) Students: Joseph Sinopoli (TL), Eric Mueller, Students: Marisol Beck (TL-S), Liaisons: Philip Cheung ‘96, Amir Fayyazuddin, Big Fish Games, Inc. develops the game Fairway Dan McCabe, Ahhyun Ahn, Carmel Zhao (TL-F), Jonas Kaufman, Qingying Meng, Douglas Fenger Solitaire and cares deeply about the player experi- Andrea Vasquez (F) Cesar Orellana, Robin Bendiak (F), Advisors: Lisette de Pillis, Eliot Bush ence. The goal of our project was to use machine Isabel Martos-Repath (S) Students: Loring Thomas (PM-S), Lisa Goeller, learning on existing user data to better understand Genentech is a biotechnology company research- Ellen Seidel, Rohan Shankar (PM-F) how player interaction with the game's features ing and producing medicines for serious illnesses. Barium titanate (BTO) is a ferroelectric material affects player engagement. Better understanding Genentech is headquartered in South San Francis- commonly used in capacitors because of its high Dart Neuroscience (DNS) is a pharmaceutical what makes users engage with the game would co, CA and is vulnerable to power outages during bulk dielectric constant, which may be even higher company that focuses on developing treatments for allow Big Fish Games, Inc. to make more in- earthquakes. The Genentech clinic team is tasked in nanoparticle form. The Sandia team is determin- memory disorders. The goal of the clinic project formed design decisions. with developing a emergency power management ing the dielectric constant of BTO nanoparticles as was to build biological networks based on DNS plan. Using operations research techniques, gener- a function of particle size by measuring compo- experimental data and to create accompanying ator refueling and shutdown schedules for each sites of BTO nanoparticles in epoxy. We are im- network analysis tools. The networks and tools building are generated. Displayed within Genen- proving our composite fabrication procedure to will help DNS better understand memory process- tech systems, the plan helps facilities protect price- reduce the agglomeration of BTO nanoparticles es and find drug targets, with the goal of improv- less research, upkeep production, and prevent and using finite element analysis to extract the ing long term memory. FICO inventory spoilage. dielectric constant of the nanoparticles. Using Latent Topics Models to Detect Rare Behaviors Liaisons: Scott Zoldi, Joe Murray Advisor: Robert Keller GLOBAL CLINIC Students: Savannah Baron, Sneha Deo (PM-S), COMPUTER SCIENCE CLINIC Emily First (PM-F), Hope Yu Niagara Bottling, LLC Kaiam Corporation

Capping Accuracy of Highspeed High Throughput Laser Diode Burn-in American Express Our project’s goal was to investigate the detection Lightweight Bottling Lines Systems Hotel Recommendation System of rare customer behaviors in transactional data using latent topic models, a form of unsupervised Liaisons: Clemente Sanchez, Tony Peterson, Liaisons: Dr. Bardia Pezeshki ’87, Liaisons: Dawn Thomas, Di Xu machine learning typically used to detect topics in Miles Moyers, Jim Brady, Christopher Stonier, Advisor: Zachary Dodds examples of natural language. Our team has devel- Damon Choate, Danny Weckstein, Jacinto Dominguez, Dr. Dinh Ton, Students: Christine Chen (PM), Yacht Kitimoon, oped techniques to apply these models to time Jim Utley, Alan Bunteman Dr. Mike Jubber, Jay Kubicky, Alyssa Kubota, Jon Ueki series data and has assessed their viability in the Advisors: Kash Gokli, Talithia Williams Derek Keir detection of anomalous behaviors. Students: Jonathan Lum (TL -S), Advisor: Matthew Spencer American Express and its partners seek to make Alexa Le (TL -F), Lakshay Akula, Students: Jeewan Naik (TL-S), travel planning easier, quicker, and more personal- Zachary Friedlander, Emily Schooley (TL-F), ized. To that end, the objective of our clinic team Michaela Yaman (F) Tommy Berrueta, Evan Kahn, was to explore and extend American Express’s Yashas Hegde (S), Hamza Khan (F) current machine-learning based hotel recommen- Niagara Bottling, LLC is the largest family owned dation algorithms with the goal of improving their bottled water company in the United States, and is Kaiam Corp. is an industry leader in the field of performance. the largest producer of bottled water by volume. optical communications for data centers, and ris- The Niagara Bottling - Capping clinic project is to ing demand has stretched its manufacturing capa- understand the causes of bottle cap misapplication bility. One manufacturing bottleneck is the diode and reduce the misapplication frequency through burn-in process, which tests the micron scale laser conducting a Design of Experiments. diodes at high power and temperature. The Kaiam

clinic project is to design a new burn-in system using micromechanical chips to make contact with the diodes and test them more quickly.

