HOST:
The International Association for Structural Control and Monitoring (IASCM)
ORGANIZERS:
Harbin Institute of Technology (China Panel, IASCM) Committee of Structural Control and Monitoring, CSVE
CO-ORGANI ZERS:
Qingdao University of Technology BRIDGE Magazine
PLATINUM SPONSOR:
Qilu Transportation Development Group Co., Ltd.
GOLD SPONSOR:
Shandong Provincial Communications Planning and Design Institute
SILVER SPONSOR:
GERB (Qingdao) Vibration Control Co., Ltd.
BRONZE SPONSOR:
Guangxi Transportation Research & Consulting Co., Ltd. Guangzhou University CCCC Highway Consultants Co., Ltd. Bridge and Tunnel R&D Base of Dalian University of Technology
1 IASCM ADVISORY COMMITTEE James L. Beck (USA) Jerome P. Lynch (USA) Raimondo Betti (USA) Sami F. Masri (USA) Fabio Casciati (Italy) Akira Nishitani (Tokyo) Kuo-Chun Chang (Taiwan, China) José Rodellar (Spain) Yozo Fujino (Japan) Bijan Samali (Australia) S Gopalkrishnan (India) Soobong Shin (Korea) Akira Igarashi (Japan) Toru Watanabe (Japan) Michael Krommer (Austria) You-Lin Xu (Hong Kong, China) Hui Li (China)
INTERNATIONAL SCIENTIFIC COMMITTEE
Ahmet E. Aktan (USA) Chi-Chang Lin (Taiwan, China) Biswajit Basu (Ireland) Chin-Hsiung Loh (Taiwan, China) James L. Beck (USA) Francisco L. Almansa (Spain) Amadeo Benavent (Spain) Xi-Lin Lu (China) Ayech Benjeddou (France) Jerome P. Lynch (USA) Dionisio Bernal (USA) Francesc Pozo (Spain) Raimondo Betti (USA) C.S. Manohar (India) Christian Boller (Germany) Sami F. Masri (USA) James Brownjohn (UK) Akira Mita (Japan) Joan R. Casas (Spain) Carlos Moutinho (Portugal) Fabio Casciati (Italy) Satish Nagarajaiah (USA) Sara Casciati (Italy) Sriram Narasimhan (Canada) Fu-Kuo Chang (USA) S. Narayanan (India) Kuo-Chun Chang (Taiwan, China) Ali Nayfeh (USA) Gen-Da Chen (USA) Yi-Qing Ni (Hong Kong, China) Zheng-Qing Chen (China) Akira Nishitani (Japan) Richard Christenson (USA) Wieslaw Ostachowicz (Poland) Lap-Loi Chung (Taiwan, China) Jin-Ping Ou (China) Juan Carlos de la Llera (Chile) Baki Ozturk (Turkey) Yan-Liang Du (China) Costas Papadimitriou (Greece) Shirley Dyke (USA) Andrew Reinhorn (USA) Lucia Faravelli (Italy) Paul Reynolds (UK) Charles Farrar (USA) José Rodellar (Spain) Spilios Fassois (Greece) Bijan Samali (Australia) Dora Foti (Italy) Jeff Scruggs (USA) Claus-Peter Fritzen (Germany) Kazuto Seto (Japan) Yozo Fujino (Japan) Soobong Shin (Korea)
2 Vincenzo Gattulli (Italy) Andrew Smyth (USA) Carmelo Gentile (Italy) Hoon Sohn (Korea) S. Gopalkrishnan (India) Bill F. Spencer (USA) An-Xin Guo (China) Wieslaw Staszewski (Poland) Hong Hao (Australia) Yoshiyuki Suzuki (Japan) Akira Igarashi (Japan) Michael Symans (USA) Daniel Inman (USA) Kenichi Soga (USA) José Inaudi (Argentina) Izuru Takewaki (Japan) De-Sheng Jiang (China) Michael Todd (USA) Lukasz Jankowski (Poland) Fabrizio Vestroni (Italy) Erik A. Johnson (USA) David Wagg (UK) Ahsan Kareem (USA) Toru Watanabe (Japan) Jeong-Tae Kim (Korea) Zhi-Shen Wu (China) Anne Kiremidjian (USA) You-Lin Xu (Hong Kong, China) Michael Krommer (Austria) Chung-Bang Yun (Korea) Hui Li (China) Fu-Lin Zhou (China) Wei-Hsin Liao (Hong Kong, China)
CONFERENCE ORGANIZING COMMITTEE Chairman: Hui Li, Harbin Institute of Technology Co-chairman: Ya-Jun Wang, Qingdao University of Technology Member: Yong-Feng Du, Lanzhou University of Technology Chong-Shi Gu, Hohai University An-Xin Guo, Harbin Institute of Technology Xun Guo, Institute of Disaster Prevention Yu-Cai Jing, Shandong Hi-speed Qingdao Highway Co., Ltd. Ying Lei, Xiamen University Ai-Qun Li, Beijing University of Civil Engineering and Architecture Hong-Nan Li, Shenyang Jianzhu University Hong-Yin Li, Qilu Transportation Development Group Co., Ltd. Huai-Feng Li, Shandong Provincial Communications Planning and Design Institute Jian-Zhong Li, Tongji University Na Li, CCCC Highway Consultants Co., Ltd. Qiu-Sheng Li, City University of Hong Kong Shu-Cai Li, Shandong University Zhong-Xian Li, Tianjin University Ai-Rong Liu, Guangzhou University Yi-Qing Ni, The Hong Kong Polytechnic University Wei-Xin Ren, HeFei University of Technology Bin Shi, Nanjing University Li-Min Sun, Tongji University 3 Ping Tan, Guangzhou University Jun Teng, Harbin Institute of Technology Bin Wu, Harbin Institute of Technology Zhi-Sheng Wu, Southeast University Yi-Qiang Xiang, Zhejiang University Bin Xu, Huaqiao University Yan-Tao Xue, China Academy of Building Research Wei-Ming Yan, Beijing University of Technology Zhi-Gang Yang, BRIDGE Magazine Xue-Jun Yin, GERB (Qingdao) Vibration Control Co., Ltd. Xi-Bin Zhang, Qilu Transportation Development Group Co., Ltd. Yong Zhou, Shandong Hi-speed Qingdao Highway Co., Ltd. Yun Zhou, Guangzhou University Zhi Zhou, Dalian Institute of Technology Hong-Ping Zhu, Huazhong University of Science and Technology
CONFERENCE OPERATIONS COMMITTEE Secretariat An-Xin Guo, Harbin Institute of Technology Yue-Quan Bao, Harbin Institute of Technology Chun-Wei Zhang, Qingdao University of Technology Ling Liao, BRIDGE Magazine Member: Wen-Song Zhou, Harbin Institute of Technology Shun-Long Li, Harbin Institute of Technology Dong-Yu Zhang, Harbin Institute of Technology Yong Huang, Harbin Institute of Technology Zhi-Hai Liang, Qingdao University of Technology Gao Niu, Qingdao University of Technology Shan Jiang, Qingdao University of Technology Ning Ning, Qingdao University of Technology Shu-Xia Yu, BRIDGE Magazine Hua-Lei Hou, BRIDGE Magazine Di Zhao, BRIDGE Magazine Xue Yang, BRIDGE Magazine Yu Song, BRIDGE Magazine Bo-Yang Li, BRIDGE Magazine Xiao-Yin Pei, BRIDGE Magazine
4 Preface Infrastructure is the basis for supporting the development of society. However, infrastructure typically suffers from harsh environment and natural disasters (e.g., earthquakes, wind), which may shorten the life-span and reduce the safety of infrastructure, further having substantial impact on sustainability of society. Structural monitoring and control are powerful and effective tools to make infrastructure have capability of early warning and control when their performance deteriorates or their safety is in danger, thus ensuring their safety and extending their life-span. In addition to the traditional monitoring and control technologies, artificial intelligence (AI) is one of most advance technologies at the present stage. The AI techniques will produce far- reaching revolution on traditional civil infrastructure, e.g., they can make intelligent infrastructure capable of seeing, hearing, sensing, monitoring, thinking, talking, adapting and controlling. It is therefore considered appropriate to bring together all of the best and cutting-edge work that has been exploited in the field of structural monitoring and control at the Seventh World Conference on Structural Control and Monitoring (7WCSCM), held in Qingdao, China from July 22 to 25, 2018. The precedent conferences have been held in Pasadena - USA (1994), Kyoto - Japan (1998), Como - Italy (2002), La Jolla - USA (2006), Tokyo - Japan (2010) and Barcelona - Spain (2014), respectively. The International Association for Structural Control and Monitoring (IASCM), which serves as the organizing association of 7WCSCM, encompasses all aspects of structural control and monitoring for a variety of civil, mechanical, aerospace and energy systems. Specifically, it deals with smart sensing technologies, algorithms for damage detection, parameter identification and model updating, theories for condition assessment, safety evaluation and reliability analysis, structural control devices and systems, hybrid simulation and various testing technology, control algorithms, integration techniques of structural health monitoring systems, structural monitoring and control systems, and the practice of structural monitoring and control techniques. The objective of IASCM is to promote international cooperation in the fields of structural control and monitoring. The interest of the international community in all these fields has been confirmed by the active feedback on the call for papers. In fact, more than 500 abstracts were received at the Conference Secretariat and will be presented at the Conference within 6 keynote lecture sessions and 60 technical sessions. 7WCSCM covers all major aspects of structural control and monitoring, including smart control devices, control of bridges under earthquake or multiple hazards, seismic isolation, semi-active vibration control, flow controls for wind and structures, wind effects and wind-induced vibration control for large-scale structures, hybrid simulation and real-time hybrid simulation, hybrid testing methods, smart and multifunctional concrete, infrastructure inspection using unmanned aerial and ground vehicles, computer vision for structural monitoring and damage detection, computer vision-based sensing and system identification, computer vision-based structural health monitoring, practical estimation of structural displacement, strain-based structural health monitoring, dense arrays of sensors/distributed/quasi-distributed sensors/associated data analysis and management, sparse recovery technique in SHM, SHM with multi- data, structural system identification, algorithms for Bayesian inference and uncertainty quantification in SHM, uncertainty-involved structural model updating/damage
5 assessment/reliability evaluation, vehicle-bridge interaction and applications in bridge weigh-in-motion (BWIM)/damage detection/bridge management, monitoring-based performance assessment of infrastructure, monitoring-based life cycle assessment of infrastructure, monitoring-based bridge condition assessment and safety warning, system integration/SHM application/structural performance assessment, understanding/mitigating/utilizing human-induced structural responses, application of SHM techniques, highway infrastructure monitoring, SHM for long-span bridges, bridge automatic monitoring and intelligent construction of high-speed railway, structural monitoring and control of high-speed railway, structural control and monitoring of wind turbine structures, advanced sensing technology, recent research advances on structural control and health monitoring in Australia, recent development and future trend for research and application of structural control in China, research advances in SHM: Chinese experiences and application/research and design on structural control in Japan. Package of Structural Control and Monitoring encompasses the lectures and papers presented at 7WCSCM. It consists of a book of abstracts and a USB flash disk containing the full papers of the lectures presented at 7WCSCM, including seventeen Keynote Lectures, more than five hundred technical papers from eighteen countries and Kobori prize winners. It provides both an up-to-date overview of the field of structural control and monitoring, and the cutting-edge and future trends in this field. On behalf of IASCM, the chairs of the Conference would like to take this opportunity to express their sincere thanks to the authors, organizers of special sessions, and participants for their special contributions, to the members of the IASCM Advisory Committee, Conference Scientific Committee for their dedicated work, and to the members of the Organizing Committees for the time and effort they have dedicated to make 7WCSCM a successful event. Finally, we would like to register our sincere thanks to all of the sponsors of 7WCSCM.
