ISRERM 2022: The 8th International Symposium on Reliability Engineering and Risk Management

PROCEEDINGS

Edited by
Michael Beer
Enrico Zio
Kok-Kwang Phoon
Bilal M. Ayyub

ISBN:978-981-18-5184-1

Publisher

RESEARCH PUBLISHING

MS01 Computational Methods and Applications for Stochastic Engineering Dynamics

MS-01-046	Dynamic analysis of steel hall exhibiting some mechanical uncertainties R.Bredow, and M. Kamiński	1 – 6
MS-01-052	Survival Probability of Nonlinear Oscillators Subject to Combined Periodic and Stochastic Excitation Rongyue Zhu, Wei Lv, Yuanjin Zhang, and Fan Kong	7 – 12
MS-01-059	Active Learning Framework for Estimating First-Passage Probability of Stochastic Wind-Excited Structural Systems J. Kim, S. Yi, and J. Song	13 – 17
MS-01-094	Dynamic Response and Reliability Analysis of Long-span High-pier Rigid Bridge Subjected to Multi-support and Multi-component Ground Motion Zixin Liu, Zhangjun Liu, and Xinxin Ruan	18 – 21
MS-01-139	Response of an MDOF Nonlinear System with Constraints Under Combined Deterministic and Non-stationary Stochastic Excitation P. Ni, V. C. Fragkoulis, F. Kong, I. P. Mitseas, and M. Beer	22 – 26
MS-01-140	Stochastic Response Analysis of a Piezoelectric Harvesting Device Subjected to Non-stationary Wind Loading G. D. Pasparakis, V. C. Fragkoulis, F. Kong, and M. Beer	27 – 33
MS-01-155	Failure Probability Estimation, a Short History: Concepts and Misconceptions K. Breitung	34 – 39
MS-01-175	First-passage Probability Estimation of Stochastic Dynamic Systems by a Parametric Approach Chen Ding, Chao Dang, Matteo Broggi, and Michael Beer	40 – 46
MS-01-212	Time-variant reliability analysis for high-dimensional nonlinear systems under non-white excitation based on the globally-evolving-based generalized density evolution equation Meng-Ze Lyu, and Jian-Bing Chen	47 – 51
MS-01-220	Stochastic process generation from relaxed power spectra utilising stochastic harmonic functions Marco Behrendt, Marius Bittner, and Michael Beer	52 – 58

MS02 Data-driven Inverse Methods for Uncertainty Quantification

MS-02-146	Comparison of state of the art sampling-based Bayesian Updating techniques M. B. Dodt, M. Kitahara, M. Broggi, and M. Beer	59 – 66
MS-02-208	On-line Bayesian Model Updating and Model Selection of a Piece-wise model for the Creep-growth rate prediction of a Nuclear component Adolphus Lye, Alice Cicirello, and Edoardo Patelli	67 – 74

MS04 Digital Methods in the Lifecycle of Infrastructure Systems to Enhance Reliability of Operation

MS-04-023	Machine Learning Techniques for Intelligent Life Cycle Management Y. Varabei, L. Lapidus, and T. Braml	75 – 82
MS-04-027	Obtaining Data from Concrete Structures J. Wimmer, and T. Braml	83 – 90
MS-04-042	Drone-based acquisition of as-built models for the automation of processes within the digital management of bridge assets F. Kaufmann, T. Tschickardt, and C. Glock	91 – 98
MS-04-126	Formulation and Comparison of Maintenance Strategies using BIM-based Life Cycle Analyses M. Müller, T. Zinke, and T.Ummenhofer	99 – 105
MS-04-133	Computing Characteristics for the Availability of Paths and its Application to a Communication Network H.Schäbe, and S. Grüter	106 – 110
MS-04-135	A Framework for Data and Structural Integrity Management for Support Structures in Offshore Wind Farms Based on Building Information Modelling L. Eichner, P. Gerards, R. Herrmann, R. Schneider, F. Hille, and M. Baeßler	111 – 117
MS-04-161	DigiPark - Digitization in parking garage maintenance C. Blut, and J. Blankenbach	118 – 124