“(TL)” Indicates Team Leader “(F)” Fall Semester “(TL)” Indicates Team Leader “(F)” Fall Semester “(PM)” Indicates Project Manager 10 “(S)” Spring Semester “(PM)” Indicates Project Manager 19 “(S)” Spring Semester MATHEMATICS CLINIC SoCalGas Key to Poster Session Layout Evaluation and Optimization of

SoCalGas Routing Planning and EDR, Inc. 1. The Aerospace Corporation Algorithms Document Mining and Analysis on 2. Amazon Lab126 Environmental Reports Liaisons: Virginia Balbo, Ludivina Michel Advisor: Susan Martonosi 3. American Express Liaisons: Paul R. Schiffer, Richard White, 4. Arconic, Inc. Zach Fisk Students: Stetson Bost (PM-S), Max Howard, Advisor: Weiqing Gu Yichen Lu (PM-F), Noah Marcus 5. AT&T Students: Vinh The Hoang (PM), 6. BD Biosciences Abram Sanderson, Annaliese Johnson, SoCalGas provides natural gas services to over 20 7. Big Fish Games Matthew Bae, Johan Hoeger million residents of the Southern California re- gion. Each day, SoCalGas must generate routes to 8. City of Hope-Optics 9. City of Hope-Spectrometer The EDR clinic team was asked to work on a solu- service up to 14,000 individual customer orders. tion for EDR which would enable them to tag key The SoCalGas Clinic team worked to improve the 10. Dart NeuroScience, LLC pieces of information that appear in State and vehicle routing process and route quality through 11. Dolby Laboratories, Inc. Federal Government environmental documents. district design and parameter optimization. 12. EDR As a major holder and distributor of environmental 13. FICO data, EDR desires to have a more effective method 14. Genentech for finding desired information in these documents PHYSICS CLINIC 15. GoDaddy than their current methods allow. Since an envi- ronmental professional might be interested in 16. Google, Inc. multiple aspects of any given the document, the HRL Laboratories, LLC 17. HP, Inc. EDR team has explored classification and search Automated Tuning of Electrostatically 18. HRL Laboratories techniques for both images and text in order to Defined Quantum Dots: Navigating 19. International Business Machines Corporation (IBM) analyze and tag documents. The team's work will Through High-Dimensional Potential 20. Intuitive Surgical be formatted as per EDR's request, for adoption by 21. Kaiam Corporation EDR, and merging into their current systems. Energy Landscapes Liaisons: Matt Reed '07, Mark Gyure, 22. Laserfiche Emily Pritchett, Richard Ross 23. Lawrence Livermore National Laboratory Advisor: Gregory Lyzenga 24. Microsoft Surface Students: Kathleen Kohl (TL-S), 25. Mission Rubber Company Saracen Energy Amy Brown (TL-F), Brynn Arborico, Max Byers 26. MIT Lincoln Laboratory Reverse-Engineering Power Flows on the 27. The MITRE Corporation Eastern Interconnect from Real-Time HRL Laboratories is a cutting-edge physical sci- 28. Motiv Power Systems Price Data ence and engineering research laboratory. The 29. New Relic, Inc. Liaisons: Dr. Brian Maurizi, CMC '03, HRL clinic project aims to create a computational 30. Niagara Bottling-Capping Ross Sclafani, HMC '08 model which navigates through the high- 31. Niagara Bottling-Blowmolding Advisor: Weiqing Gu dimensional potential energy landscape of a triple Students: Rohan Nagpal, Ricky Pan, quantum dot system in order to automate the pro- 32. Northrop Grumman Corporation Michael Rees (PM), Jincheng Wang cess of placing one electron into each quantum 33. Proofpoint, Inc. dot. HRL is developing these quantum dot-based 34. Reddit Independent organizations called Independent devices for eventual use in quantum information 35. Regenesis Biomedical System Operators are constantly calculating how processing technologies. 36. Sandia National Laboratories to most efficiently meet the country's demand for power. They communicate this information by 37. Saracen Energy publishing prices. Our team developed methods 38. SoCalGas for using these prices to estimate power flows 39. Techmation through large subsets of the U.S. power grid to 40. Toyota better inform Saracen of the state of various lines. 41. Triple Ring Technology Knowledge of these flows will ultimately help 42. United Launch Alliance Saracen, which trades in a market of buying and selling power, make better trading decisions. 43. Webroot, Inc. 44. ZAM Helmets, Inc.