Hui Li Chair, 7WCSCM Qingdao, July 2018
6
TABLE OF CONTENTS
Keynote Lectures
Bayesian framework for system identification and structural health monitoring: Theory, Algorithms and Applications James L. Beck, Yong Huang ...... 1
Topology optimization for stochastically-excited structures with supplemental dampers F. Gomez, B. F. Spencer, Jr...... 21
Recent research on passive control of offshore structural vibrations in the centre for infastructure monitoring and protection (CIMP) at Curtin University Hong Hao, K. Bi, H. Zuo, H. Matin Nikoo, T. M. Zhou, R. Ma...... 31
A complexity-based framework for structural health monitoring Charles R. (Chuck) Farrar ...... 44
R&D governmental program in japan for efficient maintenance, renovation and management of infrastructure Yozo Fujino...... 45
Structural health monitoring and the life prediction and maintenance of civil infrastructures Jinping Ou and Hui Li...... 46
Challenges on dynamics problem in Chinese high-speed railways Wanming Zhai ...... 47
AI support urban planning and the urban future Zhiqiang Wu...... 48
The value case for structural monitoring of bridges – necessity or indulgence? Campbell R. Middleton...... 49
Development of eddy current damping technology for structural vibration control Zhengqing Chen...... 50
Sparse structural system identification of linear and nonlinear systems Satish Nagarajaiah...... 51
Application of HHT in structure health monitoring Norden E. Huang...... 52
Nonlinear dynamics-inspired control Walter Lacarbonara ...... 53
Control of human-induced vibrations: an integrated approach to vibration serviceability design Paul Reynolds...... 54
Self-reconfigurable robotic/UAV swarms, “digital hormones”, and surprise-based learning Weimin Shen...... 55
Synthesis of life-cycle management and health monitoring for long-span bridges You-Lin Xu...... 56
Bridge inspection and condition assessment using unmanned aerial vehicles and deep learning Hyung-Jo Jung ...... 57
SS01: Recent Research Advances on Structural Control and Health Monitoring in Australia
Numerical simulation of crack detection on key railway structures using guided waves Yu Fung Lee, Ye Lu, Wing Kong Chiu and Iman Salehi...... 59
Variable stiffness MR device for structural vibration suppression under earthquake event: Nonlinear modeling and semi-active control Y. Yu, S. Royel, Y. Li, J. Li, X. Gu, Q. Ha...... 70
i Bolt loosening detection using vibro-ultrasonic modulation Y. Xue, C.T. Ng ...... 79
A bayesian source separation method for noisy observations by embedding gaussian process prior C. Xu, Y.Q. Ni...... 86
Bifurcation control of a duffing oscillator using fuzzy logic control method Keyvan Aghabalaei Baghaei, Reza Mahmoudi, Hosein Ghaffarzadeh ...... 93
Using multiple tuned mass dampers to mitigate out-of-plane vibrations of offshore wind turbines H. Zuo, K. Bi, H. Hao...... 103
Effectiveness of tuned heave plate inerter (THPI) to control heave motion of offshore semi-submersible platform (SSP) Kaiming Bi, Ruisheng Ma, Hong Hao...... 113
Development of magnetorheological elastomers based tuned mass damper for building protection Weihua Li, Shuaishuai Sun, Jian Yang...... 122
Building protection from seismic events using stiffness softening MRE isolators Shuaishuai Sun, Weihua Li, Jian Yang...... 128
Influence of mass ratio on the effectiveness of using PIP system for VIV control H. Matin Nikoo, K. Bi, H. Hao ...... 129
An improved empirical wavelet transform approach for modal identification of structures Jun Li, Yu Xin, Hong Hao...... 139
Numerical studies on using deep sparse autoencoders for damage identification of structures Ling Li, Hong Hao, Jun Li, C.S.N. Nadith, Wanquan Liu, Ruhua Wang...... 149
Estimation of bridge frequency from the vibration measurements of a moving vehicle by using blind source separation technique Xinqun Zhu, Jiantao Li, Bijan Samali ...... 158
Real-time structural damage identification, using a three-step algorithm based on self-adaptive recursive least square approach and curvature change technique M. Askari, B. Samali, C. Zhang, X. Xu ...... 169
SS02: Research Advances in SHM: Chinese Experiences
Bridge displacement monitoring based on smartphones Niannian Wang, Zheng Zou, Hao Liu, Xuefeng Zhao ...... 180
Deformation prediction of an ancient Tibetan building based on long-term monitoring data Yang Na, Bai Xiaobin...... 181
Performance analysis of externally reinforced Dayaowan bridge based on intelligent CFRP plate Jiayu Wang,Zhi Zhou,Zhenzhen Wang,Jinping Gao,XiangMing Wu ...... 191
Debonding detection for rectangular CFSTS based on con-trolled acoustic reflection Ning Yang, Ying Lei...... 200
In-service stress monitoring of steel cables and prestressing tendons using EME sensors R. Zhang, Y.F. Duan, S.W. Or, Y. Zhao...... 209
Statistical analysis of three dimensional thermal gradients for wide girders of arch bridge Ting-Hua Yi, Guang-Dong Zhou...... 212
Modal parameter identification of structures with closely spaced modes using an improved HHT method T. L. Huang, X. Wan, N.B. Wang, M. L. Lou, H. P. Chen ...... 218
Operational modal analysis using power spectrum density transmissibility (PSDT): experimental verification L.B. Cao, Q. Sun, W.J. Yan, W.X. Ren...... 230
Automated modal identification based on eigensystem realization algorithm Xiao-Mei Yang, Chun-Xu Qu, Ting-Hua Yi, Hong-Nan Li...... 238
ii A new method for structural modal identification using sparse component analysis Xiao-Jun Yao, Chun-Xu Qu, Ting-Hua Yi, Hong-Nan Li ...... 248
Study on improving methods of matching of Aeolian sand roadbed in alpine region and quality control measures of embankment Runzhou You, Liang Ren, Gangbing Song, Jiajian Wang ...... 257
Fatigue performance assessment of hangers in a rigid tied arch bridge under train loads Wen Zhong, You-Liang Ding, Yong-Sheng Song, Han-Wei Zhao ...... 266
Experimental research on stress detection of short steel strands based on LC oscillation Chong Tu, Hang Zhang, Benniu Zhang...... 272
Time reversal based rock bolt pre-load monitoring with active sensing approach using piezoceramic transducers Dongdong Chen, Linsheng Huo, Gangbing Song...... 282
Structural durability monitoring of a newly built high-piled wharf in a harbor with anode ladder sensor Hong-biao Liu, Qiang Zhang, Xianpeng Liu...... 289
A strain monitoring method of surrounding rock based on FBG sensor Li Chuang...... 290
Damage detection for bridge using reconstructed moving principal component analysis with single sensor measured response Zhenhua Nie, WeiChen, Enguo Guo, Hongwei Ma ...... 291
Method on crack damage of reinforced concrete beam based on numerical simulation of edem and experiment Xinyu Zheng, Yang Gao, Yujing Jiang, Qian Zhang, Fei Xu...... 296
Structural monitoring system for a polar class icebreaker Ruiqi Ma, Huilong Ren, Zhipeng Li, Guoqing Feng, Youzhen Wang...... 298
Prediction of stress pattern in the ship structure monitoring system Shuang WU, Shuhong Jiao, Huilong Ren, Peng FU, Xueqian Zhou ...... 306
A systematic method from influence line identification to damage detection of bridge structures Z.W.Chen, M.Q. Liu, W.B.Yang...... 307
Structural temperature and stress analysis of the continuous PC rigid-frame bridge in the northern high-cold area Cheng Li, Ji-wei Zhong, Ya-fei Wang...... 323
SS03: Application, Research and Design on Structural Control in Japan
Design of concentrated seismic control building by soft-first-story system using FRTVMDs K. Miyazaki, K. Murakami...... 334
Feasibility study of passive energy dissipation devices for the seismic protection of low-frequency structures H. Luo, Chong, H. Higano, K. Ikago, N. Inoue ...... 341
Update of control parameters of semi-actively controlled base-isolated building M. Kohiyama, M. Omura, M. Takahashi, O. Yoshida, K. Nakatsuka...... 351
Active structural control focusing on absolute acceleration based on extended equivalent-input-disturbance approach Kou. Miyamoto, Daiki Sato and Jinhua. She...... 360
Neural oscillator network extracting dominant frequency from earthquake-induced acceleration responses of structures Hideya Tokumura,Daisuke IBA,Jyunichi Hongu,Souhei Shima,Ichiro Moriwaki...... 371
Analytical study on response reduction effect by tuned mass damper with amplifier mechanism J. Maruo, H. Fujitani, Y. Mukai, M. Ito...... 381
iii Development of a seismic isolation floor using thin steel plates with a restoring mechanism K. Sugimoto, A. Fukukita, Y. Kitamura, K. Isoda...... 392
Seismic control system of tensile brace and friction damper combination H. Hirata, S. Gokan, Y. Utsumi, J. Nomura, T. Sano, T. Hotta ...... 402
The outline and monitoring results of seismic isolation retrofit of the Kanagawa prefectural office Kunkuk. Bae, Tetsuya. Tomizawa, Jun. Kawabata...... 411
Development of spatio-temporal filter adjustment technique used in phase-compensated velocity feedback to ac-tive control of floor vibration under impact excitation K. Xue, A. Igarashi, T. Kachi...... 412
Control effect of large tuned mass damper applied to existing high-rise building for seismic retrofit T. Yaguchi, H. Kurino, T. Nakai...... 424
Highly efficient semi-active oil damper with energy recovery system H. Kurino, R. Fukuda ...... 434
Performance-based design methodology of tuned mass damper for mitigating seismic damage to nonstructural components K. Kaneko ...... 444
Study on a new type of composite tuned liquid damper Chenpeng Zhu, Jingyao Zhang...... 455
A novel connected control system applicable to a single building by dividing it into four internally T. Watanabe, H. Hirata amd K. Seto...... 465
Design example of high-rise seismic isolation building of applying the pseudo-mode control H.Kurisu, T.Haijima, H.Kobayashi, T.Furuhashi ...... 473
Experimental research on development of new oil damper with spring for architectural vibration control and analytical research about actual building Hiroaki Ashida, Osamu Takahashi, Atsuki Yokoyama, Lan Shu ...... 474
Proposal of a new seismic response control system using block & tackle T. Saito, S. Sakai, T. Maegawa, E. Nishimura, M. Uchikawae, M. Kanagawa and H. Ryujin...... 483
Development of high-capacity oil damper for structural control of tall buildings M. Yamamoto, S. Minewaki, T. Sone, M. Nakahara and Y. Tsuyuki ...... 494
Base-isolated building with new-style oil damper for long-period and huge ground motion Yoshifumi Hibako ...... 504
A study on simple design method of hybrid control system about mode control system and oil-damper W. Han, T. Furuhashi, Y. Tsuda, X. Zhou, H. Nishimura...... 505
A study of mechanical and thermal interaction behavior of lead rubber bearing M. Yukawa, T. Furuhashi, S. Inaba, Y. Takeuchi, K. En ...... 515
Active mass damper using neural oscillator for generating a limit cycle of target structure J. Honhua, D. Iba ...... 516
Base-isolated building with new-type oil damper for long-period and huge ground motion Yoshifumi Hibako ...... 525
Development and analysis of long stroke TMD for earthquake Y. Ishikawa, R. Maseki, Y. Kimura, N. Yamato ...... 535
Confirmation of vibration characteristics and prediction of safety limit condition with using observed data Makoto Ogawa, Koichi Kusunoki, Yuji Sako and Masatoshi Yamazoe...... 544
SS04: New Development of Smart Devices for Structural Control
Developing neutral equilibrium control device to enhance seismic capacity of building W. P. Sung, M. H. Shih...... 554
iv
Modelling the hysteretic behaviour of a fluid inerter for use as a parallel-viscous-inerter-damper device P.Deastra., D. J.Wagg, N. D.Sims...... 563
Control techniques for adaptive absorbers R. Faraj, C. Graczykowski, G. Mikułowski, R. Wiszowaty, J. Holnicki-Szulc...... 573
Decentralized algorithm for semi-active damping of forced vibrations using controllable truss-frame nodes B. Poplawski, G. Mikułowski, A. Mroz, Ł. Jankowski ...... 582
Performance evaluation of an eddy-current tuned mass damper for seismic protection using shaking table tests Zhiguo Shi, Cheng Ning Loong, Yidi Tan, Chih-Chen Chang, and Jiazeng Shan...... 591
Bi-directional response mitigation of offshore wind turbines under multiple hazards C. Sun, V. Jahangiri ...... 601
