Welcome Session
Chair:					Location:
F.-K. Chang  & Co-Chair: A. Guemes					Hewlett 200
TIME	TUESDAY, SEPTEMBER 10
08:20 ~ 08:30	Opening Remarks
	F.-K. Chang
Keynote Presentations
Chair:					Location:
Dennis Roach					Hewlett 200
TIME	TUESDAY, SEPTEMBER 10
08:30 ~ 09:00	SHM in Civil Aviation: Moving the Industry Forward
	David Piotrowski¹ [¹Principal Engineer, Enabling Technologies Group, Delta Air Lines]
09:00 ~ 09:30	Regulatory Considerations for Structural Health Monitoring Applications in Aviation
	Michael Gorelik¹ [¹Chief Scientist for Fatigue and Damage Tolerance, Federal Aviation Administration]
09:30 ~ 10:10	Statistical Methods for Probability of Detection in Structural Health Monitoring
	William Meeker¹ [¹Professor of Statistics and Distinguished Professor of Liberal Arts and Sciences, Iowa State University]
FAA Reliability Workshop
Chair:					Location:
Paul Swindell & Holger Speckmann					Hewlett 201
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
10:30 ~ 10:50	FAA SHM Reliablity Program Overview
	Paul Swindell¹ [¹FAA]
10:50 ~ 11:10	Generating Viable Data to Accurately Quantify the Performance of SHM Systems				278
	Dennis Roach¹, Paul Swindell² [¹Sandia National Laboratories, ²FAA]
11:10 ~ 11:30	Detection Sensitivity Analysis for a Guided Wave (GW) Structural Health Monitoring System				222
	Gregory Jarmer¹, Seth Kessler¹, Paul Swindell², William Meeker³ [¹METIS DESIGN CORPORATION, ²FAA, ³Iowa State University]
11:30 ~ 11:50	Inspection Requirements for Continued Airworthiness Using Structural Health Monitoring				342
	Michael Shiao¹, Tzikang Chen¹, Mulugeta Haile¹, Anindya Ghoshal¹, Marvin Nuss² [¹Army Research Laboratory, ²NuSS Sustainment Solutions]
11:50 ~ 12:10	Reliability of Probability of Detection (POD) of Fatigue Cracks for Built- in Acousto-Ultrasound Technique as “in-situ” NDE				564
	Spandan Mishra¹, Susheel Kumar Yadav¹, Fu-Kuo Chang² [¹Acellent Technologies, ²Stanford University]
Civil Structures I
Chair:					Location:
Claus Peter Fritzen					380-380C
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
10:30 ~ 10:50	Field Assessment of Ambient Vibration-Based Bridge Scour Detection				431
	Kasun Kariyawasam¹, Paul Fidler¹, James Talbot¹, Campbell Middleton¹ [¹University of Cambridge]
10:50 ~ 11:10	On the Utilization of Synthetic and Measured Earthquake Ground Motions for Designing Building Monitoring Systems in the Near-Field of Major Faults				109
	Floriana Petrone¹, David McCallen², Mehmet Celebi³, Mamun Miah¹ [¹Lawrence Berkeley National Laboratory, ²University of Nevada, Reno, ³United States Geological Survey]
11:10 ~ 11:30	Predicting Fatigue Life of Miter Gate Anchorages with Stochastic Modeling and Limited Sensor Data				244
	Nathaniel M. Levine¹, Brian A. Eick¹, Eric O. Johnson², Billie F. Spencer¹, Matthew D. Smith² [¹University of Illinois at Urbana-Champaign, ²US Army Corps of Engineers]
11:30 ~ 11:50	An Expectation-Maximization Algorithm-Based Framework for Vehicle-Vibration-Based Indirect Structural Health Monitoring of Bridges				297
	Jingxiao Liu¹, Susu Xu¹, Mario Bergés¹, Jacobo Bielak¹, James H. Garrett¹, Hae Young Noh¹ [¹Carnegie Mellon University]
11:50 ~ 12:10	Using Intelligent Software Agents to Monitor the Structural Health of Highway Bridges				289
	Haroon Malik¹, Wael Zatar¹ [¹Marshall University]
Diagnostics I
Chair:					Location:
Antonios Kontsos & Joe Lehtola					Hewlett 103
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
10:30 ~ 10:50	Guided Wave Propagation based Analysis of Non-linear Debonding Effects in a Composite Structure				175
	Shirsendu Sikdar¹, Wiesław Ostachowicz¹ [¹Polish Academy of Sciences]
10:50 ~ 11:10	Thermal Behavior of a Structure Characterized through 3-Dimensional Temperature Signatures for a Temperature Driven Method of Structural Health Monitoring				471
	Jack Reilly¹, Branko Glisic¹ [¹Princeton University]
11:10 ~ 11:30	A Physics-Based Feature Weighting Approach For Fault Diagnosis Of Rolling Element Bearings				240
	Hao Lu¹, Mohammadkazem Sadoughi¹, Andy Zimmerman², Chao Hu³ [¹Iowa State University, ²Grace Engineered Products Inc. and Percēv LLC, ³Iowa State Univ.]
11:30 ~ 11:50	Composite Structures Integrity Monitoring Using Rotating Electrical Signals.				517
	Tommaso D'Agostino¹, Michelo Meo¹ [¹University of Bath]
11:50 ~ 12:10	Automated Fault Diagnosis with Calibrated Artefact Probing				87
	Tim Rooker¹, Jon Stammers², Keith Worden¹, Graeme Potts³, Kevin Kerrigan², Nikolaos Dervilis¹ [¹University of Sheffield, ²Advanced Manufacturing Research Centre, ³Metrology Software Products ltd.]