MS05 Life-cycle Reliability of High-Speed Railway Structural System

MS-05-009	An effective method for load and resistance factors design based on third-moment transformation P.-P. Li, Z.-H. Lu, and Y.-G. Zhao	125 – 131
MS-05-056	Interface debonding reliability of CRTS II track slab-CA mortar Jun Wang, Zhao-Hui Lu, Xuan-Yi Zhang, and Yan-Gang Zhao	132 – 138
MS-05-107	Updating the Reliability of Degrading Structures Based on the Method of Moments Y.-T. Lu, P.-P. Li, and Y.-G. Zhao	139 – 146
MS-05-125	Time-Dependent Reliability Assessment Method for Horizontal Flexural Strength of the CRTS II Track Slab Chao-Huang Cai, Zhao-Hui Lu, and Yan-Gang Zhao	147 – 151

MS06 Machine Learning for Uncertianty Quantification and Structural Reliability

MS-06-055	Physic-informed probabilistic analysis with Bayesian machine learning in augmented space Fangqi Hong, Pengfei Wei, Jingwen Song, Matthias G.R. Faes, Marcos A. Valdebenito, and Michael Beer	152 – 159
MS-06-123	Estimation of response expectation function under hybrid uncertainties by parallel Bayesian quadrature optimization C. Dang, P. Wei, M. Faes, and M. Beer	160 – 165
MS-06-144	Propagation of Imprecise Probability descriptions via machine learning based optimization for robust reliability analysis A. Cicirello	166 – 172
MS-06-179	Uncertainty Quantification Over Spectral Estimation of Stochastic Processes Subject to Gapped Missing Data Using Variational Bayesian Inference Yu Chen, Edoardo Patelli, Michael Beer, and Ben Edwards	173 – 178

MS07 Maritime Safety and Smart Shipping

MS-07-156	Economic losses assessment of China's ports disruption under typhoon-induced extreme wind Zhenshiyi Tian,and Yi Zhang	179 – 186
MS-07-201	AIS data-based machine learning for unsupervised route planning of maritime autonomous surface, ships Huanhuan Li, Zaili Yang	187 – 193
MS-07-202	MOSES Autonomous tugboat swarm operation: Operational scenarios, requirements, and architecture Ventikos N.P., Louzis K., Themelis N., Oikonomidou H., Monios N., Mantouvalos E., Kampourakis M., Chondronasios A., Kokkorikos S., Chatzidouros E., and Kotsidis E.A.	194 – 201
MS-07-203	A human reliability assessment model for the cognitive process of MASS shore-based operator applied, to dynamic probabilistic risk assessment platform Tengfei wang, Mihai A. Diaconeasa, Mingyang Zhang, Yantao Zhu, and Su Han	202 – 209
MS-07-204	A systems engineering framework for the safety analysis of MASS Nikolaos P. Ventikos, and Alexandros Koimtzoglou	210 – 217
MS-07-207	Risk and Reliability Analysis for MASS A Bibliometric Review of literature from 2015 to 2021 Zhihong Li, Di Zhang, Bing Han, and Chengpeng Wan	218 – 225

MS08 Mini Symposium on Uncertainty-informed Asset Management

MS-08-062	Maintenance Decision-making for Infrastructure Systems Using, Clustering-based Cooperative Multi-Agent Deep Q-Network D. Lee, J. Song	226 – 230
MS-08-073	Analysis of inspection records to evaluate the prevalence of ageing in the UK's industrial asset, base C. Brown, S. Ferson, and M. de Angelis	231 – 237

MS09 Model Identification and Structural Reliability Analysis with Complex and/or Combined Uncertainty for Structural Dynamic Problem under Seismic Excitation

MS-09-022	On the Distribution of Structural Demand in Fragility Analysis Fang-Wen Geand Yan-Gang Zhao	238 – 243
MS-09-053	From "Structural Health Monitoring" to "Building Health Care" -Opportunities and Challenges- Lee, Sangwon, and Itoi, Tatsuya	244 – 248
MS-09-065	Structural Identification Based on Merging Particle Filter for Earthquake Response Y.Nomura	249 – 256
MS-09-066	Simulation of Design Response Compatible Acceleration Time Histories Considering the Fourier Phase Uncertainty and Their Application for Dynamic Analysis of Srtucture System T. SATO	257 – 264
MS-09-086	Assessing updated seismic performance of existing structures by stochastic model updating M. Kitahara, S. Bi, M. Broggiand M. Beer	265 – 270
MS-09-117	Seismic Resilience Assessment of Steel Frames Yan-Gang Zhao, and Fang-Wen Ge	271 – 276
MS-09-134	Frequency comparison of the pulse-like and non-pulse ground motions G. Chen, Y. Liu, and M. Beer	277 – 281
MS-09-154	Effect of Column Height on the Reliability of Seismically Isolated Bridges H. Matsuzaki	282 – 288
MS-09-157	Evaluation of the effect of bearing deterioration on the seismic hazard of the bridge S. Yotsui, M. Yasuda, and K. Izuno	289 – 295