Study on semi-active controlled tuned mass damper adaptable to a structure's period fluctuation T. Nakai, H. Kurino ...... 611
SMA-based devices: insight across recent proposals S. Casciati...... 621
Design of hybrid multi-actuation schemes for vibration control of adjacent twin structures F. Palacios-Quiñonero, J. Rubió-Massegú, J.M. Rossell, J. Rodellar ...... 629
Passive structural control using a one-way rotational inertia damper A. Javidialesaadi, N. E. Wierschem...... 640
Design of optimal nonlinear tuned mass damper for buildings against earthquakes C.-M. Chang, A.-L. Hsu...... 648
An innovative self-centering seismic isolators incorporating superelastic shape memory alloy Bin Wang, Songye Zhu ...... 651
Development of self-centering dampers incorporating shape memory alloy ring springs C. Fang, W. Wang, A. Zhang...... 652
An adaptive smart shear key and its mechanical properties for earthquake/tsunami mitigation X. Yuan, G. Chen ...... 659
A new tunable friction pendulum system for semi-active control of base-isolated structures under earthquake ground motions Pan Penga, Zhang Dongbin ...... 660
Robustness analysis of performance-based plastic design method for CBFs equipped with SMA braces Canxing Qiu, Xingnan Zhao, Yichen Zhang...... 678
Optimal tuned inerter damper for base-excited structures Wenai Shen, Abdou Niyitangamahoro and Hongping Zhu...... 686
Negative stiffness device for seismic protection of smart base isolated benchmark building Tong Sun, Zhilu Lai, Satish Nagarajaiah, Hong-Nan Li ...... 687
Seismic control of power transmission tower using SMA-spring TMD Li Tian, Kunjie Rong, Canxing Qiu...... 688
Electromagnetic inertial mass damper for vibration control of cable with sag Zhi-hao Wang, Hui Gao, Yan-wei Xu, Zheng-qing Chen ...... 696
Autonomous multirotor unmanned aerial vehicle for long range gird inspection Can Cui, Chao Xu...... 706
H∞ optimization of tuned inerter damper with negative stiff-ness device subjected to support excitation Kun Ye, Yuxuan Zhang, Wenai Shen, Rong Fu...... 715
v
Shape memory alloy wire as crossties for cable vibration mitigation: effects of temperature H.J. Zhou, X. Yang, X.B. Zhou, L.M. Sun, Feng Xing...... 723
Model predictive control for deployable, autonomous control systems K. Goorts, S. Narasimhan...... 726
Semi-active isolation of an existing Italian highway bridge using seismic early warning information I. Nuzzo, N. Caterino, G. Maddaloni, A. Occhiuzzi...... 735
An experimental study of buckling-restrained steel plate shear walls with inclined slots Jin Shuangshuang, Bai Jinlin, Ou Jinping ...... 745
Development of a high resolution optical inertial sensor B. Ding, J. Watchi, C. Collette ...... 755
An adaptive strategy for reducing stroke of tuned mass dampers with variable degrees of freedom J.F. Wang, C. Lo, C.C. Chang...... 763
A preliminary study on adaptive tuned mass damper with variable mass Liangkun Wang, Weixing Shi, Ying Zhou ...... 773
Experimental study on deformation recoverability of Fe-based SMA reinforced concrete beam-column joints S. Yan, Z. F. Xiao, M. Y. Lin...... 784
Multi-mode control performance of inertial mass damper in stay cable vibration Zhiwen Huang, Xugang Hua, Zhengqing Chen, Huawei Niu...... 785
Theoretical study and experimental validation on the energy dissipation mechanism of particle dampers Zheng Lu, Biao Huang, Sami F. Masri, Ying Zhou ...... 787
Experimental behavior and analysis of pre-pressed spring self-centering energy dissipation braces Long-He Xu, Xiao-Wei Fan, Zhong-Xian Li...... 796
Study on a nonlinear mass damper for displacement reduction of a base-isolated structure to seismic excitations J. Wang, Z. Liu, H. Li, F. Liu...... 798
Jump estimators for lossy wireless structural control T. H. T. Truong, P. Seiler, L. E. Linderman ...... 808
Optimization of actuator placement for vibration damping in the prestress-accumulation release control approach B. Poplawski, G. Mikułowski, G. Suwała, Ł. Jankowski...... 818
Using electromagnetic shunt dampers to emulate various mechanical dampers Jin-Yang LI, Songye ZHU...... 828
Tuned viscous mass damper (TVMD) coupled wall system used for high-rise buildings Xiaodong Ji, Junshan Zhang, Kohju Ikago...... 835
Optimal clipped linear strategies for controllable damping Q. Fang, E. A. Johnson, P. T. Brewick, and S. F. Wojtkiewicz...... 845
Development of smart base isolation system utilizing magnetorheological elastomer Jianchun Li, Yancheng Li and Xiaoyu Gu...... 853
Experimental study on deformation recoverability of Fe-based SMA reinforced concrete beam-column joints S. Yan, Z. F. Xiao, M. Y. Lin...... 854
Magnetic properties of reinforcement and corrosion products described by an upgraded monitoring apparatus Zhe Li, Zuquan Jin, Shuangshuang Shao, Xiangbo Xu...... 864
Investigation on story shear ratio resisted by BRBs for RC-BRBF structures Jiulin Bai, Shuangshuang Jin, Feng Cheng, Jinping Ou...... 874
vi Semi-active stiffness-controllable mass damper system with least energy control method Shih-Yu Chu, Lyan-Ywan Lu, Chih-Te Chien...... 884
Application of a negative stiffness device in the benchmark problem for a base isolated building Tong Sun, Zhilu Lai, Satish Nagarajaiah, Hong-Nan Li ...... 894
Behaviour of buckling-restrained brace with gapped tendon protections Chunling Wang, Yuan Qing...... 905
SS05: Structural Control of Bridges under Earthquake or Multiple Hazards
Study on multiple accelerated oscillator damper system and parametric optimization Yonggang Tan, Jiazhen Zhou, Zhe Zhang ...... 917
Risk assessment and mitigation of coastal highway bridges vulnerable to hurricanes considering climate change Yaohan Li, You Dong ...... 925
Development of a database framework for modelling damaged bridges under multiple hazards Chao Huang, Jincheng Qi, Nasi Zhang, George C. Lee...... 926
Active vibration control of stay cable with macro-fiber composite Jianwei Tu, Jiarui Zhang, Weilian Qu...... 935
SS06: Seismic Isolation in Civil Engineering
Study of seismic improvement for girder bridge by poly-urethane-modified polymer bearings Siqi Wang, Yong Yuan, Xiuchen Feng, Hongping Zhu...... 937
Analytical and experimental study of sloped sliding-type bearings CY. Yang, CK. Lin, SJ. Wang, LL. Chung, KC. Chang...... 943
A new design response spectrum for isolated structure and synchronous design method Wenguang Liu, Yixin Feng, Qiang Zhang, Demin Feng...... 950
Towards broadband seismic isolation systems C. Collette, B. Ding, G. Zhao, J. Watchi ...... 970
Shake table tests for a bridge model with elastomeric pad bearings and steel dampers Jian-zhong Li, Wen-jing Xu, Hu Tang, Nai-liang Xiang ...... 972
Hysteretic modelling of steel wire mesh reinforced elastomeric isolation bearing Hao Fei, Zhi Sun...... 973
Seismic effect analysis of low-frequency acceleration pulse imposed on the half-through arch bridge Fan Xing, Xiaofeng Li ...... 984
A variable stiffness hydraulic three-dimensional isolation for single-layer reticulated domes Zhaotao Chen, Yundong Shi, Yang Ding...... 990
Study on shaking table test on seismic simulation of isolated high speed railway bridge Wu Di, Zang Xiao-qiu...... 999
Numerical study of the response of a base isolated structure using low-cost devices A. Calabrese, M. Spizzuoco, S. Strano, M. Terzo ...... 1000
Investigation on a vertical isolation system with quasi-zero stiffness property Y. Zhou, P. Chen, G. Mosqueda ...... 1007
Analytical and experimental investigations of seismicaly isolated building using distributed parameter model Ping Tan ,Xiao Song...... 1016
Modelling and experimental study of a semi-active base isolator employing magnetorheological elastomer Xiaoyu. Gu, Bijan. Samali, Yang. Yu, Jianchun. Li, Yancheng. Li, Mohsen. Askari ...... 1027
Identification of abnormal change of isolated structure based on long-term monitoring data Du Yong-feng,Zhu Qing-xin, Zheng Wen-zhi, LI Wan-run,Zhu Qian-kun...... 1038
vii
SS07: Application and Testing of New Materials and Techniques in Semi-active Vibration Control
Structural vibration control using inerter-based devices: a review of the state of the art M. A. Sadeghiana, J. Yanga...... 1046
Experimental investigations on the performance of a novel semi-active tuned liquid column damper O. Altay, S. Stemmler, D. Abel, S. Klinkel ...... 1054
Effects of cyclic and seismic loading on the superelastic behaviour of shape memory alloys A. Kaup, O. Altay, J. Wang, S. Klinkel ...... 1064
Application of real-time hybrid simulation in performance evaluation of TLDs/TLCDs Jin-Ting Wang, Fei Zhu, Li-Qiao Lu, Okyay Altay, Feng Jin...... 1075
Seismic response control based on response displacement for a bending-shear model H. Kanno ...... 1076
The mechanical response of magnetorheological dampers over time: an experimental investigation N. Caterino, M. Spizzuoco, A. Occhiuzzi...... 1085
Development and experimental study of a self-centering variable damping energy dissipation brace Xing-Si Xie, Long-He Xu, Zhong-Xian LI...... 1093
Vibration control through a semi-active supplemental rotational inertia device C. Menéndez-Vicente, C. Málaga-Chuquitaype, R. Thiers-Moggia, O. Altay...... 1095
Experimental and theoretical approach to damping of angular vibration in precision devices I.Shardakov,A.Shestakov, K.Sobyanin...... 1096
SS08: Flow Controls for Wind and Structural Engineering
Control of flow past a circular cylinder by using active jets Donglai Gao, Wenli Chen, Guanbin Chen, Hui Li...... 1098
Experimental investigation of flows around a circular cylinder controlled by steady suction Chaorong Zheng, Changchen Liu, Mahram Khan, Wenli Chen...... 1102
Numerical simulations and experimental validations on aerodynamic effect of wind barriers on train-bridge system Lei Zhou, Xuhui He, Haiquan Jing...... 1104
Study on non-stationary wind-induced effect of super-large cooling tower based on field measurements Wang Hao, Ke Shitang ...... 1112
A comparative study on the wake characteristics of wind turbines sited in atmospheric boundary layer winds with different turbulence levels W. Tian, H. Hu...... 1119
Aerodynamic characteristics of a high-speed train travel on the bridge Simin Zou,Xuhui He,Haiquan Jing,Hanfeng Wang,Yunfeng Zou...... 1120
Theoretical framework of flutter suppression for long-span suspension bridges by the feedback control twin-winglet system L. Zhao, K. Li, Y.J. Ge...... 1127
Feedback control of flutter oscillation of a suspension bridge sectional model by Twin-winglet system H.L. Chen, K. Li, L. Zhao, Y.J. Ge...... 1128
Jet separation delay for an inclined jet-in-cross flow by using sand-dune-inspired ramp Wenwu Zhou, Yingzheng Liu, Di Peng, Xin Wen, Weizhe Wang, Hui Hu ...... 1129
Control of wind-indued vibration of a solar tower by tuned mass damper Liu M., Li S.Y., Li H.X., Chen Z.Q...... 1130
viii Parameters design and performance analysis of parallel-connected viscous mass damper for vibration control of stay cables Chao Yang, Zhiwen Huang, Xugang Hua Zhengqing Chen ...... 1132
Control of wind-induced effects of a bridge deck based on passive vortex generators Dabo Xin, Hongfu Zhang, Jinping Ou...... 1134
Wake control of a bridge model based on periodic-wake-instability at low Reynolds number Hongfu Zhang, Dabo Xin, Jinping Ou...... 1139
Study on flow control for suppressing oscillating wake of a square cylinder by traveling wave wall Feng Xu, Liqi Zhang, Yiqing Xiao, Zhongdong Duan, Jinping Ou ...... 1145
Computational modelling the equilibrium atmospheric boundary layer using optimal body force terms within the near-ground zone Chao Li, Jinghan Wang, Yiqing Xiao ...... 1146
SS09: Wind Effects and Wind-Induced Vibration Control for Large-Scale Structures
Vibrations of two shallow cables with a cross-tie Dongxiao Hong, Limin Sun, Lin Chen...... 1148
Characteristic test of hybrid electromagnetic damper for cable vibration reduction Seung-Kyung Kye, Hyung-Soo Kim, Ho-Yeon Jung, Hyung-Jo Jung...... 1159
Predictive models for wind response statistics based on sparse field-testing data Abbas Kazemi Amiri...... 1161
Tuned mass damper systems application for Chong Qi bridge girder sections to reduce vortex shedding induced vibration Peter Nawrotzki, C. Meinhardt, Xuejun Yin, Jianli wang, Yong Luo ...... 1162