SPECIAL SESSION Guided Waves in Structures for SHM I
Chair:					Location:
W. Ostachowicz & Patrice Masson					Hewlett 200
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
10:30 ~ 10:50	Effects of Homogenization and Quasi-Isotropy Assumptions on Guided Wave-Based Nondestructive Testing Methods				461
	Steffen Tai¹, Lifu Wang¹, Leonardo Araque¹, Ajit Mal¹, Christoph Schaal¹² [¹UCLA, ²California State University, Northridge]
10:50 ~ 11:10	Structural Health Monitoring of Pipelines by Means of Helical Guided Ultrasonic Waves and an Algebraic Reconstruction Technique				274
	Stylianos Livadiotis¹, Arvin Ebrahimkhanlou¹, Salvatore Salamone¹ [¹University of Texas at Austin]
11:10 ~ 11:30	Damage Detection and Localization via Cross-Correlation on Metallic Panels under Ambient Loading				427
	YuSheng Chang¹, Fuh-Gwo Yuan¹ [¹North Carolina State University]
11:30 ~ 11:50	Algorithms for Guided Wave Detection of Corrosion in Ground Rods				463
	Sadegh Mahmoudkhani¹, Junhui Zhao¹, Nicholas Durham², Colin McKenzie, Karim Abdel-Hadi, Aftab Mufti, Douglas Thomson¹ [¹University of Manitoba, ²University of British Columbia]
11:50 ~ 12:10	Data-Driven Temperature Compensation on Lamb Waves				472
	Ahmad B. Zoubi¹, V John Mathews¹ [¹Oregon State University]
SPECIAL SESSION Vision-based Studies for SHM I
Chair:					Location:
Mohammad Jahanshahi & Werner Lienhart					380-380F
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
10:30 ~ 10:50	Modal Imaging of Portsmouth, New Hampshire Bridge for Video-Based Structural Health Monitoring				491
	Abe Davis¹ ², Justin G Chen², Travis M. Adams³, Hao Sun⁴, Erin S. Bell³, Frédo Durand², Oral Buyukozturk² [¹Cornell University, ²MIT, ³University of New Hampshire, ⁴Northeastern University]
10:50 ~ 11:10	Vision-based Decision Support for Flood Risk Assessment Using Google Street View Images				413
	Fu-Chen Chen¹, Mohammad Jahanshahi¹, David Johnson¹, Edward Delp¹ [¹Purdue University]
11:10 ~ 11:30	Infrastructure Mapping and Inspection using Mobile Ground Robotics				314
	Stephen Phillips¹, Nicholas Charron¹, Evan McLaughlin¹, Sriram Narasimhan¹ [¹University of Waterloo]
11:30 ~ 11:50	Pruning Deep Neural Networks for Efficient Edge Computing in Internet of Things: A Structural Health Monitoring Case Study				474
	Rih-Teng Wu¹, Ankush Singla², Mohammad R. Jahanshahi³, Elisa Bertino¹ [¹Purdue University, ²Research Assistant, ³Civil Engineering]
11:50 ~ 12:10	Dense 3D Displacement and Strain Measurement Framework of Miter Gates Using Computer Vision				154
	Yasutaka Narazaki¹, Vedhus Hoskere¹, Billie F. Spencer¹, Stuart Foltz², Matthew D. Smith³ [¹University of Illinois, Urbana-Champaign, ²United States Army Corps of Engineers, ³Coastal and Hydraulics Lab]
SPECIAL SESSION Acoustic Emission and Hybrid SHM I
Chair:					Location:
Victor Giurgiutiu & Emilio Di Lorenzo					380-380W
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
10:30 ~ 10:50	Lamb Wave-Based Depth Characterization of Acoustic Emission Sources in Complex Metallic Plate-Like Structures				103
	Brennan Dubuc¹, Arvin Ebrahimkhanlou¹, Stylianos Livadiotis¹, Salvatore Salamone¹ [¹University of Texas at Austin]
10:50 ~ 11:10	Multi Frequency Acoustic Emission Micromachined Transducers for Structural Health Monitoring				315
	Hanie Kazari¹, Didem Ozevin¹ [¹University of Illinois at Chicago]
11:10 ~ 11:30	Structural Health Monitoring of Adhesively-Bonded Hybrid Joints by Acoustic Emission				377
	Milad Saeedifar¹, Mohamed Nasr Saleh¹, Sofia Teixeira De Freitas¹, Dimitrios Zarouchas¹ [¹Delft University of Technology]
11:30 ~ 11:50	Integration of Distributed Optical Fibres and Piezoelectric Sensors for SHM of Composite Tubes				259
	Neha Chandarana¹, Emmanuel Ramasso², Constantinos Soutis¹, Matthieu Gresil¹ [¹The University of Manchester, ²Univ. Bourgogne Franche-Comté]
11:50 ~ 12:10	Location and Identification of Defects in the Gas Network by the Acoustic Emission Method				126
	Grzegorz Świt¹, Aleksandra Krampikwska¹, Wiesław Trąmpczyński¹ [¹Kielce University of Technology]
SPECIAL SESSION Integration of Physical Modeling Monitoring and Machine Learning for SHM I
Chair:					Location:
Eloi Figueiredo & Ionut Moldovan					380-380D
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
10:30 ~ 10:50	A Kriging Surrogate Model for Structural Health Monitoring of Miter Gates in Navigation Locks				144
	Yichao Yang¹, Ramin Madarshahian², Michael D. Todd¹ [¹University of California San Diego, ²University of California  San Diego]
