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AIM4 - AI-BASED METHODS FOR THE SEISMIC ANALYSIS, DESIGN, AND EVALUATION OF STRUCTURES AND REGIONS
AIM4 - AI-BASED METHODS FOR THE SEISMIC ANALYSIS, DESIGN, AND EVALUATION OF STRUCTURES AND REGIONS
WEDNESDAY
AMBER 2 | Convenors: X. Lu, H. Burton, J. Song
09:00 - 09:12 A TEMPORAL FUSION TRANSFORMER FOR TIME HISTORY RESPONSE PREDICTION WITH STRUCTURAL STATIC COVARIATES
Z.H. Li, Q.T. Yang, Z. Wang, Q.X. Deng, Y.X. Gong, J. Teng
09:12 - 09:24 NEAR REAL-TIME LIQUEFACTION PREDICTION MODELING USING MACHINE LEARNING
C. Varone, F. Mori, A. Mendicelli, G. Ciotoli, G. Naso, M. Moscatelli
09:24 - 09:36 EARTHQUAKE FAULT MECHANISM PREDICTION USING AI ALGORITHMS APPLIED TO STRONG MOTION RECORDS
F. Y épez, D. Benítez, N. Perez, F. Grijalva
09:36 - 09:48 DEEP LEARNING-BASED MODAL COMBINATION RULE FOR RESPONSE SPECTRUM ANALYSIS OF BUILDING STRUCTURES
T. Kim, O. Kwon, J. Song
09:48 - 10:00 DEVELOPMENT OF A MACHINE-LEARNING-BASED WEB APPLICATION TOOL FOR PARAMETRIC DAMPER DESIGN
Y. Terazawa, T. Takeuchi, T. Miyazaki, Y. Ichikawa, R. Tomioka, K. Goto
10:00 - 10:12 AN ACTIVE-LEARNING-BASED ESTIMATION OF PLASTIC HINGE PARAMETERS IN RC COLUMNS THROUGH RANDOM FOREST
P.Y. Chen, K.C. Lee
10:12 - 10:15 DISCUSSION
MONITOR 1 | Convenors: X. Lu, H. Burton, J. Song
10:30 - 10:42 SURROGATE MODEL FOR FRAGILITY ASSESSMENT OF RETROFITTED UNREINFORCED MASONRY BUILDINGS
A. FathiAzar, S. Alfano, S. Cattari
10:42 - 10:54 COMPARATIVE STUDY ON THE PERFORMANCE OF METAHEURISTICS IN THE OPTIMIZATION OF SEISMIC DESIGNS
L. Velasco, H. Guerrero, A. Hospitaler, H. Saura
10:54 - 11:06 KNOWLEDGE-ENHANCED GRAPH NEURAL NETWORK FOR MATERIAL MINIMIZATION OF EARTHQUAKE-RESISTANT STRUCTURES
Y. Fei, W. Liao, X. Lu, H. Guan
11:06 - 11:18 RAPID SEISMIC DAMAGE EVALUATION OF RC FRAMES IN URBAN BUILDING CLUSTERS BASED ON MACHINE LEARNING
X. Song, R. Guo, X. Cheng, Y. Li, H. Zhang, Z. Liang, S. Wang
11:18 - 11:30 DUAL-BRANCH DEEP LEARNING MODEL FOR SEISMIC RESPONSE HISTORY PREDICTION OF BRIDGE PORTFOLIOS
C. Ning, Y. Xie
11:30 - 11:42 PLASTIC HINGE MODELING OF REINFORCED CONCRETE BEAM-COLUMN JOINTS USING ARTIFICIAL NEURAL NETWORKS
S. Guner, N. Suwal
11:42 - 11:45 DISCUSSION
MONITOR 2 | Convenors: X. Lu, H. Burton, J. Song
10:30 - 10:42 RAPID PREDICTION OF STRUCTURAL SEISMIC RESPONSES FOR THE SEISMIC RESILIENCE ASSESSMENT OF RC FRAMES
W. Wen, C. Zhang, C. Zhai
10:42 - 10:54 PHYSICS INFORMED NEURAL NETWORK FOR DYNAMIC RESPONSE ANALYSIS OF NONLINEAR STRUCTURAL SYSTEMS