In-plane flexural vibration of a coupled system with box hanger and wind resistant cables in long-span steel arch bridges X. G. Hua, K. Xu, Z. H. Wang ...... 1174
Theoretical and experimental study on wind-induced vibration control of self-standing slender structures using vibration absorbers Xin Chen, Zhu Yanqing, Hao Wang, Aiqun Li...... 1184
Harmonic wavelets based evolutionary power spectral densities estimation on the buffeting responses of Sutong Bridge during Typhoons Wang Hao, Xu Zidong, Gao Yuqi...... 1185
Study on dynamic response method and characteristics of large scale wind turbine under Typhoon Long Wang, Ran Han, Tongguang Wang...... 1196
Tuning fire suppression tanks for tuned sloshing damper applications J. Shayne Love, Dan Li, Xiangdong Du...... 1197
Wavelet-based estimation of evolutionary spectra and application to field measurement typhoon process G. D. Zhou, A. Q. Li...... 1207
Wind effect about unstable wind Liu Ping ...... 1216
Numerical study of load characteristics for wind turbine under wind-rain coupling action Yang Qing, KE Shitang, Wang Tongguang ...... 1217
Study on the buffeting performance and its influence factors of the long-span Quadruple-tower suspension bridge Hao Wang, Chengyuan Yao, Tianyou Tao, Min Yang...... 1218
Investigation of wind-induced vibration of cable-stayed bridges based on field measurement Yi Zhou, Limin Sun, Wenwen Wang...... 1230
ix SS10: Recent Advances in Hybrid Simulation and Real Time Hybrid Simulation
Real-Time hybrid simulation for tuned mass damper using discrete-time compensation technique S. Hayati, W. Song...... 1238
Real-time hybrid simulator for evaluating interactions with non-linear system model by using shaking table S. Uchida, Y. Mukai, Y. Miki, H. Fujitani, M. Ito ...... 1243
Study on stability analysis method based on bode diagrams for real-time hybrid simulation Zhou Huimeng, Wang Tao, LI Mengning ...... 1252
Damper performance under winds: a real-time hybrid simulation-based evaluation Wei Song, Teng Wu...... 1253
Applicability of delay compensation methods on distributed real-time hybrid simulation(DRTHS): a case study M. Cinar, X. Shao, M. Ahmedc...... 1260
Effect of structural nonlinearity on uncertainty quantification for real-time hybrid simulation Cheng Chen, Weijie Xu, Tong Guo, Jinpeng Li...... 1261
SS11: Development and Applications of Hybrid Testing Methods
Real-time hybrid tests of structures with a tuned mass damper using shaking table M. Ito, H. Fujitani, M. Okano, K. Nishikawa, G. Mosqueda...... 1263
Force-displacement hybrid control of experiments on engineering structures with multi-degree-of-freedoms H. Zhou, S. Zhu, M. Li, T. Wang...... 1273
Effect of nonlinear substructure behavior on uncertainty quantification for hybrid simulation Cheng Chen, Yifeng Xu...... 1285
Element oriented hybrid simulation for frame structures Y. S. Chen, B. Wu, L. X. Zhang...... 1295
SS12: Structural Monitoring and Control of High-speed Railway
Track profile estimation using inverse analysis from multi-body simulation approach T. Jothi Saravanan, Di Su, Hirofumi Tanaka, Tomonori Nagayama ...... 1305
Non-contact absolute stress measurement in rail using photoluminescence piezospectroscopy: laboratory and field studies for high-speed rail tracks Hae-Bum Yun ...... 1316
Rail inspection by using Laser-EMAT technology Y. Zhao, S. Malynk, R. Guo, Y. Ju ...... 1328
Low-cost wireless smart sensors for measuring real-time reference-free dynamic displacements of railroad bridges I. Ozdagli, B. Liu, F. Moreu, P.E., M. ASCE...... 1335
Online wheel tread defect detection for high-speed trains using bayesian approach Xiao-Zhou Liu, Yi-Qing Ni ...... 1336
Experimental study of the effect of MR-damper on high-speed train bogie Yi-Qing Ni, Seyed Masoud Sajjadi Alehashem...... 1346
Hybrid BOTDA/FBG sensor for potential railway slope condition monitoring Feng Li, Hongbin Xu, Weigang Zhao, Yanliang Du...... 1356
Application of BIM technology in high-speed railway subgrade engineering Liu Zhanming, Guo Chunmei, Mi Haotian...... 1358
Machine vision-based experimental study on dynamic stiffness of high-speed railway ballast track T. Jin, X. W. Ye ...... 1367
x Structure damage localization of the slab track by add-ing virtual masses J. Hou, S. Wang, Ł. Jankowski ...... 1368
Dynamic response of a train-track-bridge coupling system under debris flow impacts Xun Zhang, Zhipeng Wen, Linghui Ruan, Rui Liu, Xiaozhen Li...... 1374
SS13: Structural Control and Monitoring of Wind Turbine Structures
Machine learning techniques for wind turbine fault diagnosis Y. Vidal, F. Pozo, N. Luo, C. Tutiven, J. Rodellar...... 1385
Preliminary research on TMD parameters for swing vibration control of suspended structures Zhang Chunwei, Wang Hao, Liu Dongsheng ...... 1395
Active generator control of tower and spar vibrations of spar-type floating offshore wind turbines Zili Zhang, Christian E. Høeg, Biswajit Basu, Søren R.K. Nielsen ...... 1405
Multiple defect size estimation of rolling bearings using autonomous diagnosis and vibrational jerk M.A.A. Ismail, A. Klausen ...... 1413
SS14: Recent Advances in Sensing Technology for Structural Health Monitoring
Smart graphene film based on FBG sensor for on-line icing monitoring and de-icing of wind turbine blade Yibing Guo, Yuequan Bao ...... 1424
A high-sensitivity displacement sensor using digital sam-pling moiré method Xinxing Chen, Jiannan Xiang, Ming Liu, Chih-chen Chang ...... 1428
Online decimation for wireless smart sensing S. Zhou, K.A. Mechitov, Y. Fu, B.F. Spencer...... 1429
Composite fiber optic/coaxial electrical sensing cable for the whole process monitoring of structural large deformation Tong Jiao, Zhi Zhou, Hai Xiao...... 1440
Laser monitoring system for gas leakage of CS-6 natural gas compression station Guoming Shi, Zhi Zhou...... 1441
Characterization of concrete damage using a non-contact nonlinear ultrasonic technique Chenglong Yang, Jun Chen ...... 1442
Icing detection on wind turbine blade using distributed fiber optic sensors Zhaohui Zhang, Wensong Zhou, Hui Li...... 1449
Smart of-based components for civil infrastructures Z. Zhou, Y.W. Sasy Chan , J.P. Ou ...... 1450 Absolute stress measurement in steel members using the Lcr waves cross-correlation method Jingbo He, Zuohua Li, Jun Teng, Ying Wang...... 1458
Arduino-based wireless sensor system to measure cable tension force S. Gil, J. Jo, S-H. Sim, S. Cho...... 1464
Ultrasonic guided wave propagation properties for under-ground layered pipeline structures Y. Li, S. Yan, B.W. Zhang, Y. Ma...... 1474
Design and numerical simulation of parted crack sensor based on patch antenna Kangqian Xu, Liyu Xie, Songtao Xue ...... 1484
150km single-shot BOTDA sensor based on optical chirp chain technique and Brillouin loss scheme Benzhang Wang, Sanogo Diakaridia, Chao Pang, Yongkang Dong ...... 1493
Investigation on FBG strain rosettes applied to applied to hull monitoring system Ruiqi Ma, Huilong Ren, Guoqing Feng, Peng Fu, Yunchao Shi ...... 1498
Pipe defect localization based on modal separation algorithm Deng Shuichao,Nie Zhenhua,Li Yalin,Lin Rong, Ma Hongwei ...... 1499
xi SS15: Infrastructure Inspection Using Unmanned Aerial and Ground Vehicles
Real-time roadside sign detection using R-CNNs on low-power high-performance portable computer Gerardo Leon, Hong Kwang Kim, Hae-Bum Yun ...... 1501
Image-based spalling detection of concrete structures incorporating deep learning Y. Lee, B. Kim, S. Cho ...... 1502
Localization of an unmanned aerial vehicle under bridges Sungwook Jung, Seungwon Song, Taekjun Oh, and Hyun Myung ...... 1503
A field application of crack diagnosis and classification technologies based on IPTs and deep-learning using UAV Jin-Hwan Lee, Sung-Sik Yoon, In-Ho Kim, Hyung-Jo Jung...... 1507
UAV applicable line laser thermography for imaging of coating thickness and corrosion area in steel structures S. Hwang, J. Park, Z. Jin, H. Sohn ...... 1509
Data processing of images acquired by UAV for bridges V. Gattulli, F. Potenza, E. Ottaviano...... 1511
Nonlinear static wind stability analysis on triple-tower twin-span suspension bridge with tie cables Wang LIbin, Jin Bohan, Wang Pengzhan...... 1516
SS16: Innovations in Computer Vision for Structural Monitoring and Damage Detection
Concrete crack identification using computer vision in conjunction with machine learning Hyunjun Kim, Sung-Han Sim...... 1518
Deep learning implementations of pavement evaluation for large road networks using high-performance computing Soroush Mokhtari, Daniel Behnke, Hae-Bum Yun ...... 1520
Detection of surface cracks S. Zhou, W. Song...... 1521
Automated crack detection from large volume of concrete images using deep learning B. Kim, S. Cho ...... 1530
Deep learning and bayes data fusion for crack detection Fu-Chen Chen, Mohammad Reza Jahanshahi ...... 1536 Accurate and robust 3D scene reconstruction in the presence of misassociated features for aerial situational awareness Mohammad Reza Jahanshahi, Fu-Chen Chen, Adnan Ansar, Curtis W. Padgett, Daniel Clouse, David S. Bayard...... 1544
UAV-based fatigue damage sensing for steel bridges through image feature matching and geometric transformation Xiangxiong Kong, Sdiq Anwar Taher, Jian Li...... 1546
Site verification tests for uav bridge inspection and damage image detection based on deep learning J. Dang, A. Shrestha, D. Haruta, Y. Tabata, P. Chun, K. Okubo ...... 1548
Automated detection of pre-disaster building images from google street view Chul Min Yeum, Ali Lenjani, Shirley J. Dyke, Ilias Bilionis...... 1558
Full-field structural vibration monitoring and system identification using deep learning and optical flow Chuan-Zhi Dong, Ozan Celik, F. Necati Catbas ...... 1560
Vision-based concrete crack detection LiJunWu, JinShu Ji, ZhiCong Chen...... 1568
SS17: Computer Vision-based Sensing and System Identification
xii
Modal identification of output-only dam structures from phase-based video motion estimation Qi Li, Gaohui Wang, Zhu Mao, Wenbo Lu...... 1570
Structural dynamics characterization using video measurements and phase-based motion estimation (PME) Aral Sarrafi, Zhu Mao ...... 1571
A comparative study on 2D and 3D tracking of vibration via motion magnified high-speed videos Y.E. Harmanci, U. Gülan, M. Holzner, E. Chatzi...... 1576
Identification of interface mechanical behaviour of high-speed railway ballastless track using digital image correla-tion method S. Zhu, W. Zhai, C. Cai...... 1585
Full-field imaging and modeling of structural dynamics from digital videos Yongchao Yang, Charles Farrar, David Mascarenas ...... 1596
Computer vision-based experimental study on dynamic properties of high-speed railway track structure T. Jin, and X. W. Ye ...... 1597
Computer vision and convolutional neural network-based data anomaly detection method using multiple information for structural health monitoring Yuequan Bao, Zhiyi Tang, Hui Li...... 1602
SS18: Computer Vision-based Structural Health Monitoring
Applications of vision-based systems for bridge deformation measurement Yan Xu, James Brownjohn, Farhad Huseynov ...... 1607
Camera movement compensation for computer vision-based displacement measurement Junhwa Lee, Kyoung-Chan Lee, Sung-Han Sim...... 1615
Extracting damage indicator features from videos via phase-based motion estimation and video magnification Aral Sarrafi, Zhu Mao ...... 1616
6-DOF displacement field measurement using RGB color and depth information Sahyeon Lee, Junhwa Lee, Jong-Woong Park, Sung-Han Sim...... 1620
Image processing software specifications F. Casciati, S. Casciati, L. Faravelli ...... 1621
Reconstruction of 3D images for underwater foundations of bridges based on sonar data Jianbin Luo, Shaofei Jiang, Sheng Seng, Yamian Zeng, Changqin Lai...... 1625
Automated bridge component recognition using video data Yasutaka Narazaki, Vedhus Hoskere, Tu A. Hoang, Bill F. Spencer Jr...... 1630
Inspection technology on the underwater pile foundation of bridge based on sonar image processing Jianbin Luo, Shaofei Jiang, Sheng Shen, Yamian Zeng...... 1640
Computer vision-based structural displacement measurement using an unmanned aerial system (UAS) Hyungchul Yoon, Jaeho Shin, Bille F. Spencer, Jr...... 1641