MS10 Non-deterministic Model Updating and Health Monitoring with Uncertainty Treatment

MS-10-192

Hierarchical Bayesian Learning for Structural Damage Identification
Xinyu Jia, and Costas Papadimitriou

296 – 300

MS11 Novel Data Science for Disaster Prevention and Resilience of Civil Infrastructures

MS-11-076	Multi-scale and Multi-performance Urban Monitoring Based on Data-driven Techniques T. Yaoyama, T. Hida, T. Itoiand T. Takada	301 – 308
MS-11-085	Model Parameter Updating of the Seismic-Isolated Bridge Pier Using Modified TMCMC T.Kitahara, M. Kitahara, and M. Beer	309 – 312
MS-11-115	Resilience Assessment of Road Network Subjected to Ground Motion and Tsunami Caused by the, Earthquake Along the Japan Trench H. Ishibashi, M. Akiyamaand S. Koshimura	313 – 317
MS-11-142	Integrating Physical Prediction Methods and AI-based Satellite Data Analysis Methods, in Earthquake Damage Estimation H. Ishibashi, M. Akiyamaand S. Koshimura	318 – 322
MS-11-160	Classification of power spectra from data sets with high spectral variance for reliability, analysis of dynamic structures Marco Behrendt, Masaru Kitahara, Takeshi Kitahara, Liam Comerford, and Michael Beer	323 – 328
MS-11-163	Synthesis of Design Ground Motion for Nonlinear Analysis with Features Identified from, Records Satisfying Specified Condition Di Lin, and Riki Honda	329 – 336
MS-11-168	IMPROVEMENT ON RESILIENCE OF BRIDGE STRUCTURE BY RC COLUMN, EXHIBITING SELF-CENTERING MECHANISM ONLY DURING THE RECOVERY PHASE K.Uemura, and Y. Takahashi	337 – 344

MS12 Optimal Structural Design under Uncertainty

MS-12-019	Optimal shell design with polymorphic uncertain parameters M. Fina, C. Lauff, and W. Wagner	345 – 349
MS-12-039	A Bayesian Framework for Multiobjective Optimization of Stochastic Dynamical Systems H. Jensen, D. Jerez, and C. Figueroa	350 – 356
MS-12-041	Robust multi-fidelity optimization approach exploiting data-driven, non-linear model order C. Czech, A. Kaps, and F. Duddeck	357 – 363
MS-12-100	Reliability of Multi story CLT Shear Wall Structure Considering Connection Uncertainty John Thedy, Kuo-Wei Liao, and Sidi Mohammed Elachachi	364 – 368
MS-12-153	Estimation of First Excursion Probability in Stochastic Linear Dynamics by means of, Multidomain Line Sampling M. Valdebenito, P. Wei, J. Song, M. Beerand M. Broggi	369 – 372
MS-12-185	Adaptive Surrogate Modeling Approach for Structural Optimization Under Uncertainties P. Edler, S. Freitag, S. Schoen, and G. Meschke	373 – 380