10:50 ~ 11:10	Automated Infrastructure Inspection based on Digital Twins and Machine Learning				23
	Ernst Forstner¹, Peter Furtner, Albrecht Karlusch [¹Palfinger Structural Inspection GmbH]
11:10 ~ 11:30	A General Representation for Assessing the Similarity of Structures				199
	Julian Gosliga¹, Keith Worden¹ [¹The University of Sheffield]
11:30 ~ 11:50	Grey-box Modelling for Structural Health Monitoring; physical constraints on machine learning algorithms.				203
	Elizabeth Cross¹, Timothy Rogers¹, Thomas Gibbons¹ [¹University of Sheffield]
11:50 ~ 12:10	Hierarchical Convolutional Neural Networks for Activity Source Detection in Building Floors				458
	Ali Lenjani¹, Chul Min Yeum², Shirley Dyke¹, Ilias Bilionis¹, Jongseong Choi¹, Alana Lund¹, Amin Maghareh¹ [¹Purdue University, ²University of Waterloo]
SPECIAL SESSION Recent Advances on Data Processing Techniques for Ultrasonics-based SHM I
Chair:					Location:
Salvatore Salamone					380-380Y
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
10:30 ~ 10:50	Single Sensor Localization and Characterization of Acoustic Emission Sources in Metallic Panels: A Deep Learning Approach				102
	Arvin Ebrahimkhanlou¹, Melanie B Schneider¹, Brennan Dubuc¹, Salvatore Salamone¹ [¹The University of Texas at Austin]
10:50 ~ 11:10	Location Specific Temperature Compensation of Guided Wave Signals Applied to Pipe Inspections				84
	Stefano Mariani¹, Peter Cawley¹ [¹Imperial College London]
11:10 ~ 11:30	Learning Guided Wave Dispersion Curves from Multi-Path Reflections with Compressive Sensing				486
	Joel B. Harley¹, K. Supreet Alguri², Harsha Vardhan Tetali¹, Soroosh Sabeti² [¹University of Florida, ²University of Utah]
11:30 ~ 11:50	The Characterization of Weld Morphology using Ultrasonics				549
	Lu Zhang¹, Gorkem Okudan¹, Ernesto Indacochea¹, Didem Ozevin¹ [¹University of Illinois at Chicago]
11:50 ~ 12:10	Identification of Active and Passive Sources using Elastic Waves and Computational Intelligence				46
	Daniel Frank Hesser¹, Georg Kocur¹, Bernd Markert¹ [¹RWTH Aachen University]
SPECIAL SESSION Human Performance Monitoring I
Chair:					Location:
Kenneth Loh & Toshihide Kashima					Hewlett 101
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
10:30 ~ 10:50	Wireless Electronic Tattoos				85
	Nanshu Lu¹, Hyoyoung Jeong¹ [¹University of Texas at Austin]
10:50 ~ 11:10	Physics-Guided Model Transfer for Human Gait Monitoring using Footstep-Induced Floor Vibration				303
	Mostafa Mirshekari¹, Jonathon Fagert¹, Shijia Pan¹, Pei Zhang¹, Hae Young Noh¹ [¹Carnegie Mellon University]
11:10 ~ 11:30	Vibration Source Separation for Multiple People Gait Monitoring Using FootstepInduced Floor Vibrations				304
	Jonathon Fagert¹, Mostafa Mirshekari¹, Shijia Pan¹, Pei Zhang¹, Hae Young Noh¹ [¹Carnegie Mellon University]
11:30 ~ 11:50	Compressive Sensing Based Indoor Human Positioning Using A Single Thermopile Point Detector				108
	Libo Wu¹, Ya Wang¹ [¹Texas A&M University]
11:50 ~ 12:10	Bone Fracture Sensing and Acoustic Data Communication				24
	Jochen Moll¹, Mit B. Bhavsar¹, Christian Kexel¹, John H. Barker¹ [¹J.W. Goethe-University Frankfurt am Main]
SPECIAL SESSION Use of Optical MEMS/NEMS and CNT Sensors for Structural Health Monitoring Systems
Chair:					Location:
Jayantha Epaarachchi					380-380X
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
10:30 ~ 10:50	Detection Sensitivity Analysis for a Potential Drop (PD) Structural Health Monitoring (SHM) System				223
	Seth Kessler¹, Christopher Dunn¹, Paul Swindell², William Meeker³ [¹METIS DESIGN CORPORATION, ²FAA, ³Iowa State University]
10:50 ~ 11:10	Investigation of FBG sensor performance in detection of delamination damge in a half-conical shape composite component				62
	Ayad Kakei¹, Jerry Manuela¹, Vishwas Srinivasan¹, Arvind Sharda¹, Mainul Islam¹, Jayantha Epaarachchi¹ [¹University of Southern Queensland]
11:10 ~ 11:30	Fibridge: Embedded fiber-optic sensing for low-cost, high resolution monitoring in bridges and critical structures				298
	Ajay Raghavan¹, Kyle Arakaki¹, Hong Yu¹, Peter Kiesel¹, Tuan Nguyen², Tuan Ngo², Dusan Stojkovic³ [¹Palo Alto Research Center (PARC, a Xerox Company), ²University of Melbourne, ³VicTrack]
11:30 ~ 11:50	Study on Local Scouring Monitoring of Hangzhou Bay Bridge				166
	Jian Guo¹, Jiyi Wu¹, Jinquan Wang² [¹Zhejiang Unversity of Technology, ²Hangzhou Bay Bridge Development Co., Ltd.]