Impact characteristics computation for simply-supported viscoelastically-connected double-beam under moving harmonic loads Yuchen Wang, Zhi Sun...... 1648
Inter-Floor relative displacement measurement using ubiquitous surveillance camera Lijun Wu,Yuhuang Zhang, Lixia Lin, Qixing Huang...... 1656
Drone-assisted crack identification using deep leaning and image fusion techniques Chaobo Zhang, C.C. Chang ...... 1658
Stereovision measurement of 3D displacement of a five-storey RC frame model in a shaking
xiii table test Baohua Shan, Dagang Lu, Xiaohui Yu, Zhilin Xue, Hao Wang, Yumeng Qiao ...... 1659
Deep learning based semantic segmentation for cracking damage detection Yu Wang, Jinyang Fu, Junsheng Yang, Kai Zhang, Zhiheng Zhu ...... 1665
Utilization of shape functions for strain measurements using computer vision methods and FE model comparison Chuanzhi Dong, Ozan Celik, F. Necati Catbas ...... 1673
Long-term SHM data and meta-data management using informational modeling and virtual reality environments A. Blyth, R. Napolitano, B. Glisic...... 1689
Sub-Nyquist full-field imaging of structural dynamics from digital videos Yongchao Yang, Charles Farrar, David Mascarenas ...... 1691
Deep learning-based surface crack detection of bridge structures T. Jin, X.W. Ye, P.Y. Chen ...... 1692
Damage localization and quantification of a simply supported beam using quasi-static moving load test WY. He, FC. Meng, S. Zhu...... 1699
Wind turbine blade surface scratch feature extraction method based on machine vision Wan-run Li, Jian-fei Zhang, Xue-ping Wang, Yong-feng Du ...... 1705
SS19: Structural Health Monitoring with Multi-Data
Damage identification based on the covariance of trans-missibility function of acceleration responses of the structure Li Xueyan, Zhao Zhiqiang,Wang Lixin...... 1707
Damage identification of bridges using equivalent neutral axis obtained by multi-sensor data fusion J.-W. Park, D.-S. Moon, B.F. Spencer, S.-H. Sim...... 1716
Multi-Device and multi sensory experimental modal analysis using smartphones E. Ozer, D. Feng, M.Q. Feng ...... 1717
Methodology for the damage detection of aging bridges based on multi-data and deep learning Kang Hyeok. Lee, Joo Hwan. Park, Min Woong. Jung, Do Hyoung. Shin...... 1725
Bayesian hypothesis testing for bridge health monitoring Y. Goi, C.W. Kim ...... 1743
SHM for civil structures based on statistical models Y. Kim, S. Shin...... 1753
Horizontal displacement estimation of building structure using fusion of accelerattion and strain S. Kim, S-H. Sim, S. Cho...... 1759
Evaluation of in-service bridge assessment methodology using decommissioned concrete bridges M. Kim, N. Lee, J.H. Lee, J-Y. Cho, J-S. Kim...... 1760
Identify the multiple solutions in finite element model updating Shiqiang Qin, Yazhou Zhang, Jia Hu, Juntao Kang...... 1770
Vibration test for suspended footbridge and damping identification Ho-Kyung Kim, Sunjoong Kim, Woong-Hee Jung, Doyun Hwang, Wonsuk Park, Eui-Seung Hwang, Chul-Young Kim, Jeong-Hwan Jang ...... 1771
SS20: Bayesian Inference and Uncertainty Quantification in Structural Health Monitoring: New Algorithms and Applications
Fast Bayesian modal identification of structures using support excitation data X.W. Hu, C.T. Ng...... 1783
xiv A Bayesian source separation method for noisy observations by embedding Gaussian process C. Xu, Y.Q. Ni...... 1784
Uncertainty quantification in the failure forecast method M. D. Todd, M. Leung, J. Corcoran ...... 1795
Performance updating of fatigue sensitive details under uncertainty You Dong...... 1805
Bayesian operational modal analysis using auto-regressive model J.H.Yang, H.F.Lam...... 1806
A hierarchical Bayesian framework for system identification of dynamical systems O. Sedehi, L.S. Katafygiotis, C. Papadimitriou ...... 1812
A hybrid electrical impedance tomography algorithm for detection of damages in composites G. Yan, H. Sun, Z. Yang...... 1820
Probabilistic structural model updating using approximate Bayesian computing Z. Feng, B. Zhao, G. Liu, Z. Chen ...... 1823
Bayesian operational modal analysis based on modal component sampling H.F. Lam, J.H. Yang, J.L. Beck ...... 1825
Sparse identification of multiple dispersive guided-wave modes in plate structures Biao Wu, Yong Huang, Hui Li...... 1833
Sequential Bayesian compressed sensing Y. Huang, Y. Ren, J.L. Beck, H. Li...... 1841
Uncertainty quantification for transmissibility functions utilizing an efficient numerical method Meng-Yun Zhao, Wang-Ji Yan, Wei-Xin Ren ...... 1842 Seismic damage assessment of an E-Defense tested steel moment-resisting frame using hierarchical Bayesian model updating X. Li , M. Kurata...... 1850
Optimal sensor configuration for model identification of periodic structures based on information entropy T. Yin, K.V. Yuen, H.F. Lam, H.P. Zhu...... 1860
A model for bridge vehicular flow based on vehicular in-flow and load effect measurements He-Qing Mu, Stephen Wu, Hou-Zuo Guo, Tian-Yu Zhang...... 1870
SS21: Sparse Recovery Technique in SHM
Modeling and harnessing sparse and low-rank features in structural dynamics and health monitoring data Yongchao Yang, Satish Nagarajaiah...... 1876
Wireless sensor network based on compressed sensing for structural health monitoring Lei Sun, Biao Sun ...... 1877
Piezoelectric impedance based damage detection integrated with data compression and reconstruction Hedong Li, Demi Ai, Hongping Zhu, Hanbin Ge, Hui Luo ...... 1885
Experimental study on structural damage quantification based on emi sensitivity and sparse regularization Jun Li, Xingyu Fan, Hong Hao...... 1894
L1 regularized model updating for structural damage detection Yuhan Wu, Xiaoqing Zhou, Yong Xia ...... 1895
Comparative studies on damage identification with Tikhonov regularization and sparse regularization Chaodong Zhang ...... 1902
xv SS22: Uncertainty-Involved Structural Model Updating, Damage Assessment and Reliability Evaluation
Temperature effect compensation of bridge deflections using probabilistic graphical modeling Y. Qin, Z. Mao ...... 1904
Dynamic monitoring and model updating of the Leaning Tower of Pisa G. Fiorentino, D. Lavorato, G. Quaranta, B.Briseghella, C.Nuti ...... 1905
Structural response reconstruction using limited measurements with substructuring X.H. Zhang, H.Y. Zhou ...... 1912
Bayesian posterior distribution uncertainty of model parameters considering varying input seismic characteristics T. Tran, M. Nishio ...... 1913
Operational modal analysis and model updating of a sailboat-shaped building Jun Hu ...... 1923
Seismic response control in structures via damage modelling of hysteretic energy dissipative devices C. Dávalos, G. Cano, A. López, I. Alvarado...... 1924
Algorithm for integration of structural damage identification and reliability evaluation based on response moments Ying Lei, Xingyu Li...... 1930
Effect of deep learning prediction accuracy on sensor fault detection Lili Li, Gang Liu, Liangliang Zhang, Qing Li ...... 1940
Research on Bayesian finite element model updating method based on multiple Markov chains Jiang Wei...... 1951
High order perturbation method based statistical model updating using modal data Hui Chen, Bin Huang, Youssouf Mohamed Witti ...... 1959
Probabilistic damage identification using improved approximate Bayesian computation Sheng-En Fang, Shan Chen...... 1970
Probabilistic seismic performance analysis of continuous rigid frame bridges based on FE model validation Xia Zhanghua, Zong Zhouhong...... 1977
Structural damage identification based on extended ellipsoidal outer-bounding set-membership estimation Yue Han, Chun Zhang, Gu-Quan Song ...... 1978
Probabilistic chloride penetration models and corrosion initiation probability of RC bridge Sun Bo, Guo Jian, Zhao Qin...... 1985
SS23: Vehicle-Bridge Interaction and Its Applications in Bridge-Weigh-in-Motion (BWIM), Damage Detection, and Bridge Management
Bridge scour detection using dynamic responses of vehicles and structures X. Kong, C.S. Cai, J.X. Hu...... 1988
Implement of BWIM system without axle detector Lu Deng, Wei He ...... 1989
Dynamic performance of concrete girder bridges strengthened with external prestressing tendons under moving vehicles Li Yan, Li Zhao, Yang Tingting, Lu Kaiyuan...... 1997
Fatigue analysis of headed studs of the simply-supported steel-concrete I-girder bridges under dynamic vehicle loading Wei Wang, Lu Deng...... 1998
Driving safety analysis of various types of vehicles on long-span bridges in cross winds
xvi considering aerodynamic interference Yan Han, C. S. Cai...... 1999
Vibration suppression of a highway bridge-traffic coupled system using multiple pounding tuned mass dampers Yin X.F., Song G., Liu Y...... 2017
Vehicle-bridge interaction and its applications in bridge monitoring, damage detection and bridge management Steve C.S. Cai, and Yang Yu, Lu Deng, Xuan Kong ...... 2018
Risk-informed serviceability management strategy for long-span bridges in wind-prone areas considering vehicle-bridge-wind interactions Y. Zhou, S. Chen ...... 2019
Aerodynamic characteristics of the high-speed train under wind-train-bridge system Ming Wang, Xiao-Zhen Li, Li-Feng Xin, Qi-yang Zou...... 2030
Stochastic analysis for train/track/bridge system with the randomness of bridge parameters and track irregularities LF. Xin, XZ Li, M. Wang ...... 2038
Wind tunnel measurement on side force coefficient of trains passing each other on truss bridge Xiaowei QIU, Xiaozhen LI, Xiaoyi MAO, Haiqing SHA ...... 2048
Coupled vibration analysis of train-track-bridge system under winds: nonlinearity and nonstationarity Kang Shi, Xuhui He, Teng Wu...... 2056
Numerical analysis of vehicle impact factors of continuous beam bridges and on-site tests data survey Qi HU, Zhi SUN ...... 2058
Numerical study on dynamic tire force estimation from measurement of vehicle body responses Haoqi Wang, Tomonori Nagayama, Di Su...... 2066
Numerical study on effects of traffic flow patterns and road surface roughness on bridge dynamic responses H.T.Ho, M.Nishio ...... 2075
Wind-vehicle-bridge coupled analysis for damage control of modular expansion joints in long-span bridges Tong Guo, Zou Yi and Lingyu Huang...... 2084
Development of solid vehicle-bridge interaction analysis system based on model updating Wanshui Han, Qing Xie...... 2085
Crack identification in beam structure with general boundaries based on multi influence lines of current state Ning-Bo Wang, Wei-Xin Ren, Tian-Li Huang ...... 2086
Lifecycle fatigue damage assessment of existing bridges considering maintenance schemes J. Zhu, M.X. Wu, W. Zhang...... 2087
A modified hybrid finite element and boundary element method for rail transit bridge-borne noise analysis Lizhong SONG, Xiaozhen LI, Zhen GUO, Xun ZHANG...... 2098
Structural damage identification of bridges from passing test vehicles Y. Yang, L.L.Wang and J.Q. Liang ...... 2104
SS24: Inspection & Monitoring for Risk Control and Robust Maintenance of Urban Pipelines Network System
Seismic reliability analysis of urban water network system considering interdependency effect of substation S. S. Yoon and H. J. Jung...... 2112
xvii Big data analysis based leakage monitoring for burial pipelines using distributed fiber optic sensors Xin Feng, Zihao Wang, Yang Han, Hongfei Liu, and Shilin Gong...... 2114
SS25: Practical Estimation of Structural Displacement and Its Applications
Transverse bridge displacement measurement using unmanned aerial vehicles Fernando Moreu, Piyush Garg, Ali Ozdagli ...... 2116
Field implementation of image process based real-time bridge displacement monitoring using smart devices A. Shrestha, J. Dang, K. Nakajima, X. Wang ...... 2122
Displacement reconstruction of beam structures from temporal or spatial second derivatives of displacement Kwang-yeun Park, Hae Sung Lee...... 2130
Estimation of a continuous girder bridge's deflection using acceleration and inclination measurement T. Nagayama, C. Zhang, D.Su, S.Lee ...... 2140
Control of surface subsidence based on the data of building deformation monitoring V. Yepin, A. Barayakh, I. Shardakov, A. Shestakov , R. Tsvetkov...... 2149
SS26: Monitoring-based Performance Assessment of Infrastructure
Finite element model updating of an in-service highway bridge using dynamic experimental data Xinjun Dong, Xi Liu, Yang Wang ...... 2158