F.N. Malik, J. Ricles, M. Yari
10:54 - 11:06 DEEP LEARNING-BASED AVERAGE SHEAR WAVE VELOCITY PREDICTION USING ACCELEROMETER RECORDS
B. Yilmaz, M. Turkmen, S. Meral, E. Akagunduz, S. Tileylioglu
11:06 - 11:18 INTELLIGENT DESIGN OF SHEAR WALL LAYOUT BASED ON DIFFUSION MODELS
Y. Gu, W. Liao, X. Lu
11:18 - 11:30 SPT- AND VS-BASED PROBABILISTIC EVALUATION OF SOIL LIQUEFACTION POTENTIAL USING EXPLAINABLE BOOSTING MACHINE
K. Jas, G.R. Dodagoudar
11:30 - 11:45 DISCUSSION
MONITOR 3 | Convenors: X. Lu, H. Burton, J. Song
10:30 - 10:42 SEQUENTIAL SEISMIC DAMAGE ASSESSMENT FOR SEMI-RIGID PC CONNECTIONS BASED ON MULTIFRACTAL DIMENSION
D. Yu, Z. He, Z. Zhao
10:42 - 10:54 AI FOR ASCE 41 LIFE SAFETY STRUCTURAL SEISMIC PERFORMANCE EVALUATION
P. Ranchal, D. Gaspar, E. Prado, A. Chu, I. Kim
10:54 - 11:06 STRUCTURAL DAMAGE IDENTIFICATION USING VIBRATING VIDEO AND CONVOLUTIONAL NEURAL NETWORKS
F. Guo, Y. Dong, Q. Su, X. Zhang, D. Fang, L. Liu, F. Li
11:06 - 11:18 STUDY ON BUILDING DAMAGE ESTIMATION OF VARIOUS DEEP LEARNING MODELS USING SEISMIC RESPONSE ANALYSIS
G. Nyamkhuu, A. Aoi, H. Tsunekawa, M. Yoshizawa, A. Kanbayashi, T. Hashiyama
11:18 - 11:30 A NOVEL SMART MECHANICAL SENSOR: TRAINING A REAL PHYSICAL SYSTEM AS A SIGNAL CLASSIFIER
Y. Feng, X. Lu
11:30 - 11:42 A HYBRID MACHINE LEARNING MODEL FOR LARGE-SCALE EARTHQUAKE DAMAGE PREDICTIONS TO BUILDINGS
J. Chhabra, L. Burks, Y. Kim, S. Patel
11:42 - 11:45 DISCUSSION
AMBER 2 | Convenors: X. Lu, H. Burton, J. Song
14:30 - 14:42 PHYSICS-INFORMED DEEP LEARNING FOR SEISMIC RESPONSE MODELING
R. Zhang, Y. Liu, H. Sun, G. Wu
14:42 - 14:54 AN ARTIFICIAL NEURAL NETWORK APPROACH TO ESTIMATE SEISMIC RESPONSE
L. Alcántara, S.R. García
14:54 - 15:06 SCORE-BASED GENERATIVE MODELS FOR REGIONAL SEISMIC WAVEFIELD SYNTHESIS
C. Gu
15:06 - 15:18 PHYSICS-INFORMED DEEP LEARNING MODEL FOR PREDICTING SPATIAL VARIABILITY IN STRONG GROUND MOTIONS
K. Kaneko, T. Iwasaki, K. Yoneyama
15:18 - 15:30 SURROGATE MODELLING TO PREDICT THE SEISMIC RESPONSE OF STEEL CBFS
B. Broderick, J. Hickey, H. Moore
15:30 - 15:42 NEURAL-NET BASED HYSTERESIS MODELING OF MOMENT FRAME CONNECTIONS
S. Kim, J. Ahn, T. Yoon
15:42 - 15:45 DISCUSSION
THURSDAY
MONITOR 1 | Convenors: X. Lu, H. Burton, J. Song
09:00 - 09:12 INTELLIGENT GENERATION MODEL OF SUPER HIGH-RISE FRAME-CORE STRUCTURES WITH HIGH SEISMIC PERFORMANCE
Z. Zhao, Z. He, D. Yu
09:12 - 09:24 POST-EARTHQUAKE BUILDING PERFORMANCE: MACHINE LEARNING FOR 2016–2017 CENTRAL ITALY EARTHQUAKES