11:50 ~ 12:10	Maglev Obstacle Detection System Based on Laser Radar				86
	Lianbi Yao¹, Shaohua Zhang¹, Changcai Qin¹, Gilbert KATABARWA MURENZI¹ [¹Tongji University, Shanghai]
SPECIAL SESSION Sensing Technologies for Evaluation and Characterization of Concrete Materials I
Chair:					Location:
Jinying Zhu & Ying Zhang					Hewlett 201
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
13:40 ~ 14:00	Prediction of Volumetric Strain in Concrete Due to ASR Reactions Using Acoustic Emission Technique and Artificial Neural Network				217
	Taeyong Shin¹, Vafa Soltangharaei², Paul Ziehl², Ying Zhang¹ [¹Georgia Institute of Technology, ²University of South Carolina]
14:00 ~ 14:20	A New Thermal Integrity Method for Pile Anomaly Detection				227
	Qianchen Sun¹, Mohammed Elshafie² [¹University of Cambridge, ²Qatar University]
14:20 ~ 14:40	Fabrication of Self-Sensing Carbon Fiber Cementitious Composites: Best Practices				351
	Niloofarsadat Heirani¹, Ahmed Abouhussien¹, Karl Peterson¹, Fae Azhari¹ [¹University of Toronto]
14:40 ~ 15:00	Rapid Condition Evaluation of Concrete Pavement with Automated Acoustic Scanning System				455
	Suyun Ham¹, Sanggoo Kang¹, Dafnik Saril Kumar David [¹University of Texas at Arlington]
Sensors and Actuators I
Chair:					Location:
Pete Carini & Wen Shen					380-380C
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
13:40 ~ 14:00	Evaluation of Commercially Available Sensors for Soil Stress Measurements				387
	Fredric Fong¹, Mason Ghafghazi¹, Fae Azhari¹ [¹University of Toronto]
14:00 ~ 14:20	Soft Material Actuation and Shape-Change through Ultrasonic Atomization				489
	Han-Joo Lee¹, Noe Melchor¹, Kenneth Loh¹ [¹UC San Diego]
14:20 ~ 14:40	Planar Array Capacitive Imaging for Characterizing Subsurface Composite Damage				509
	Sumit Gupta¹, Hyung (Eric) Kim, Han-Joo Lee¹, Hyonny Kim¹, Kenneth J. Loh¹ [¹UC San Diego]
14:40 ~ 15:00	Design of Embedded Wireless Sensors for Real-Time and In-Situ Strain Sensing of Fiber Reinforced Composites				443
	Relebohile G. Qhobosheane¹, Sujjatul Islam¹, Muthu Ram Prabhu Elenchezhian¹, Vamsee Vadlamudi¹, Rassel Raihan², Kenneth Reifsnider², Wen Shen¹ [¹University of Texas at Arlington, ²University of Texas at Arlington Research Institute]
SPECIAL SESSION Distributed and Quasi-distributed Fiber-optic and Electrical Sensors and Associated Data Analysis and Management I
Chair:					Location:
Branko Glisic & Daniele Zonta					Hewlett 103
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
13:40 ~ 14:00	Large Area Electronics Based Sensing Sheet for Strain Monitoring and Damage Detection of Bridges				283
	Vivek Kumar¹, Levent E. Aygun¹, Naveen Verma¹, James C. Sturm¹, Branko Glišić¹ [¹Princeton University]
14:00 ~ 14:20	In-situ Assessment of Curvature and Bending Characteristics along Geotechnical Structures using Distributed Fiber Optic Sensors				340
	Christoph Martin Monsberger¹, Werner Lienhart¹ [¹Graz, University of Technology]
14:20 ~ 14:40	One Hundred Years of Strain Sensing in Civil Structural Health Monitoring				480
	Branko Glisic¹ [¹Princeton University]
14:40 ~ 15:00	Distributed Sensing to Assess Bond Degradation				373
	Zachary Broth¹, Neil Hoult¹ [¹Queen's University]
SPECIAL SESSION Guided Waves in Structures for SHM II
Chair:					Location:
W. Ostachowicz & Marcus Perry					Hewlett 200
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
13:40 ~ 14:00	Damage Detection in Integrated Circuit Packages using Ultrasonic Guided Wave and Clustering Algorithm				224
	Hyunseong Lee¹, Guoyi Li¹, Aditi Chattopadhyay¹, Rajesh K Neerukatti², Kuang C Liu² [¹Arizona State University, ²Intel Corporation]
14:00 ~ 14:20	Application of Ultrasonic Guided Waves for Surface Roughness Measurement				11
	Mark Jahanbin¹, Sridhar Santhanam², Jeong-Beom Ihn³, Alison McMillan⁴ [¹The Boeing Company, ²Villanova University, ³Boeing, ⁴Wrexham Glyndwr University]
14:20 ~ 14:40	Parameterization of Spatial Ultrasonic Wavefront via Laser Ultrasonic Techniques				242
	See Yenn Chong¹, Michael D Todd¹ [¹University of California San Diego]
14:40 ~ 15:00	Nonlinear Guided Waves for Fatigue Crack Detection in a Steel Joint				93
	Yu Fung Lee¹, Ye Lu², Wing Kong Chiu¹, Iman Salehi¹ [¹Monash University, ²Monash Univeristy]
SPECIAL SESSION Vision-based Studies for SHM II
Chair:					Location:
Mohammad Jahanshahi & Slim Soua					380-380F
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
13:40 ~ 14:00	Optimized and Tailorable Speckle Pattern Generation Approach for Digital image Correlation Applications in SHM				442
	Melvin Mathew¹, Brian Wisner², Shakerur Ridwan¹, Matthew McCarthy¹, Ivan Bartoli¹, Antonios Kontsos¹ [¹Drexel University, ²Ohio University]