Energy harvesting from vertical pedestrian-induced vibrations of footbridges C. Demartino, C. Maruccio, G. Quaranta...... 2159 Deep learning models for seismic reliability assessment of buildings Hao Sun and Zhao Chen...... 2169
Automated cable monitoring system using smart sensors under the varying tension force condition Seunghoo Jeong, Hyunjun Kim, Junhwa Lee, Sung-Han Sim ...... 2170
Operational modal analysis for an in-service utility-scale wind turbine tower under harmonic excitations K. Dai, Y. Wang, J. Meng ...... 2172
On damage localization in wind turbine blades: a critical comparison and assessment of modal-based criteria K. Tatsis, V. K. Dertimanis, E. N. Chatzi ...... 2173
Data-driven damage tracking and evaluation of earthquake-excited nonlinear structures Hanqing Zhang, Binze Cai, Yuting Ouyang, Jiazeng Shan ...... 2183
Monitoring-based identification and modeling of soil-structure interaction using shaking table testing Nan Gong, Kangrui Ruan, Congjia Zhang, Peizhen Li ...... 2184
Instability monitoring of space grid structures under blizzards Y.G.Fu, F. Gomez, B.F. Spencer, Jr ...... 2192
Evaluation of structural integrity using vibrational image measurements C.-M. Chang, C.-C. Yang, J.-Y. Chou ...... 2203
Efficient evaluation of value of information for geotech-nical pre-posterior analysis with bus Fu-Ping Zhang, Zi-Jun Cao, Dian-Qing Li ...... 2206
Observability and identification of damage-healing hysteretic model X. Shi, M.N. Chatzis, S.P. Triantafyllou, M.S. Williams...... 2215
Post-earthquake seismic capacity estimation using displacement and acceleration measurement TY. Hsu, SY. Hsiao ...... 2226
Physical parameter identification of unrestrained non-classically damped systems
xviii C.K. Sharma, M.S. Chauhan, S. Mukhopadhyay...... 2237
Damage detection technology and pipeline test site of urban water supply pipeline Q.F.Hu, B.W. Zhou, F. Wang, C. L. Ning, T. Sun...... 2243
A new method for the identification of hysterically degrad-ing structures using BWBN model Y. Zhao, M. Noori, W. Altabey...... 2252
Full-scale measurement of wind pressure on a double-tower building Yongbo Peng, Shifen Wang ...... 2258
Integration of structural control and the identification of structures under unknown excitation Jubin Lu, Ying Lei...... 2259
SHM-aided seismic performance evaluation for high-rise buildings Rong-Pan Hu, You-Lin Xu...... 2270
Health assessment of monitored bridge components using response data in a reliability framework K.A. Flanigan and J.P. Lynch...... 2272
SS27: Monitoring-based Life Cycle Assessment of Infrastructures
Vibration control of bundled conductors with an innovative pounding spacer damper Xing Fu, Jia Wang, Hong-Nan Li...... 2274
Monitoring and analysis of thermal effect on tower displacement in cable-stayed bridge Dong-Hui Yang, Ting-Hua Yi, Tiejun Liu, Yang Gao...... 2284
Spurious mode distinguish by eigensystem realization al-gorithm through moving data C.X. QU, T.H. Yi, Q. Feng, H.B. Liu ...... 2292
Integrated design of the transmission tower-viscoelastic damper system P. Zhang, J. Gao, G. Yang...... 2299
Sensitivity Analysis of interval parameters based on the axial and radial vibration transmission problem of hydropower units Zhi Baoping,Qin Jingjing, Yu Yang, Zhang Hongzhan ...... 2300
Seismic fragility analysis of buckling-restrained braced CFST frame structures under the main shock-aftershock sequences Jiang Simeng, Zhang Hao, Liu Guodong ...... 2301
Seismic response analysis of prefabricated dissipation shear wall under main aftershock sequences Wang Zhifang, Zhang Hao, Liu Guodong ...... 2304
A deep reinforcement learning paradigm for bridge maintenance policies Shiyin Wei, Hui Li...... 2306
SS28: Monitoring-based Bridge Condition Assessment and Safety Warning
Study on monitoring method of long-span bridge deformation based on three-dimensional laser scanning A. Chu Xi, B. Zhou Zhixiang, C. Deng Guojun D. Tang Liang ...... 2313
Multi-rate Kalman filtering for the data fusion of displacement and acceleration in structural health monitoring system for bridge Yan Wang, Ting-Hua Yi, Hong-Nan Li...... 2327
Dynamic response of long-span railway cable-stayed bridge to running train Yuan-Zheng Liu, Ting-Hua Yi, Hong-Nan Li ...... 2332
Feasibility of in situ displacement and acceleration measurements to identify bridge steel bearing malfunction Hafiz Ahmed Waqas, Di Su, Tomonori Nagayama...... 2338
Ultra low power smart wireless sensor with event based operation M.Z. Sarwar, J.B. Won, J.W. Park...... 2347
Analysis and early warning of girder deflections of a steel-truss arch railway bridge based on
xix monitoring and FE modeling You-Liang Ding, Han-Wei Zhao, Satish Nagarajaiah, Ai-Qun Li...... 2343
Structural health monitoring of high-speed railway bridges in china: a state-of-the-art review Fan Yang, You-Liang Ding, Ai-qun Li, Han-Wei Zhao ...... 2360
Research on evaluation of prestressed concrete bridges based on long-term monitoring Qi Huai-zhan He Li-zhong ...... 2369
SS29: Innovative Technologies for System Integration, SHM Application, and Structural Performance Assessment
Damage evaluation for RC buildings using seismic response data Haoran PAN, Koichi KUSUNOKI and Yuki HATTORI ...... 2377
Vibration-based structural damage detection by deep learning method on a small steel bridge structure Y. Zhang, Y. Miyamori, S. Mikami, T. Saito ...... 2385
Vibration based structural damage detection with residual network Yi-zhou Lin, Hong-wei Ma...... 2397
Damage detection at web/ flange junction of welded I-section steel beam based on impact-optic technique Ying Xu, Li Niu, Ming Xie...... 2405
Structural damage detection of simple beam subjected to a moving load using Deep Learning Yuxin Wang, Xirui Ma, Zhenhua Nie, Hongwei Ma ...... 2414
Damage simulation of cable of long-span concrete cable- stayed bridge Zhen-wei Zhou, Bo Wen, Li-yuan Huang, Lei Zhao, Chun-feng Wan ...... 2421
Free vibration of two cables interconnected by a damper H.J. Zhou, X.B. Zhou, G.Z. Yao, L.M. Sun, Feng Xing...... 2428
Structural multi-scale model updating based on the kriging approximate surrogate model and NSGA-II W. Lu, Y. Cui, J. Teng...... 2437
Temperature-dependent performance of health monitoring systems of concrete structures using piezoceramic based smart aggregates D. Zou, C. Du, T. Liu, A. Yang ...... 2444
Evaluation of Bond-slip for CFRP-concrete interface using the stereovision method considering epipolar constraint Baohua Shan, Guijun Xian, Xiaoyang Huo, Yunfeg Pan, Hao Wang...... 2445
Bridge damage detection based on the analysis of deflection influence line Chengyin Liu, Zhen Peng ...... 2446
Simulation and verification of human fall load Zhaoshuo Jiang, Chengyin Liu, and Xiangxiang Su...... 2456
Bridge structural damage detection by phase space method using two sensor measured responses Zhenhua Nie, Homan Pang, Hongwei Ma...... 2474
SS30: Understanding, Mitigating, and Utilizing Human Induced Structural Responses
Nanocomposite fabric sensors for socket prostheses and pressure ulcer prevention Long Wang and Kenneth J. Loh ...... 2480
RoPIR: a simple pervasive and personalized solution for non-contact passive facing-direction detection Libo Wu, Haili Liu, and Ya Wang...... 2488
The effects of hammer operator in manually operated impact hammer testing of lightweight
xx structures Xiaojun Wei, Justin Russell, Stana Živanović, J. Toby Mottram...... 2489
Collaborative sensor grouping for indoorh human sensing through structural characterization Shijia Pan , Mostafa Mirshekari , Jonathon Fagert , Pei Zhang , Hae Young Noh ...... 2496
Human shaker for dynamic test of civil structures Ziping Han and Jun Chen...... 2497
SS31: Application of Structural Health Monitoring techniques
An effective use of measurements under main shock of earthquake to predict structural dynamic properties under aftershocks Y. Ikeda...... 2507
On study for damage detection of non-engineered masonry structures - Micro-tremor measurement of damaged buildings by the 2015 Gorkha Earthquake in Nepal M. Takeuchi, H. Hoshino, Y. Mukai, N. Yamamoto, M. Masui, A. Miyauchi ...... 2517
Dispersion curve estimation via laser ultrasound-generated variance map S. Y. Chong, M. D. Todd...... 2528
Damage detection in bolt connection using wireless impedance sensor T.C. Huynh, N.L. Dang, C.U. Nguyen, J.T. Kim...... 2536 Stress field monitoring of multi-strand tendon anchorage using impedance response via PZT interface N.L Dang, T.C Huynh, W.B Na, J.T Kim...... 2543
Examination of the temperature dependency of natural frequencies of buildings using long-term ambient noise X. Wang, T. Hatakeyama, M. Motosaka, S. Ohno ...... 2552
Structural health self-monitoring for controlled buildings with active mass dampers C.C. Chang, J.F. Wang, C.C. Lin ...... 2559
Application of AE technique in steel bridge web gap dis-tortion-induced fatigue performance monitoring C. S. Wang, J. Q. Feng, B. Cui, H. P. Si...... 2569
Fatigue performance study for high strength steel wire in cable-stayed bridge using AE monitoring technology C. S. Wang, H.P.Si, L. Duan, B.Yao,C.Liu,J. Q. Feng ...... 2576
Multi-scale structural damage identification based on gen-eralized extended kalman filter under unknown inputs (GEKF-UI) and substructure approach Jinshan Huang, Jiajia Zhu, Ning Yang and Ying Lei ...... 2582
Wave method for structural health monitoring: variation of vertical wave velocities in 16 buildings as a function of structural type and building material M. Rahmani, M. I. Todorovska, J. R. Grabinski...... 2593
Perspectives for studying deformation processes in large-scale reinforced concrete structures on a special test stand I. Shardakov, A. Shestakov, G. Gusev, R. Tsvetkov, V. Yepin, I. Glot...... 2605
Specific features of deformation of the elements of metal flange connection between a beam and a column I.Shardakov, A.Shestakov, M.Son, A.Zemlanuhin, G.Kashevarova, I.Glot...... 2613
A novel method for crack monitoring of concrete structures Li Xingxing, Zhang Benniu, Tu Chong, Zhao Yuanyuan, Tang Wei...... 2621
Long-term monitoring and analysis for lateral crawling of curved box-girder bridge Cheng Kun,Tang Guo-bin, Yu Pin-de,Li Hua...... 2633
SS32: Smart and Multifunctional Concrete
A smart isolator based on magnetorheological elastomer Qi Wan, Xufeng Dong, Luyu Li, Jinping Ou...... 2642
xxi
Smart viscoelastic damper based on electrorheological elastomers Ning Ma, Xufeng Dong, Ziqi Zhang, Chenguang Niu, Qi Wang ...... 2643
Intelligent concrete with self-x capabilities Zhen Li, Baoguo Han, Jinping Ou...... 2645
Nano-engineered smart/multifunctional concrete Liqing Zhang , Baoguo Han, Jinping Ou ...... 2646
The advances of dynamic stress monitoring of concrete structures using piezoelectric smart aggregate sensors S. Hou, H.B. Zhang,Jinping Ou...... 2647
Smart aggregates made by thick-film resistors for concrete Xinchun Guan, Ming Wen, Hui Li, Jinping Ou ...... 2657
Preparation, characterization, and application of NTC NiMn2O4-LaMn1-xTixMnO3 (0≤x≤0.7) composite ceramics Fang Guan, Han Dai, Shifeng Huang, Xin Cheng ...... 2659
Investigation of microstructural phase for hardened cement paste incorporated to nanofibers Tri N.M. Nguyen and Jung J. Kim...... 2668
Percolation threshold and piezoresistive behavior of car-bon nanotube reinforced cement composite Jianlin Luo, Chunwei Zhang, Zhongdong Duan, Qiuyi Li ...... 2670
SS33: Strain-based structural health monitoring: new developments and applications
Dynamic-strain-based damage evaluation of field-welded beam-to-column connections in steel frames M. Kurata, X. Li, T. Matarazzo ...... 2680
Long-term reliability assessment of OBR based DOFS on reinforced concrete elements Antonio Barrias, Joan R. Casas, Sergi Villalba ...... 2696
Sensing fatigue damage in steel bridges using strain-based skin sensor networks Jian Li, Xiangxiong Kong, Caroline Bennett, William Collins, Hongki Jo, Jong-Hyun Jeong, and Simon Laflamme...... 2703
Fatigue reliability evaluation of an arch steel bridge using FBG-based strain monitoring data Y. H. Su, X. W. Ye and P. S. Xi ...... 2710
The circumferential strain behavior of concrete cylinder in a freezing-thawing environment X. L. Kong, H. F. Lv, K. X. Liao, X. F. Zhao ...... 2711