MS13 Probabilistic Approaches in Geotechnical Engineering

MS-13-016	Reliability Assessment of Quay Walls Using Adaptive Meta-Modelling T. Schweckendiek, A.P.. van den Eijnden, M. Post, A.A. Roubos, and J. de Greef	381 – 386
MS-13-020	Quantitative Risk Assessment of Rainfall-Induced Landslides Using Random Finite Element and Material Point Methods (RFE-MPM) with Hydro-Mechanical Coupling X. Liu, and Y. Wang	387 – 391
MS-13-031	Optimization of LCC for Soil Improvement Using Bayesian Statistical Decision Theory J. Spross, S. Hintze, and S. Larsson	392 – 397
MS-13-037	Hierarchical Bayesian modelling for geotechnical parameter derivation A. Mavritsakis, T. Schweckendiek, A. M. Teixeira, and E. Smyrniou	398 – 405
MS-13-045	Bayesian Estimation for Subsurface Models using Spike-and-Slab Prior T. Shuku, and K.K. Phoon	406 – 409
MS-13-050	Application of Response Surface Method for Risk Evaluation of Earth-fill Dams S. Nishimura, T. Tateishi, T. Shibata, S. Kuroda, T. Kato, K. Kuribayashi, and N. Tanaya	410 – 412
MS-13-067	Using the Ensemble Data Assimilation for Stiffness Evaluation of an Embankment Yuxiang Ren, Shinichi Nishimura, Toshifumi Shibata, and Takayuki Shuku	413 – 418
MS-13-082	Observation Update of Model Parameters and Limit State Probabilities of Consolidation Settlement Prediction using Data Assimilation T. Nakamura, I. Yoshida and Hans T. Shuku	419 – 425
MS-13-083	Study on Autocorrelation Model for Spatial Distribution of Soil Properties using Gaussian Process Regression Y. Tomizawa, I. Yoshida and Y.Otake	426 – 431
MS-13-104	Full Probabilistic Analysis with FEM for the Retaining Wall of a Deep Excavation A. Ene, T. Schweckendiek and H. Popa	432 – 438
MS-13-188	Random Failure Mechanism Method in Optimal Borehole Placement for Shallow Foundation Design Under Spatially Variable Conditions M. Chwała, D. J. Jerez, H. A. Jensen and M. Beer	439 – 446
MS-13-189	Probabilistic Foundation Settlement using A Hardening Soil Model on Layered and Spatially Variable Soil Teshager D.K., Chwała M. and Puła W.	447 – 453
MS-13-44	3D Data-driven Site Characterization using Geotechnical Lasso with Basis Functions K.K. Phoon, and T. Shuku	454 – 459

MS14 Reliability Analysis and Prognostics for Complex Systems

MS-14-054	Remaining Useful Life Estimation of units Characterized by A Bathtub-Shaped Degradation Rate in The Presence of Random Effects M. Giorgio, A. Piscopo and G. Pulcini	460 – 467
MS-14-064	Understanding the Impact of the Operational Faults on Building Energy Performance Ashraf Alghanmi, Akilu Yunusa-Kaltungo and Rodger Edwards	468 – 474
MS-14-136	A New Method on System Reliability Analysis based on Survival Signature Theory Yide Zheng, Yi Zhang and Jiarui Lin	475 – 482
MS-14-200	Spatio-temporal Monitoring of Image Degradation for Manufacturing Process Munwon Lim and Suk Joo Bae	483 – 484

MS15 Reliability Analysis under Aleatoric and Epistemic Uncertainty

MS-15-018	Effect of Vertical Seismic on Dynamic Reliability Analysis of 2D Slopes Considering the Spatial Variability of Soil Parameters Yichuan Li, Rui Pang and Bin Xu	485 – 489
MS-15-061	Interval-Valued Probabilities: Reasons and Benefits of Application to Human Cognitive Reliability Model V. Krymsky, N. Solodilova and F. Akhmedzhanov	490 – 497
MS-15-141	Bounding Failure Probabilities in Imprecise Stochastic FE models Matthias G. R. Faes, Marc Fina, Marcos A. Valdebenito, Celine Lauff, Werner Wagner, Steffen Freitag and Michael Beer	498 – 501
MS-15-145	Estimation of Second-order Statistics of Buckling Loads Applying Linear and Nonlinear Analysis Marc Fina, Matthias G. R. Faes, Marcos A. Valdebenito, Werner Wagner, Matteo Broggi, Michael Beer and Steffen Freitag	502 – 507
MS-15-221	Random-interval hybrid reliability analysis by a parallel active learning Kriging method with a pseudo weighted expected risk function J. Liu, C. Dang and M. Beer	508 – 514

MS16 Reliability and Resilience of Critical Infrastructure Systems and Networks

MS-16-077	Use of Generalized Lambda Models For Seismic Fragility Analysis X. Zhu, M. Broccardo and B. Sudret	515 – 521
MS-16-095	Evaluation of Relative Importance of Network Components by System-reliability-based Disaster Resilience Analysis Y. Kwon and J. Song	522 – 529
MS-16-191	Resilience Decision-Making for Complex and Substructured Systems J. Salomon, J. Behrensdorf, N. Winnewisser, M. Broggi and M. Beer	530 – 537
MS-16-193	Active learning for system reliability analysis using PC-Kriging, subset simulation and sensitivity analysis P. Parisi, M. Moustapha, S. Marelli and B. Sudret	538 – 545