14:00 ~ 14:20	Damage Visualization of Scattered Ultrasonic Wavefield via Integrated High-speed Camera System				309
	Huan-Yu Chang¹, Fuh-Gwo Yuan¹ [¹North Carolina State University/ National Institute of Aerospace]
14:20 ~ 14:40	Monitoring Post-tensioned Miter Gate Diagonals using Vision-based Vibration Measurements				153
	Brian Eick¹, Yasutaka Narazaki¹, Matthew D. Smith², Billie F. Spencer³ [¹University of Illinois, Urbana-Champaign, ²United States Army Corps of Engineers, ³University of Illinois]
14:40 ~ 15:00	UAV-based Non-contact Fatigue Crack Monitoring of Steel Structures				511
	Sdiq Anwar Taher¹, Jian Li¹, William Collins¹, Caroline Bennett¹ [¹The University of Kansas]
SPECIAL SESSION Acoustic Emission and Hybrid SHM II
Chair:					Location:
Victor Giurgiutiu & Debbie Senesky					380-380W
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
13:40 ~ 14:00	Clustering Acoustic Emission Time-series using Unsupervised-shapelets				134
	Emmanuel Ramasso¹, Pauline Butaud¹, Vincent Placet¹, Thomas Jeannin¹, Fabrizio Sarasini² [¹FEMTO-ST Institute, ²Sapienza-Universita di Roma]
14:00 ~ 14:20	Acoustic Emission Sensing using MEMS for Structural Health Monitoring: Demonstration of a Newly Designed Capacitive Micro Machined Ultrasonic Transducer				318
	Redha Boubenia¹, Gilles Bourbon¹, Patrice Le Moal¹, Eric Joseph¹, Emmanuel Ramasso¹, Vincent Placet¹ [¹FEMTO-ST institute, Univ. Bourgogne Franche-Comté, CNRS]
14:20 ~ 14:40	Acoustic Emission Signal of Composite Structure Decomposition by Empirical Wavelet Transform				359
	Shaopeng Dong¹, Mei Yuan¹, Qiusheng Wang¹, Zongxia Jiao¹ [¹Beihang University]
14:40 ~ 15:00	Filtering Analysis of Acoustic Emission Parameters for Damage Fracture Characterization of Reinforced Concrete Beam Subjected to Four-point Bending				44
	Yubo Jiao¹, Yao Zhang¹, Lidong Zhang¹, Yunpeng Zhao², Tianlai Yu² [¹Beijing University of Technology, ²Northeast Forestry University]
SPECIAL SESSION Integration of Physical Modeling Monitoring and Machine Learning for SHM II
Chair:					Location:
Eloi Figueiredo &  Ionut Moldovan					380-380D
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
13:40 ~ 14:00	On Current Trends in Forward Model-Driven SHM				282
	Paul Gardner¹, Robert J. Barthorpe¹ [¹University of Sheffield]
14:00 ~ 14:20	SHM of Bridges by Improved Complete Ensemble Empirical Mode Decomposition with Adaptive Noise (ICEEMDAN) and Clustering				64
	Rick M. Delgadillo¹, Joan R. Casas¹ [¹Technical University of Catalonia (UPC-BarcelonaTech)]
14:20 ~ 14:40	Machine Learning based Tensile Force Estimation for PSC Girder using Embedded EM Sensor				249
	Junkyeong Kim¹, Byung-Joon Yu¹, Ju-Won Kim¹, Seunghee Park¹ [¹Sungkyunkwan University]
14:40 ~ 15:00	Damage Identification of Sandwich Panel with Truss Core by Integrating Deep Learning Technique				550
	Yabo Wang¹, Lingling Lu¹, Hongwei Song¹, Weimin Chen¹, Chenguang Huang¹ [¹Chinese Academy of Sciences]
SPECIAL SESSION Recent Advances on Data Processing Techniques for Ultrasonics-based SHM II
Chair:					Location:
Salvatore Salamone & Gail Hickman					380-380Y
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
13:40 ~ 14:00	The Unidirectional Excitation of Guided Waves with an Increased Power using Multiple Transducer Arrays in Pipelines for Structural Health Monitoring				58
	Xudong Niu¹, Kong Fah Tee¹, Hugo R. Marques² [¹University of Greenwich, ²TWI]
14:00 ~ 14:20	Entropy-Based Damage Evaluation of Composite Structure and its Application to Structural Health Management				213
	Hossain Ahmed¹, Mohammadsadegh Saadatzi¹, Subir Patra¹, Sourav Banerjee¹ [¹University of South Carolina]
14:20 ~ 14:40	Spatial Integration of Baseline-free Damage Detection Algorithms based on Dual-PZT for the Structural Health Monitoring of Anisotropic Composite Aeronautic Structures				176
	Emmanuel LIZE¹, Marc REBILLAT², Nazih MECHBAL², Christian Bolzmacher [¹CEA, ²ENSAM-CNAM-CNRS]
14:40 ~ 15:00	Intelligent Damage Detection of Composite Structure Based on Convolutional Neural Network and Wavelet Transform				48
	Xuebing Xu¹, Jun Wu¹, Guoqiang Li¹, Pengfei Guo¹ [¹Huazhong University of Science and Technology]
SPECIAL SESSION Human Performance Monitoring II
Chair:					Location:
Kenneth Loh & Paul Thorley					Hewlett 101
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
13:40 ~ 14:00	Monitoring Pressure Distributions at Human-Socket Prostheses Interfaces using Graphene-Fabric Sensors				426
	Yun-An Lin¹, Sumit Gupta¹, Andrew Pedke², Kenneth J. Loh¹ [¹UC San Diego, ²LIM Innovations]
14:00 ~ 14:20	Stretchable Ultrasonic Transducer Arrays for Three-Dimensional Imaging on Complex Surfaces				457
	Xuan Zhu¹, Hongjie Hu², Simone Sternini², Sheng Xu², Francesco Lanza di Scalea² [¹University of Utah, ²University of California, San Diego]