A 2-2 cement-based piezo-thermoelastic sensor under impact load Keping Zhang, Taotao Zhang...... 2722
Identification of the moving train loads on the railway bridge based on monitoring strain data Qingxin Zhu, Hao Wang, Jianxiao Mao, Yuqi Gao, Suoting Hu, Xinxin Zhao ...... 2723
SA-based concrete seismic stress monitoring: a case study for high-strength concrete H.B. Zhang, S. Hou, Jinping Ou...... 2733
Assessment of bridge condition based on strain data under vehicle loads Zhen Sun...... 2734
Strain-based structural operational modal analysis Ming. Wang, Wei-Hu. Hua, Sebastian Thöns, Jun. Teng ...... 2735
Dynamic performance of a long-span triple-tower suspension bridge subjected to vessel collision Ruijun Liang, Hao Wang, Tianyou Tao...... 2740
Stress statistic analysis and fatigue life estimating of short suspender on operating arch bridge
xxii Jianyan Lei, Qingsong Xiao, Zihao Wang, Wei Shi...... 2741
SS34: Dense arrays of sensors, distributed and quasi-distributed sensors, and associated data analysis and management
Probabilistic analysis and design of piezoelectric energy harvesting devices under modulated and filtered white Gaussian noise G. Quaranta, F. Trentadue, C. Maruccio, G. C. Marano...... 2743
Wave propagation characterization using seismic interferometry for occupant localization using footstep-induced floor vibrations Mostafa Mirshekari , Shijia Pan , Jonathon Fagert , Pei Zhang , Hao Sun , Hae Young Noh...... 2753
Estimation of error in deformed shape determined using double integration of curvature D. Sigurdardottir, B. Glisic ...... 2754
Optimal data collection of MR-MC wireless sensors net-work for structural monitoring applications Q. Li, Z. Chen, L. Wu...... 2756
A strain-sensing grid patterned from nanocomposite films for measuring spatial strain P. Sun, A. Burton, J. Lynch...... 2758
SS35: Innovative developments in structural system identification
Identification of substructural parameters and unknown inputs with limited measurements X.X. Zhang, J. He, B. Xu...... 2760
Optimal sensor location for output-only system identification D. Ghosh, D. Jana, S. Mukhopadhyay...... 2769
Moving force identification by using discrete wavelet basis and L1-norm regularization Huanlin Liu, Ling Yu ...... 2774
An entropy-based structural health monitoring system for multi-bay three-dimensional structures Tzu Kang Lin, Ana Gabriela Lainez, Yi Hsiu Chien...... 2783
Identification of the nonlinear restoring force of model-free structure with partial response data XiongJun Yang, Ying Lei ...... 2785
On-line estimation of dynamic displacements by multi-rate data fusion based on Kalman filter with unknown input Hao Qiu, Zhichao Wang, Ning Yang,Ying Lei...... 2786
An UKF-UI for the identification of nonlinear structural systems and unknown input Y. Lei, D.D. Xia ...... 2795
Experimental verification of general extended Kalman Filter with unknown inputs Xianzhi Li, Ying Lei...... 2798
Identifying nonlinear characteristics of model-free MR dampers in structures with partial response data X.J. Yang, H. Sua, L.J.Liu...... 2801
Sensitivity-free damage identification of tall buildings by incomplete modal data and sparse regularization Li Wang, Zhong-Rong Lu ...... 2803
Identification of nonlinear oscillators with multiple analytical mode decompositions H. Qu, T. Li, G. Chen ...... 2813
Vision-based rapid impact testing and identification of footbridge Y.D. Tian, J. Zhang...... 2814
Convolutional neural networks based quantitative crack assessment Futao Ni, ZhiQiang Chen, Jian Zhang ...... 2824
Structural damage detection based on crack damage function and equivalent damage factor vector Zepeng Chen, Ling Yu ...... 2832
xxiii
Comparative study on PSO-based sparse regularization approaches for structural damage detection Ziwei Luo, Ling Yu ...... 2841
A data-driven method for structural damage identification Z. Zhang, C. Sun...... 2842
Identification of model-free hysteretic restoring forces of Mr. dampers based on EKF-UI for corresponding structural systems without MR dampers L.J.Liu, H. Su, X.J.Yang ...... 2843
A novel UKF-UI for simultaneous identification of nonlinear structural systems and unknown inputs Ying Lei, Dandan Xia, Xingyu Li...... 2844
Identification of time-varying structural parameters with partial measurements by synthesis of wavelet Multireso-lution analysis and Kalman filter Siyi Chen, Ying Lei ...... 2845
Monitoring-based probabilistic modeling of wind properties: model selection and parameter inference L. Yuan, X. W. Ye, P. S. Xi...... 2854
An importance sampling method for reliability analysis based on optimal Latin hypercube sampling Wei Zhao, Peng Liu, Haiming Zou ...... 2861
SS36: Highway Infrastructure Monitoring
Towards health monitoring of road pavements with embedded strain sensors M. Barriera, B. Lebental, C. Villette, B. Gusarov, D. Zakharov, F. Geisler, M. Buisson, V. V. Arikkudil Mathew, S. Pouget ...... 2873
Literature review on structural health monitoring for road pavements M. Manosalvas-Paredes, D. Lo Presti ...... 2883
Intelligent pavement condition assessment using piezo-floating-gate sensors H. Hasni, N. Lajnef, K. Chatti, K. Aono, S. Chakrabartty, and F. Faridazar ...... 2893
Local-global damage identification approach using hybrid network of self-powered sensors H. Hasni, N. Lajnef, A.H. Alavi, K. Aono, S. Chakrabartty, F. Faridazar ...... 2903
SS37: Recent Development and Future Trend for Research and Application of Structural Control in China
∞ optimization of an enhanced force feedback controller for mitigation of nonlinear vibrations G. Zhao, A. Paknejad, G. Raze, G. Kerschen, C. Collette...... 2913
Buckling-restrained braces with replaceable fuses: an experimental investigation W. Wang, X. Liu, H. Hou, B. Qu...... 2919
Seismic performance of steel buckling-restrained braced frames with novel sliding gusset connections J. X. Zhao, R. B. Chen, Z. Wang, W. Han...... 2929
Design theory of earthquake-resilient prefabricated sinusoidal corrugated web beam-column joint Z.Q. Jiang, S.H. Li, A.L. Zhang,H. Fang, C. Dou ...... 2936
Aseismic design method of RC frame structure with haunch brace of viscoelastic damper based on shear ratio Yi PAN, Xiahui CHEN, Rui GUO, Jiulin BAI...... 2948
An improved numerical model for a shallow cable attached with dampers Limin Sun, Lin Chen...... 2949
A practical displacement-based design method for viscoelastic dampers attached to high-rise structures
xxiv Shunming Gong, Ying Zhou...... 2958
Viscous inertial mass dampers in the coupled tall buildings for the seismic responses control Lei Lu, Ying Zhou, Billie F. Spencer, Jr., Xilin Lu, Jiaqi Xu...... 2969
Seismic collapse assessment of steel moment resisting frame with failure considered SMA-based damper Fei Shi, Yun Zhou, Osman E. Ozbulut, Weiyuan Huang ...... 2980
Direct design method for damped structure based on seismic capacity margin. I: methodology M.M. Islam, Linfei Hao, Ruifu Zhang, Songtao Xue...... 2990
Direct design method for damped structure based on seismic capacity margin. II: application Wei Liu, Linfei Hao, Ping Tan, Ruifu Zhang...... 3000
SS38: Structural Health Monitoring of Long-span Bridges
Study on adaptive alarm for health monitoring of heavy haul railway bridges Cheng Hui, Zhong Jiwei, Lan Xiaofeng...... 3010 Insights from long-term seismic monitoring of a long-span suspension bridge D.M. Siringoringo, Y. Fujino...... 3019
GNSS and earth observation for structural health moni-toring of long-span bridges – GeoSHM a case study of the forth road bridge D.T. Nguyen, X. Meng, J.S. Owen, Y. Xie, P. Psimoulis, G. Yec, B. Valentined, P. Maddend ...... 3030
Design and implementation of the new system for long bridge monitoring-from GeoSHM to iSHM Yilin Xie, Xiaolin Meng, Dinh Tung Nguyen, John S. Owen, Panos Psimoulis, George Ye, Laiyi Wu, Shuguo Pan, Jun Qian, Paul Bhatia, Bill Valentine, Patrick Madden...... 3040
Long-term monitoring and data analysis of GNSS vertical deformation time series of the supporting tower of the Forth Road Bridge Qusen Chen, Boxiao Ju, Xiaolin Meng, Weiping Jiang...... 3049
Modal frequency analysis of a highway-railway cable-stayed bridge based on high frequency GPS data Hua Liu, Xinjun Dai, Qiuzhao Zhang, Jin Qian, Laiyi Wu, Xiaolin Meng, Yilin Xie...... 3058
SS39: Bridge Structural Automatic Monitoring and Intelligent Construction of High-speed Railway
Research of automatic settlement monitoring system for long trunk high speed railway Wang Xu ...... 3068
Analysis of existed railway bridge foundation deformation influenced by foundation pit excavation Wang Fei ...... 3069
Research on the elongation measurement and control technology for prestressed automatic tensioning of rail-way precast beams DI Hao, Zhuo YI ...... 3070
Autonomous modal identification of Xiangtan Railway Bridge based on structural health monitoring Hao Wang, Jian-Xiao Mao, Qing-Xin Zhu, Suo-Ting Hu, Xin-Xin Zhao ...... 3080
A simplified calculation for effects of adjacent ground load on vertical displacement of pile foundation Meng fanzeng, Zhuo yi ...... 3081
Study on inspection, maintenance and repair system of tied arch bridge in high-speed railway JU Xiaochen ...... 3092
Research on key technologies of PHM system for railway bridges Pan yongjie...... 3093
Analysis of influence of adjacent surcharge on settlement of high-speed railway bridge pier GU Jinshen...... 3094
Intelligent settlement monitoring system of high-speed railway bridge
xxv ZHUO Yi...... 3095
Application and consideration of BIM technology in railway bridges SU Wei...... 3113
Application of BIM technology in the bridge of Beijing to Shenyang passenger dedicated line SONG Shufeng, LIU Siming, ZHANG Shaopeng...... 3119
SS00: The other
Long-term structural health monitoring of an office building based on a recursive stochastic subspace identification algorithm W.-H. Wu, J.-W. Jhou, C.-C. Chen, G. Lai...... 3127
Damage detection of a cable-stayed bridge subjected to changing environmental and operational conditions W. Soo Lon Wah, J.S. Owen, Y.-T. Chen, A. Elamin, G. W. Roberts...... 3136
Damage localization of civil structures under changing environmental conditions using principal component analysis William Soo Lon Wah, Yung-Tsang Chen ...... 3147
On optimal distributed semi-active control of vibrating structures D. Pisarski...... 3148
Dynamic properties of traditional wooden frames filled with cavity walls Jingyao Zhang, Takayoshi Aoki, Shi Hu, Yonghui Li, Chen Gao...... 3150
Coupled wake flutter causes vortex induced vibrations of a flexible cable Donglai Gao, Wenli Chen, Wenhan Yang, Yewei Huang, Hui Li...... 3158
Bubble burst is the excitation mechanism of rain wind induced vibrations of stay cables Donglai Gao, Wenli Chen, Yewei Huang, Wenhan Yang, Hui Li...... 3164
Design of viscous dampers based on minimization of first floor interstorey drift H. Cetin, E. Aydin, B. Ozturk...... 3170
The effects of SHM system and algorithm characteristics on the value of damage detection information Lijia Long, Sebastian Thöns, Michael Döhler...... 3178
Comparative assessment of linear quadratic algorithm between real and independent modal space Sanjukta Chakraborty, Xiaodong Ji ...... 3179
Damage evaluation for a building with different foundation system with using accel-eration data Makoto Ogawa, Kouichi Kusunoki, Yuji Sako, Masatoshi Yamazoe...... 3187
Structural health monitoring and damage detection techniques: numerical and experimental case studies R. Ditommaso, C. Iacovino, M.P. Limongelli, F.C. Ponzo, D. Spina...... 3188
Comparison of optimal damper distributions in shear frames in terms of soil conditions E. Aydin, O. Sivrikaya, B. Ozturk ...... 3189
Use of viscous fluid dampers to mitigate the pounding between adjacent buildings exposed to earthquakes E. Aydin, B. Ozturk, S. Teberik...... 3199
Applications of SRIM fluid viscous dampers in Japan Demin Feng, Yasuhito Sasaki, Weifeng Zhu...... 3200
First peak control concept for active control of human-induced vibration and impact noise of building floors A. Igarashi, K. Shiomi, T. Kachi...... 3209
A multi-objective optimization with surrogate model for FE model updating in steel plate girder bridge Yongmoon Hwang, Seung-Seop Jin, Ho-Yeon Jung, Hyung-Jo Jung...... 3210