A. Aloisio, M.M. Rosso, L. Coco, L. Di Battista, B. Di Giacomantonio, M. Fragiacomo, G.C. Marano, G. Quaranta
09:24 - 09:36 DATA ASSIMILATION METHOD USING QUALITY ENGINEERING AND SHAP FOR SEISMIC PERFORMANCE OF WOODEN HOUSES
T. Namba, T. Nakagawa, Y. Kado, H. Isoda, A. Takino
09:36 - 09:48 OPTIMAL SCHEDULING FOR RESILIENT COMMUNITY POST- EARTHQUAKE RECOVERY BASED ON REINFORCEMENT LEANING
S. Yang, Y. Zhang, X. Lu
09:48 - 10:00 FEATURE VALUE OF SEISMIC WAVE FOR DETERMINING LIQUEFACTION DEGREE OF SITE USED IN MACHINE LEARNING
K. Watanabe, R. Ito, A. Kamura, M. Kazama
10:00 - 10:15 DISCUSSION
MONITOR 2 | Convenors: X. Lu, H. Burton, J. Song
09:00 - 09:12 OPTIMUM DESIGN OF VIBRATING BARRIERS USING ARTIFICIAL NEURAL NETWORK
A. Farid, Y. Rashed, A. Ayoub
09:12 - 09:24 RELIABILITY ANALYSIS OF DETERIORATING STRUCTURES USING LSTM-PINN-BASED PDEM
S. Das, S. Tesfamariam
09:24 - 09:36 A DEEP LEARNING METHOD FOR STRENGTH AND STIFFNESS EVALUATION OF SEISMICALLY DAMAGED RC SHEAR WALLS
Y. Yu, X. Ji, X. Gao, Y. Zhuang
09:36 - 09:48 ENHANCING SEISMIC SAFETY OF EXISTING BUILDINGS BY DEVELOPING TRANSPARENT AND ADAPTIVE RVS FRAMEWORK
N. Bektas, O. Kegyes-Brassai
09:48 - 10:00 MACHINE LEARNING APPROACH FOR PREDICTING THE FLEXURAL BEHAVIOR OF STEEL MEMBERS
C. Eshaghi, E. Cerqueira, X. Romão, J.M. Castro
10:00 - 10:15 DISCUSSION
MONITOR 3 | Convenors: X. Lu, H. Burton, J. Song
09:00 - 09:12 MULTI-TASK GAUSSIAN PROCESS-BASED SURROGATE MODEL FOR PERFORMANCE-BASED SEISMIC DESIGN OPTIMIZATION
T. Yaoyama, T. Itoi
09:12 - 09:24 SEISMIC BEHAVIOR OF RETAINING STRUCTURES USING SOIL-STRUCTURE INTERACTION PRINCIPLES AND AI TOOLS
M.G. Durante
09:24 - 09:36 GROUND MOTION BASED SURROGATE MODEL OF SEISMIC RESPONSE ANALYSIS OF BUILDINGS USING MACHINE LEARNING
Y. Matsumoto, T. Yaoyama, S. Lee, T. Hida, T. Itoi
09:36 - 09:48 AUTOMATIC BUILDING HEIGHT ESTIMATION: MACHINE LEARNING MODELS FOR URBAN IMAGE ANALYSIS
M. Ureña Pliego, R. Martinez-Marín, B. González Rodrigo, M.b. Benito-Oterino, M. Marchamalo-Sacristán
09:48 - 10:00 DEEP NEURAL NETWORKS THAT BYPASS IDA VIA DURATION AND SPECTRAL-BASED INTENSITY MEASURES
K. Tsalouchidis, C. Adam
10:00 - 10:15 DISCUSSION
AMBER 2 | Convenors: X. Lu, H. Burton, J. Song
10:30 - 10:42 MACHINE LEARNING FOR EXTRACTING CAUSAL INFORMATION USING DATA FROM DISPARATE STRUCTURAL EXPERIMENTS
A. Nanda, H.V. Burton
10:42 - 10:54 SEISMIC LOSS ASSESSMENT OF STEEL RESIDENTIAL BUILDINGS IN IRAN USING MACHINE LEARNING TECHNIQUES
S. Ghashghaee, M. Tabatabaei, Z. Monir Vaghefi, B. Asgarian