“(TL)” Indicates Team Leader “(F)” Fall Semester “(PM)” Indicates Project Manager 20 “(S)” Spring Semester 9 8 21 Personalized Projects Day Schedule

Please fill in the empty slots below with the presentations you would like to attend.

Time Event Location

Platt 10:30 a.m. Registration and Poster Viewing Campus Center

Shanahan Center 1:00 p.m. General Session 1430

1:30 p.m.

2:00 p.m.

2:30 p.m.

3:00 p.m. - Break Shanahan Center 3:30 p.m. Thomas Garrett Plaza

3:30 p.m.

4:00 p.m.

4:30 p.m.

5:15 p.m. - Platt Poster Reception Campus 6:00 p.m. Center

22 7 CLINIC ADVISORY COMMITTEE OF HARVEY MUDD COLLEGE

Industry Members: Paul Anderson, The Aerospace Corporation Michael Bell, Beckman Coulter, Inc. Joseph Betser, The Aerospace Corporation Daniel A. Borton ’90, Amgen Inc. Bob Butterfield, BD Carl Carrera, ’75/76, The Boeing Company Frances Ferris ’80, The Boeing Company David Lesyna, Optivus Proton Therapy, Inc. John Livingston, Tandem Diabetes Care Hal Lonas, Webroot, Inc. John McNeil ’89, John McNeil & Co., Inc. Elly Schofield ’13, Harvey Mudd College Craig Snow, Raytheon Missile Systems

College Members: Maria Klawe, President Dan Macaluso, Vice President, College Advancement Jeffrey Groves, Vice President, Dean of the Faculty Andrew Dorantes, VP for Administration & Finance/Treasurer Scott Martin, Assistant VP for Business Affairs & Assistant Treasurer Barry Olsan, Director, Corporate Relations Geoff Kuenning, Director, Computer Science Clinic Kash Gokli, Director, Engineering Clinic Qimin Yang, Associate Director, Engineering Clinic Susan Martonosi, Director, Global Clinic Weiqing Gu, Director, Mathematics Clinic Richard Haskell, Director, Physics Clinic

6 23 Project Time Location

1:30 2:00 2:30 3:30 4:00 4:30 SHAN

ENGINEERING/MATHEMATICS Genentech X X X 3485 Optimized Emergency Power Management Planning Niagara Bottling, LLC X X X B-460 Capping Accuracy of Highspeed Lightweight Bottling Lines

ENGINEERING/PHYSICS CLINIC Sandia National Laboratories X X X B-454 Measuring the Permittivity of Ferroelectric Nanoparticles in an Epoxy Composite

GLOBAL CLINIC Kaiam Corporation X X X 2465 High Throughput Laser Diode Burn-in Systems

MATHEMATICS CLINIC EDR, Inc. X X X 1480 Document Mining and Analysis on Environmental Reports Saracen Energy X X X 1480 Reverse-Engineering Power Flows on the Eastern Interconnect from Real-Time Price Data SoCalGas X X X 3465 Evaluation and Optimization of SoCalGas Routing Planning and Algorithms

PHYSICS CLINIC HRL Laboratories, LLC X X X B-454 Automated Tuning of Electrostatically Defined Quantum Dots: Navigating Through High-Dimensional Potential Energy Landscapes