xxvi Vibration control of footbridges due to human activities C.C. Lin, J. Dorcena, G.L. Lin ...... 3211
Optimum design of multiple tuned mass dampers for vibration control of asymmetric buildings Chi-Chang Lin, Ging-Long Lin, Jie-Yong Jian ...... 3212
Quantitative damage identification of transverse joints in plate-girder bridges based on vehicle-induced responses Jiawang Zhan, Fei Zhang, Yuzhi Yan, Shengxing Gao...... 3228
Collision analysis of artificial reefs during their employment on the seabed M. Kim, D. Kim, S. Jung, W.B. Na...... 3229
Structural identification of caisson breakwater via in-situ vibration measurement S.Y. Lee, J.Y. Ryu, H.S. Yoon, J.T. Kim ...... 3230
Building damage and retrofit effectiveness evaluation of a SRC building using vertical array measurements of ambient noises X. Wang, K. Irikura, K. Masaki...... 3240 A performance evaluation method for stress monitoring system on ultra large ship structures Hao Liu, Huilong Ren, Xueqian Zhou, Peng Fu, Ruiqi Ma...... 3246
The fault diagnosis methods of FBG sensor applied to applied to hull monitoring system Tianchen Zhou...... 3257
Active fuzzy control of seismic model structure Weijing Zhang, Xiaofei Liu...... 3258
Swing story-lateral force resisting frame system connected with dampers W. Li, P. Xiang, L.J. Jia, M. Wu ...... 3259
A folding analysis method of the origami structure for the construction control Tianhao Zhang, Minger WU, Ken’ichi Kawaguchi...... 3269
Research on structure damage identification method based on point cloud curvature and improved wavelet de-noising function Chu Xi, Zhou Zhixiang, Luo Dong, Jiang Tengjiao, Lei Yangkun...... 3276
A nonlinear model updating method for damage diagnosis of UHPSFRC column after earthquakes Li-Xiang He, Chengqing Wu ...... 3281
Preliminary design of a concrete floating platform for offshore wind turbine B. Wu, X. G. Hua ...... 3291
Ultrasonic array time-reversal-based imaging for NDE Chengguang Fan, Lei Yang, Yong Chen, Yong Zhao ...... 3292
Advancement and accuracy evaluation of automatic damage detection algorithm for concrete bridge deck by ground penetrating radar T. Mizutani, T. Yamaguchi, A. Sakaguchi, M. Tarumi, T. Nagayama ...... 3298
Study on damage identification of cable slip between layers based on derivatives of eigen-parameters ZHONG Jin-tu, Yan Quan-sheng...... 3305
Sensitivity-based constitutive parameter identification of nonlinear structures with unknown input earthquake excitation Shun Weng, Zhidan Chen, Runling Li, Jiajing Li, Hongping Zhu ...... 3306
Analysis on amplified accelerations of slabs in a base-isolated RC moment frame Tianhao Yu, Erik A. Johnson...... 3316
Seismic response reduction of the fully jointless semi-integral bridge Shao Xudong, Wang Jingjing ...... 3317
Rehabilitation of structure vibrations with fluid viscous damper: an experimental study E. Aydin, B. Ozturk, M. Tanrikulu, F.S. Gur ...... 3318
Strengthening plane frames with steel plates E. Aydin, B. Ozturk, H. Cetin, M. Gasir ...... 3319
xxvii
Analysis of the influence of solar radiation temperature difference on the strain of a super high-rise building during construction Fei Gao, Pan Chen, Shun Weng, Hongping Zhu...... 3326
Dynamic behavior of high-damping rubber bearings under non-proportional plane loading SJ. Wang, WC. Lin, JS. Hwang ...... 3327
Vibrodiagnostics of the quality of cracking elimination in reinforced concrete structures I.Shardakov,A.Shestakov, A.Bykov, I.Glot...... 3328
Seismic collapse capacity evaluation of self-centering concrete frame structure Zhenying Wang, Chenxi Mao, Lili Xie...... 3329
Prevention of stroke saturation of inertial actuators used for active vibration control of floor structures Mohammad Wasi Ahmadi, Wai Kei Ao, Paul Reynolds ...... 3330
Study on seismic performance of horizontally assembled self-centering bridge pier under near-fault ground motions Pu Zhang, Su-chao Li, An-xin Guo, Hui Li ...... 3339
Shaking table test of pressurized fire sprinkler piping subsystems Qingxue Shang, Jichao Li, Wei Song, Tao Wang ...... 3340
Unified TMD control and vibration based state monitoring for suspended structure under in-plane swing motion mode Zhang Chunwei, Wang Hao, Liu Dongsheng ...... 3350
Two sensors measured responses based damage detection method for bridge under a moving vehicle load Zhenhua Nie, Weixing Yang, Hongwei Ma...... 3351
Structural Damage Detection Based On Deep Learning Xirui Ma, Zhenhua Nie,Yizhou Lin,Yuxin Wang, Hongwei Ma ...... 3352
Ship health monitoring system design based on multi-system information interaction F.C.Wang, F.H.Wang...... 3353
Harmonic balance analysis of mooring cables L. Chen, B. Basu, S.R.K. Nielsen...... 3354
Seismic control of a 3-stories frame by a single-side pounding tuned mass damper (SS-PTMD) Wenxi Wang, Xiuyong Wang, Xugang Hua, Gangbing Song, Qing Wen, Zhengqing Chen ...... 3355
Beyond design performance of viscoelastic dampers S.J. Wang, C.H. Yu, I.C. Chiu, K.C. Chang...... 3362
Semi-active tuned mass damper with phase control for structural vibration mitigation L.L. Chung, Y.A. Lai, C.S.W. Yang...... 3372
Numerical study on the mechanism of interface debonding detection for CFST with surface wave measurement Zhiyou Zhuang, Bin Xu, Hongbing Chen...... 3383
Model free nonlinear behavior identification with unknown mass and partially unknown dynamic response J. Li, B. Xu...... 3384
Influence of axial force on propagation characteristics of AE signals in bridge cables C. J. Jiang, L. M. Sun, S. Jiao ...... 3385
Parameter identification of a shear-type building based on seismic response with unknown ground motion J. Yang, L. Sun, Y. Xia ...... 3386
Structural damage identification using a multi-modes fusion method X. M. Lei, L. M. Sun, Y. Xia...... 3394
Dynamic response estimation of bridge structure using hy-brid monitoring method
xxviii Y. Li, L. Sun, W. Zhang...... 3400
Reliability analysis of functionally graded porous beam structure using support vector machine J. Feng, D. Wu, W. Gao, G. Li...... 3401
BIM modeling tool development for main structure of concrete continuous girder based on CAA QI Chenglong ...... 3402
Design and construction of railway prestressed concrete continuous segmental bridges Su Wei, Zhou Yuewu...... 3403
Structural monitoring research for bridge cluster of city-level Wencheng Xu, Zhilong Ye, Yao Jin, Fujian Zhang...... 3404
Research on the fast condition assessment method of bridge based on the simple monitoring system Xu Yichao, Zhang Yufeng ...... 3405
Study on vehicle load and bridge response of the Anqing bridge based on monitoring data Xu Yichao1, Zhang Yufeng ...... 3406
Research on axle identification technology based on strain time history curves of bridge Hao Tianzhi ...... 3407
Analysis on the influence of frequency analysis precision on the testing precision of cable-stayed cable force Hao Tianzhi ...... 3408
Structural characteristic evolution of long-span suspension bridge: A case study Zhang Fujian , Xu wencheng, Ye zhilong, Liu zhiqiang , Li na, Li Hui...... 3409
Structural health monitoring system research for Hubei Shishou Yangtze highway bridge Yao Jin, Menzhe Zhang, Shoufeng Tang, Xiaolong Li, Xiaofei Sun ...... 3410
Data driven approaches of abnormal vibration analysis and early warning for stay cables Xiao Long, Jin Yao, Wang Jinquan, Xu Wencheng, He Shaoyang...... 3411
Analysis on the influence of frequency analysis precision on the testing precision of cable-stayed cable force Hao Tianzhi ...... 3412
Structural health monitoring of a 250m high-rise building by a Bayesian approach Feng-Liang Zhang, Yan-Ping Yang, Hai-Bei Xiong and Zhi Yu ...... 3413
Real time hybrid simulation based on vector form intrinsic finite element and field programmable gate array J.J. Tao, Y.F. Duan, Y. Fang, H.M. Zhang, C.B. Yun...... 3414
Dynamic property of high-speed railway ballast bed: computer vision-based measurement and motion deblurring X. W. Ye and T. Jin ...... 3417
Regularization parameter selection for L 1−regularized damage identification Rongrong Hou, Yong Xia...... 3418
Video-based robust identification approach for tower vibration of a cable-stayed bridge model under earthquake ground motions Jin Zhao, Hui Li...... 3419
Sensitivity of stiffness condition assessment results to unscented Kalman filter initial parameters M. Kuleli, T. Nagayama ...... 3420
Response covariance-based multi-objective multi-type sensor placement for structural damage detection J.F. Lin, Y.L. Xu...... 3430
Optimization, structural deterministic and probabilistic safety analyses of a 3D innovative seismic base isolation system Victor Kostarev, Petr Vasilev, Maksim Vaindrakh...... 3431
The stochastic equivalent linearization of the stationary random process for self-centering
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Keynote Lectures The 7th World Conference on Structural Control and Monitoring, 7WCSCM, July 22-25, 2018, Qingdao, China
Bayesian Framework for System Identification and Structural Health Monitoring: Theory, Algorithms and Applications
James L. Becka, Yong Huangb
a George W. Housner Professor, Emeritus, Division of Engineering and Applied Science, California Institute of Technology, Pasadena, USA b Associate Professor, School of Civil Engineering, Harbin Institute of Technology, Harbin, China
Abstract SI (system identification) methods may be used to update a parameterized model of a struc- ture based on features extracted from its measured vibrations such as modal parameters. A common goal in applying SI to SHM (structural health monitoring) is to infer damage-induced substructure stiffness reductions by updating stiffness parameters in a structural model. How- ever, since no structural model is an exact representation of a structure’s behavior, (i) there are no true parameter values, and (ii) an uncertain model prediction error will always exist. Further, parameter estimation often gives non-unique results, raising the issue of model identifiability. A Bayesian framework has been developed that addresses these difficulties. It views probability as a multi-valued conditional logic for quantifying plausible reasoning under uncertainty. In this framework, there is no need to postulate the existence of inherent randomness. Instead, the relative plausibility of each model in a parameterized model class is quantified by the posterior PDF (probability density function) for the model parameters coming from Bayes’ Theorem. Then model predictions that are robust to modeling uncertainty can be produced where the probabilistic predictions of all models in the model class are integrated weighted by their pos- terior probability. Many computational tools have been developed to sample or approximate the posterior PDF and to perform integrations over the parameter space. Another powerful fea- ture of the framework comes from application of Bayes’ Theorem to a set of candidate model classes for a structure; the posterior probability of a model class is governed by a trade-off between its data-fit and how much information it extracts from the data during updating. Gen- erally, the data-fits of model classes that are more “complex” in the sense of having more ad- justable parameters are penalized more, so the procedure is a Bayesian version of the Ockham razor that can automatically avoid over-fitting of the sensor data. This regularization is utilized in Sparse Bayesian learning (SBL), which can be exploited for robust Bayesian compressive sensing of SHM signals. We have also introduced SBL into Bayesian SI for improved damage detection and assessment by exploiting the knowledge that damage usually induces spatially- sparse substructure stiffness reductions. Illustrative examples will be given. Keywords: System Identification, Structural Health Monitoring, Bayesian Updating, Bayesian Ockham Razor; Sparse Bayesian Learning. Introduction System identification is the key component in model-based inversions for detection and assessment of damage in structural health monitoring. It uses observed structural response data and prior knowledge to update mathematical models of the behavior of a system such as a bridge 1