14:20 ~ 14:40	An Ultrasonic Stress Wave Approach on Quantitative Osseointegration Assessment of a Novel Implant				237
	Ben Vien¹, Wingkong Chiu¹, Matthias Russ², Mark Fitzgerald² [¹Monash University, ²The Alfred Hospital]
14:40 ~ 15:00	Video Monitoring of Tourist Density in Cultural Heritage Sites				317
	Zheng Zou¹, Yajing Di², Anping Xie², Peng Zhao², Xuefeng Zhao¹ [¹Dalian University of Technology, ²The Palace Museum]
SPECIAL SESSION The Impact of Engineering Informatics: The Law Legacy in the Field of Structural Health Monitoring I
Chair:					Location:
Hoon Sohn & Anne S. Kiremidjian					380-380X
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
13:40 ~ 14:00	Sensing Social Systems: Towards a True Objective Resilience Framework				484
	Katherine A. Flanigan¹, Peng Sun¹, Jerome P. Lynch¹ [¹University of Michigan]
14:00 ~ 14:20	Linkage between a 3D Bridge Model and an IoT Information Model				518
	Nobuyoshi Yabuki¹, Seiki Koyama¹, Tomohiro Fukuda¹ [¹Osaka University]
14:20 ~ 14:40	A Support Vector Regression-Based Approach Towards Decentralized Fault Diagnosis in Wireless Structural Health Monitoring Systems				264
	Maria Steiner¹, Dmitrii Legatiuk¹, Kay Smarsly¹ [¹Bauhaus University Weimar]
14:40 ~ 15:00	Validation of an Ultra-Low-Cost Wireless Structural Health Monitoring System for Civil Infrastructure				273
	Kay Smarsly¹, Everett M. Mthunzi¹, Oliver Hahn², Josephine Planer² [¹Bauhaus University Weimar, ²MKP GmbH]
Environmental and Operational Effects
Chair:					Location:
Dryver Huston & Zhu Mao					Hewlett 102
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
13:40 ~ 14:00	Investigation of Broadband High-Frequency Stochastic Actuation for Active-Sensing SHM under Varying Temperature				439
	Shabbir Ahmed¹, Fotis Kopsaftopoulos¹ [¹Rensselaer Polytechnic Institute]
14:00 ~ 14:20	Damage Localization with SP2E under Changing Conditions				96
	Stefan Wernitz¹, Dorian Pache¹, Tanja Griessmann¹, Raimund Rolfes¹ [¹Leibniz University Hannover]
14:20 ~ 14:40	A Temperature-driven One-Class Support Vector Machine Method for Anomaly Detection				115
	Yanjie Zhu¹, Irwanda Laory², Yi-Qing Ni¹ [¹The Hong Kong Polytechnic University, ²The University of Warwick]
14:40 ~ 15:00	Damage Detection of Reinforced Concrete Bridge Considering Temperature Influence based on AANN and FCM-PSO				123
	Xianqiang Wang¹, Jiandong Zhang¹ [¹JSTI GROUP]
SPECIAL SESSION Sensing Technologies for Evaluation and Characterization of Concrete Materials II
Chair:					Location:
Jinying Zhu & Ying Zhang					Hewlett 201
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
15:20 ~ 15:40	Ultrasonic-Acoustic Emission Hybrid System for Monitoring Concrete Structures Affected by Alkali-Silica Reaction				332
	Hongbin Sun¹, Yalei Tang¹, Clayton Malone¹, Jiong Hu¹, Jinying Zhu¹ [¹University of Nebraska-Lincoln]
15:40 ~ 16:00	Monitoring Cracks with Nonlinear Coda Wave Interferometry (NCWI): Numerical and Experimental Results				179
	Guangzhi Chen¹, Odile Abraham¹, Damien Pageot¹, Olivier Durand¹, Mathieu Chekroun², Vincent Tournat² [¹IFSTTAR, ²Le Mans University]
16:00 ~ 16:20	Towards Embedded Fiber Optics for the Ultrasonic Monitoring of Concrete				221
	Simon Nehr¹, Odile Abraham², Nicolas Roussel¹, Guillaume Laffont¹, Tom Druet¹, Bastien Chapuis¹ [¹CEA, ²IFSTTAR]
16:20 ~ 16:40	Recognition of the Distress in Concrete Pavement using Deep Learning Based on GPR Image				14
	Juncai Xu¹, Zhenzhong Shen¹ [¹Hohai University]
Sensors and Actuators II
Chair:					Location:
Prakash Patnaik & Gian Paolo Cimellaro					380-380C
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
15:20 ~ 15:40	Influence of Production and Environmental Parameters on the behaviour of hybrid Piezo / Temperature Sensors for Production and Structural Health Monitoring of Composite Structures				5
	Michael Scheerer¹, Zoltan Simon¹, Michael Marschler¹, Bernhard Rittenschober² [¹Aerospace & advanced Composites GmbH, ²ALPEX Technologies GmbH]
15:40 ~ 16:00	Mechanoluminescent-Perovskite Pressure Sensor for Structural Health Monitoring				75
	Md Abu Shohag¹, G. Ryan Adams², Vincent Obiozo Eze², Tony Ichite², Lucas Braga Carani², Okenwa Okoli² [¹FAMU, ²FSU]
16:00 ~ 16:20	A Thickness Monitoring Solution for Pipeline Integrity Management and Corrosion Detection				405
	Natalia Garban¹, Rodrigo Rueda¹, Ali Khadimallah¹, Slim Soua² [¹TWI, ²Fullagar Technologies ltd]
16:20 ~ 16:40	Development of a High Temperature Ultrasonic SHM System Using Glass Couplant				130
	Robert A. Pritchard¹ [¹Wood]
SPECIAL SESSION Distributed and Quasi-distributed Fiber-optic and Electrical Sensors and Associated Data Analysis and Management II
Chair:					Location:
Branko Glisic & Daniele Zonta					Hewlett 103
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
15:20 ~ 15:40	Measurement Accuracy of Distributed Sensing Fibers Embedded within Capillaries of Solid Structures				70
	Yuzhe Xiao¹, Calvin Rans¹, Dimitrios Zarouchas¹, Rinze Benedictus¹ [¹Delft University of Technology]
15:40 ~ 16:00	Durability and Mechanical Properties of Optical Fiber Strain Sensing Cable for Structural Health Monitoring in Harsh Environment				105
	Arianna Piccolo¹, Sylvie Delepine-Lesoille¹, Etienne Friedrich², Shasime Aziri² [¹Andra, ²Solifos AG]
16:00 ~ 16:20	Full-length Tunnel Structural Monitoring				319
	Daniele Inaudi¹, Roberto Walder¹ [¹SMARTEC SA]
16:20 ~ 16:40	Durability of Distributed Optical Fiber Sensors used for SHM of Reinforced Concrete Structures				378
	Ismail Alj¹, Marc Quiertant¹, Aghiad Khadour¹, Quentin Grando², Karim Benzarti¹ [¹IFSTTAR, ²IRSN]
SPECIAL SESSION Guided Waves in Structures for SHM III
Chair:					Location:
W. Ostachowicz & Ying Wang					Hewlett 200
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
15:20 ~ 15:40	Passive Tomography by Elastic Guided Wave for Corrosion Detection in Pipelines				401
	Huu Tinh Hoang¹, Tom Druet¹, Bastien Chapuis¹, Emmanuel Moulin² [¹CEA List, ²Université Polytechnique Hauts-de-France]
15:40 ~ 16:00	Numerical and Experimental Investigation of Multilayer Delamination Detection in Composites				225
	Hanfei Mei¹, Victor Giurgiutiu¹ [¹University of South Carolina]
16:00 ~ 16:20	Health Monitoring Of Composite Structures By Combining Ultrasonic Wave Data				52
	Marcus Haywood-Alexander¹, Keith Worden¹, Robert Barthorpe¹, Ramon Fuentes¹, Tim Rogers², Nikolaos Dervilis¹ [¹University Of Sheffield, ²University of Sheffield]
16:20 ~ 16:40	Hybrid Modeling of Elastic Wave Propagation: Domain Coupling and Stability				531
	Siddhesh Raorane¹, Tadeusz Uhl¹, Pawel Packo¹ [¹AGH – University of Science and Technology]
System Identification and Structural Dynamics
Chair:					Location:
William Meeker & Nathan Wells					380-380F
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
15:20 ~ 15:40	On the Potential of Dynamic Substructuring Methods for Model Updating				104
	Thomas Simpson¹, Vasilis K. Dertimanis¹, Costas Papadimitriou², Eleni N. Chatzi¹ [¹ETH Zurich, ²University of Thessaly]
15:40 ~ 16:00	Methodology for Real-Time State Estimation at Unobserved Locations for Structures Experiencing High-Rate Dynamics				2
	Austin Downey¹, Jonathan Hong², Bryan Joyce³, Jacob Dodson⁴, Chao Hu⁵, Simon Laflamme⁵ [¹University of South Carolina, ²Applied Research Associates, ³University of Dayton Research Institute, ⁴Air Force Research Laboratory, ⁵Iowa State University]
16:00 ~ 16:20	Non-Destructive Testing for Damage Detection in Composite Materials				25
	Emilio Di Lorenzo¹, Quirino Lorenzo Bernabei², Bart Peeters¹ [¹Siemens Industry Software NV, ²University of Rome "La Sapienza"]
16:20 ~ 16:40	Vibration-Based Damage Identification of Sandwich Panels with Truss Core				533
	Lingling Lu¹, Jie Le¹, Yabo Wang¹, Hongwei Song¹, Chenguang Huang¹ [¹Chinese Academy of Science]
SPECIAL SESSION Human-Machine Interfaces for Structural Inspection
Chair:					Location:
Fernando Moreu & Marc Rebillat					380-380W
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
15:20 ~ 15:40	Subsurface Infrastructure Asset Monitoring with Geophysical Sensors and Augmented Reality				515
	Dryver Huston¹, Tian Xia¹, Mauricio Pereira¹, Dylan Burns¹, Daniel Orfeo¹ [¹University of Vermont]
15:40 ~ 16:00	Unmanned Vehicles for Lightning Protection System Inspection and Maintenance				384
	David Mascarenas¹, Ashlee Liao¹, John Morales¹, Frederick Berl¹, Shawn Hailey¹, ²James Milligan¹, Dennis Vigil¹, Adam Smith¹, Robert Van Winkle¹ [¹LANL]
16:00 ~ 16:20	Remote Sensing Using Augmented Reality and Low-Cost Sensors				292
	Marlon Aguero¹, Dilendra Maharjan¹, Soamiya Chavez¹, Maria del Pilar Rodriguez¹, David Mascarenas², Fernando Moreu¹ [¹The University of New Mexico, ²Los Alamos National Laboratory]
16:20 ~ 16:40
SPECIAL SESSION Higher Level Inspection by Instrumenting Bridges - Implementing SHM into the Codes
Chair:					Location:
Douglas Thomson & Nazih Mechbal					380-380D
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
15:20 ~ 15:40	Monitoring based Risk Assessment and Asset Management of Civil Infrastructures				329
	Helmut Wenzel¹ [¹WENZEL Consult]
15:40 ~ 16:00	A Case for Adding an Inspection Level Related to SHM for Bridge Evaluation by CHBDC				376
	Aftab Mufti¹,Farnaz Raeisi¹, Basheer Algohi¹, Baidar Bakht¹, Huma Khalid¹ [¹University of Manitoba]
16:00 ~ 16:20	A Simple Low-Cost Solution for Bridge Scour Monitoring Using Photoelectric Sensors				418