MS17 Resilience and Reliability Modelling of Critical Assets in the Age of Disasters & Pandemics

MS-17-008	A Resilience-based Asset Management Strategy Approach Using the Analytical Hierarchy Process A. Karar, A. Labib and D. Jones	546 – 553
MS-17-010	Development of a Framework for Implementing Asset Register Solutions L. English and A. Yunusa-Kaltungo	554 – 559
MS-17-011	An Analysis of the Practicality of Implementing Asset Management Systems in the Context of a Complex Cultural Environment G. Rivera, A. Yunusa-Kaltungo, R.M. Jungudo, B. Ali-Gombe and L. English	560 – 567
MS-17-030	Preliminary exploration of recursive feature elimination and empirical decomposition for building energy consumption prediction Qingyao Qiao, Akilu Yunusa-Kaltungo and Rodger Edwards	568 – 573
MS-17-174	Reliability Assessment and Optimal Maintenance Scheduling of a Photovoltaic System: A Nigerian Case Study Aisha Sa'ad, Aime Nyoungue, Zied Hajej, Akilu Yunusa-Kaltingo and Cyril Amaghionyeodiwe	574 – 578

MS18 Resilience Modeling for Risk-Informed Decision Support

MS-18-034	Interdependent Households-Buildings-Networks Community-Level Post-Hazard Functionality Assessment Methodology Omar M. Nofal, Nathanael Rosenheim, Jayant Patil, Xiangnan Zhou, John W. van de Lindt, Leonardo Duenas-Osorio, and Eun Jeong Cha	579 – 585
MS-18-069	Gaussian process-based optimization framework for community building portfolios considering resilience and sustainability objectives G.A. Anwar and Y. Dong	586 – 591
MS-18-096	Comparative Retrofit Prioritization Schemes for Electric Power Networks: Application to the community in Seaside, OR A. L. Beck, H. Talebiyan, E. J. Cha and L. Duenas-Osorio	592 – 599
MS-18-103	Reliability analysis of landslides based on the random finite element method (ISRERM 2022) Chengxin. Feng, Matteo. Broggi and Michael. Beer	600 – 605

MS19 Risk-based Damage Assessment and Prediction of Infrastructure Systems Subjected to Natural Hazards

MS-19-005	An explicit approach to estimating cumulative tropical cyclone damage Cao Wang and Hao Zhang	606 – 613
MS-19-058	Regression-based Estimation of Uncertainties in Engineering Demand Parameters of Building Structures for Regional Seismic Loss Assessment C. Kang, O. Kwon and J. Song	614 – 620
MS-19-088	Multi-Hazard Power Resilience Modelling using Synthetically Generated Distribution Networks C.Zhai, J. P. S. Chhabra, Y. Kim, S. D. Guikema and S. Patel	621 – 628
MS-19-105	Simulation and risk evaluation of possible superstorms hitting Europe's north sea coast Y. Sun, M. Bittner, Y. Zhang and M. Beer	629 – 634
MS-19-110	Practical Method for Estimating Acceleration Fourier Amplitude Spectrum at an Arbitrary Point M. Sugai, Y. Mori and Y. Mizutani	635 – 639

MS20 Risk-informed Digital Twins of Buildings, Bridges, Offshore Structures: Frameworks, Methods, and Tools

MS-20-024	Sourcing Uncertainty Data by Perception, Experience and Opinion – Methods and Procedures, Advantages and Challenges J. Mohammadi	640 – 647
MS-20-035	An open-source digital twin operational platform for the transparent management of information Matthew Bonney, Marco de Angelis, Mattia Dal Borgo and David Wagg	648 – 653
MS-20-080	Feature-oriented Digital Twins for Life Cycle Phases Using the Example of Reliable Museum Analytics W. Luther, E. Auer, D. Sacher and N. Baloian	654 – 661
MS-20-170	Utility of Information (UoI) for probabilistic fatigue monitoring U. Alibrandi, G. Du, S.D.R. Amador and R. Brincker	662 – 666
MS-20-171	Quantum-like Uncertainty Quantification (QUQ) for urban sustainability and resilience U. Alibrandi, E. Zio and K.M. Mosalam	667 – 676