24 5 Project Time Location

1:30 2:00 2:30 3:30 4:00 4:30 SHAN ENGINEERING CLINIC The Aerospace Corporation X X X 2450 One TFLOP/s GPU on an Aerocube Picosatellite Amazon Lab126 X X X 3421 Configurable Microphone Harness Array Arconic X X X 3485 Create a Visual Production Scheduling System AT&T X X X B-450 RF Drones for Automated Signal Analysis BD Biosciences X X X 2425 Improving Ease and Efficiency of Blood Sample Manipulation for Flow Cytometry Verification City of Hope X X X B-480 Redesigning the Lighting and Optics for Laparoscopic Surgery City of Hope X X X B-480 A Raman Spectrometer for in vivo Cancer Assessment Dolby Laboratories, Inc. X X X 2475 FPGA Implementation of HEVC Decoder HP, Inc. X X X 3481 Clear Fluid Detection on Media Intuitive Surgical, Inc. X X X 2421 Providing Aerial Views During Minimally Invasive Surgery Microsoft Surface X X X 3481 RF Propagation in Buildings Mission Rubber Company X X X 2465 Energy Monitoring System for Industrial Rubber Molding MIT Lincoln Laboratory X X X B-450 Adaptive Wireless Sensing Motiv Power Systems X X X 2454 Heat Pump for Heavy Electric Vehicles Niagara Bottling, LLC X X X B-460 Rotation Speed of Blow Molding Equipment Northrop Grumman Corporation X X X 2440 Secure State Estimation Regenesis Biomedical X X X 2421 New Form Factor and User Interface Techmation X X X 2454 Project Beluga: Trajectory-Tracking Controller for Autonomous Underwater Vehicles Toyota X X X 3425 Energy Usage and Efficiency in a Fuel Cell Electric Semi-Trailer Truck Triple Ring Technologies X X X 2450 IoT Mobile Health Monitoring United Launch Alliance X X X 2425 Improved Cryogenic Insulation System

4 25 Notes: Schedule of Presentations

Project Time Location 1:30 2:00 2:30 3:30 4:00 4:30 SHAN BIOLOGY/COMPUTER SCIENCE/ MATHEMATICS CLINIC Dart NeuroScience X X X 3465 Creation and Analysis of Experiment Driven Biological Networks for Understanding Memory Processes

COMPUTER SCIENCE CLINIC American Express X X X B-470 Hotel Recommendation System Big Fish Games, Inc. X X X 2461 Measuring User Engagement in Fairway Solitaire FICO X X X 2407 Using Latent Topics Models to Detect Rare Behaviors GoDaddy X X X B-470 Dynamic Website Updates Google, Inc. X X X 2461 Serializing Chromium Tab State International Business Machines Corporation (IBM) X X X B-442 Cognitive Note Taking Laserfiche X X X 2407 Fast Detection of Problems in Scanned Documents Lawrence Livermore National Laboratory X X X 2440 High Performance Portability MITRE X X X B-442 Image De-Identification New Relic, Inc. X X X 2460 New Relic Churn Prediction & Prevention — Micro-Segmentation and Predictive Analytics Proofpoint X X X 3460 Predicting Malicious URLs Reddit X X X 3461 Detecting Evil Through Machine Learning Webroot X X X 2460 Real-Time Visualization and Machine Learning On Network Streams

COMPUTER SCIENCE/ ENGINEERING CLINIC ZAM Helmets, Inc. X X X 2475 Hockey Helmet Impact Monitoring System

Building Codes: SHAN = Shanahan Center for Teaching and Learning

Note: The “B” in room numbers indicates “Basement Level.”

3

Harvey Mudd’s annual celebration of student achievement includes Projects Day is dedicated to Presentation Days (May 1 & 3, 2017), Jack Alford and Mack Gilkeson showcasing senior thesis research and for their foresight and class projects, as well as wisdom in the creation of the Projects Day (May 2, 2017), Harvey Mudd College Clinic Program showcasing projects in the Clinic program.

Acknowledgments: Mission Statement:

To all of the many Alumni and Parents who assist in Harvey Mudd College seeks to educate engineers, the recruitment, formulation and conduct of Clinic scientists, and mathematicians well versed in all of projects year to year, and to the Clinic Advisory Com- these areas and in the humanities and the social mittee who provide valuable industry perspective and sciences so that they may assume leadership in their advice. Your continued support is greatly appreciated. fields with a clear understanding of the impact of their & work on society. To all Harvey Mudd College Faculty & Staff involved in the preparation of Projects Day