	Mohammed Farooq¹, Fae Azhari², Nemkumar Banthia¹ [¹University of British Columbia, ²University of Toronto]
16:20 ~ 16:40	Structural Health Monitoring (SHM) Innovation or Novelty – The Move to Fleet Level SHM				453
	Douglas Thomson¹, Basheer Algohi¹, Brian Westcott², Evangeline Murison³ [¹University of Manitoba, ²Intelligent Structures Inc., ³Government of Manitoba]
SPECIAL SESSION  Diagnostics and Prognostics of Composite Structures towards a Condition-based Maintenance Framework I
Chair:					Location:
Dimitrios Zarouchas & Theodoros Loutas					380-380Y
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
15:20 ~ 15:40	An Efficient Augmented Reality (AR) System for Enhanced Visual Inspection				90
	Shaohan Wang¹, Sakib Ashraf Zargar¹, Cheryl Xu¹, Fuh-Gwo Yuan¹ [¹North Carolina State University]
15:40 ~ 16:00	Composite Material Remaining Useful Life Estimation using an IoT-Compatible Probabilistic Modeling Framework				440
	Krzysztof Mazur¹, Sarah Malik¹, Rakeen Rouf¹, Mohammadreza Bahadori¹, Mira Shehu¹, Melvin Matthew¹, Emine Tekerek¹, Brian Wisner², Antonios Kontsos¹ [¹Drexel University, ²Ohio University]
16:00 ~ 16:20	Damage Diagnosis and Prognosis In A Composite Structure By Surrogate Modelling and Particle Filtering				255
	Demetrio Cristiani¹, Claudio Sbarufatti¹, Marco Giglio¹ [¹Politecnico di Milano]
16:20 ~ 16:40	Optimal Decision Making for Cost-Effective SHM Planning				135
	Sunyong Kim¹, Dan M. Frangopol² [¹Wonkwang University, ²Lehigh University]
SPECIAL SESSION Multifunctional Materials and Structures I
Chair:					Location:
Kenneth Loh & Donghyeon Ryu					Hewlett 101
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
15:20 ~ 15:40	Damage Detection via Electrical Impedance Tomography in a Filament Wound Glass Fiber/Epoxy Composite Tube with Carbon Black Filler				88
	Akshay Jacob Thomas¹, Tyler N. Tallman¹ [¹Purdue University]
15:40 ~ 16:00	Developing Intelligent Structures and Devices using Novel Smart Materials and Multi-Material Multi-Method (m⁴) 3D Printing				59
	Devin Roach¹, Janet Wong¹, Xiao Kuang¹, Craig Hamel¹, Joshua Kovitz¹, H. Jerry Qi¹ [¹Georgia Institute of Technology]
16:00 ~ 16:20	Topological Design and Characterization of Piezoresistive Nanocomposites				78
	Long Wang¹, Gianmarco Vella¹, Wei-Hung Chiang², Kenneth J. Loh¹ [¹UC San Diego, ²National Taiwan University of Science & Technology]
16:20 ~ 16:40	Understanding Constitutive Relationship between Mechanoluminescence of ZnS:Cu-PDMS and Strain				473
	Alfred Mongare¹, Dominic Gallegos¹, Mariah Gammill¹, Willow Lindsey-Paek¹, Nikolai G. Kalugin¹, Donghyeon Ryu¹ [¹New Mexico Tech]
SPECIAL SESSION The Impact of Engineering Informatics: The Law Legacy in the Field of Structural Health Monitoring II
Chair:					Location:
Jerome Lynch & Kay Smarsly					380-380X
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
15:20 ~ 15:40	Fire and Rescue Operations in Extreme Winds				310
	Min Young Park¹, Hoi Gab Jeong², Soon-Duck Kwon² [¹National Fire Service Academy, ²Chonbuk National University]
15:40 ~ 16:00	Hierarchical Anomaly Detection using a Multi-output Gaussian Process				514
	Woojin Cho¹, Jinkyoo Park¹ [¹KAIST]
16:00 ~ 16:20	A Hybrid Architecture for Building Energy Optimization				468
	Karthik Krishnamurthy¹, Pradeep Singh, Nikhil Sriraman [¹Candela IoT]
16:20 ~ 16:40	Stress Monitoring Based on Lamb Waves Measurements and a Convolutional Neural Network				32
	Hyung Jin Lim¹, Hoon Sohn¹, Ohjun Kwon¹ [¹Korea Advanced Institute of Science and Technology (KAIST)]
SPECIAL SESSION Digital Twin of Civil Infrastructure
Chair:					Location:
Kamyab Zandi & Fernando Dotta					Hewlett 102
TIME	TUESDAY, SEPTEMBER 10				SUMBISSION ID
15:20 ~ 15:40	A UAV-Based Platform for Real-Time Damage and Defect Identification in Concrete Structures				561
	Elliot Ransom¹, Tanay Topac¹, Ruiqi Chen¹, Grayson Armour¹, Michael Charles Marsh, Jr.¹, Kamyab Zandi² [¹Stanford University, ²Chalmers University of Technology]
15:40 ~ 16:00	A Digital Twin of Bridges for Structural Health Monitoring				270
	Cong Ye¹, Liam Butler², Bartek Calka¹, Marat Iangurazov¹, Qiuchen Lu¹, Alastair Gregory³, Mark Girolami³, Campbell Middleton¹ [¹University of Cambridge, ²York University, ³The Alan Turing Institute]
16:00 ~ 16:20	Incorporation of Cracks in Finite Elements Modelling of Exiting Concrete Structures				187
	Mattias Blomfors¹, Kamyab Zandi¹, Karin Lundgren¹ [¹Chalmers University of Technology]
16:20 ~ 16:40	A Framework for Digital Twin of Civil Infrastructure – Challenges & Opportunities				424
	Kamyab Zandi¹, Elliot Harris Ransom², Tanay Topac², Ruiqi Chen², Surendra Beniwal², Mattias Blomfors¹, Jiangpeng Shu³, Fu-Kuo Chang² [¹Chalmers University of Technology, ²Stanford University, ³University of Southern Denmark]