MS21 Stochastic Finite Element Methods and their Applications on Model Updating

MS-21-070	A new homotopy approach for stochastic static model updating with large uncertain measurement errors Zhifeng Wu, Bin Huang, Jian Fan and Kaiyi Xue	677 – 683
MS-21-074	Homotopy stochastic residual error method for structural elastic stability analysis Heng Zhang and Bin Huang	684 – 691
MS-21-093	A New Method for the Response of A Random Plate Yejun Li and B. Huang	692 – 694
MS-21-113	A Sparse Grid Stochastic Collocation Method for Structural Reliability Analysis J. He, Y.-H. Duan and M.-J. Wang	695 – 697
MS-21-130	A New Stochastic Model Updating Method Based on Improved Cross-Model Cross-Mode Technique Hui Chen and Bin Huang	698 – 703

MS23 Reliability and Maintenance for Internet of ThinGSand 5G+ Networks

MS-23-186	Defending from Supply Chain Attacks Fabrizio Baiardi	704 – 709
MS-23-190	Development and Application of A Cyber-Physical System Resilience Assessment Framework B. Cassottana and G. Sansavini	710 – 718
MS-23-199	Modeling the System-Level Reliability towards a Convergence of Communication, Computing and Control Bin Han and Hans D. Schotten	719 – 723

GS01 Structural Reliability

GS-01-017	Fire resistance of simple steel beam-probability-based approach to evaluation M. Maslak	724 – 729
GS-01-124	The fatigue cumulative damage and reliability analysis of subway bogie structure based on the duration of stochastic process exceeding threshold Zhenhao Zhang, Mengmeng Tao, Wenbiao Li, and Hesheng Li	730 – 735
GS-01-219	The proposed rank-based active learning Kriging for efficient structural reliability analysis using weighted average simulation method. K. Sharifi-Nik, H. Ghohani-Arab, M. Rashki, and MGR. Faes	736 – 743

GS03 Risk Assessment and Management

GS-03-043	Achieving visibility and efficiency in reliability management by integrating RAM analysis with modern IoT platform Miikka Tammi,Tatu Pekkarinen, and Veli-Pekka Salo	744 – 749
GS-03-060	Probability distribution of vibration isolation area in phonon crystal arrays with finite length Xiaolei Li, Xuhong Zhou, and Yongtao Bai	750 – 754
GS-03-079	Dempster-Shafer Theory Based Uncertainty Models for Assessing Hereditary, BRCA1/2-Related Cancer Risk E. Auer, and W. Luther	755 – 762
GS-03-091	A Framework for Airport Functional Downtime Estimation due to Structural Impacts under Natural Hazards Jaskanwal P. S. Chhabra, Ph.D., Zhengxiang Yi, Ph.D., Youngsuk Kim, Ph.D., Deepak R. Pant, Ph.D., Greg Brunelle,M.S., M.A., and Shabaz Patel, M.S.	763 – 770
GS-03-101	Approximation Representation of Observed Strong Ground Motion Distribution using Mode Synthesis of Predicted Distributions. Y.Takahashi, and N. Nojima	771 – 778
GS-03-121	A Practical Framework for Evaluating the Seismic Resilience of Ports D. R. Pant, Y. Kim, J. P. S. Chhabra, and S. Patel	779 – 784
GS-03-129	Oil spill preparedness: Modelling challenges and implications for decision-making E.P. Ford, H.P. Lohne, and J.T. Selvik	785 – 792

GS05 Design under Uncertainty

GS-05-108

The Log-Rayleigh Distribution for Local Maxima of spectrally Represented Log-normal Processes
Jan Grashorn, Marius Bittner, Cao Wang, and Michael Beer

793 – 799

GS06 Prognostics and Maintenance

GS-06-149	Impact on Performances of a Condition-based Maintenance Policy of Misspecification of Gamma with Inverse Gaussian Degradation Process. Nicola Esposito, Bruno Castanier, Massimiliano Giorgio	800 – 807
GS-06-180	An Ontology for an Epigenetics Approach to Prognostics and Health Management A. Ruvinsky, M. Seale, C. Salter, and N. Garcia-Reyero	808 – 812

GS07 Health Monitoring and System Identification

GS-07-026

Identification of Material Parameters from Full-Field Displacement Data Using Physics-Informed Neural Networks
D. Anton, and H. Wessels

813 – 820

GS14 Other Topics

GS-14-036	Function-oriented Seismic Performance Assessment of Complex Systems Zuo Haopeng, Shang Qingxue, Li Jichao, and Wang Tao	821 – 825
	Author Index	827 – 830

Back Cover