10:54 - 11:06 RESEARCH ON THE DAMAGE LEVEL PREDICTION OF MEGA-SUB ISOLATION SYSTEM BASED ON MACHINE LEARNING
X. Li, X. Song, Y. Li, X. Li, A. Liu
11:06 - 11:18 A NEURAL NETWORK-BASED COMPUTATIONAL PLATFORM FOR SEISMIC PERFORMANCE ASSESSMENT OF STRUCTURES
M. Zaker Esteghamati, S. Baddipalli, A. Montazeri Namin, M. Hassan Ahmed
11:18 - 11:30 PROGNOSTIC MODELING OF SEISMIC FAILURE FOR RC BRIDGE COLUMNS LEVERAGING DEEP GENERATIVE LEARNING
T. Wu, R. Wu, P. Wang, T. Lin, K. Chang
11:30 - 11:45 DISCUSSION
MONITOR 1 | Convenors: X. Lu, H. Burton, J. Song
14:30 - 14:42 MACHINE LEARNING-BASED SURROGATE MODEL TO SUPPORT RESILIENCE-ORIENTED PRELIMINARY SEISMIC DESIGN
Q. Tang, Y. Cui
14:42 - 14:54 SPATIAL-VARIANT CAUSAL BAYESIAN INFERENCE FOR RAPID SEISMIC GROUND FAILURES AND IMPACTS ESTIMATION
X. Li, S. Xu
14:54 - 15:06 AN AI BASED PARTICLE SWARM OPTIMIZATION METHOD FOR VIBRATION REDUCTION OF A SPACE FRAMED STRUCTURE
P. Chaudhuri, R. Manikandan
15:06 - 15:18 A STUDY OF GROUND MOTION FIELD PREDICTION BASED ON U-NET NEURAL NETWORK
J. Yi, Y. Zhang, Y. Zhang, H. You, S. Wang, P. Liu, F. Zhao, W. Li
15:18 - 15:30 A HYBRID DEEP LEARNING AND BAYESIAN UPDATING BASED REGIONAL EARTHQUAKE EARLY WARNING FRAMEWORK
J. Fayaz, R. Astroza, S. Ruiz
15:30 - 15:45 DISCUSSION
MONITOR 2 | Convenors: X. Lu, H. Burton, J. Song
14:30 - 14:42 MACHINE LEARNING-BASED SEISMIC RESPONSE AND PERFORMANCE ASSESSMENT OF REINFORCED CONCRETE FRAMES
F. Kazemi, N. Asgarkhani, N. Lasowicz, R. Jankowski
14:42 - 14:54 POST-EARTHQUAKE RAPID ASSESSMENT FOR UHV TRANSFORMER BUSHING USING MACHINE LEARNING TECHNIQUES
W. Zhu, M. Wu, Q. Xie
14:54 - 15:06 MACHINE LEARNING FOR PREDICTING SEISMIC DRIFT RESPONSES OF REINFORCED CONCRETE WALL STRUCTURES
H. Nguyen, C. Kim, M. Shin
15:06 - 15:18 PHYSICS-BASED FRAGILITY ASSESSMENT OF REGIONAL BUILDINGS USING EFFICIENT BAYESIAN METAMODELING
F. Xiong, P. Su, Y. Lu
15:18 - 15:30 GENETIC ALGORITHM OPTIMIZATION FOR BUILDINGS USING SITE-SPECIFIC EARTHQUAKE GROUND MOTION DATA
L. Guieb, G. Lorenzo, S. Guirnaldo, E.R. Aleluya, W. Guieb
15:30 - 15:45 DISCUSSION
MONITOR 3 | Convenors: X. Lu, H. Burton, J. Song
14:30 - 14:42 SYNTHESIS OF DESIGN SPECTRUM-COMPATIBLE GROUND MOTIONS CONSIDERING NONLINEAR RESPONSE INTENSITY
D. Lin, R. Honda
14:42 - 14:54 EXPLAINABLE MACHINE LEARNING MODELS FOR DESIGNING CABLE RESTRAINER OF FAULT-CROSSING BRIDGES
F. Zhang, Y. Fu, J. Wang
14:54 - 15:06 RECONSTRUCT GROUD MOTION WAVEFORMS ALL AROUND WITHOUT FAULT INVERSION USING MASKED AUTOENCODERS
B. Kang, P. Wu, C. Gu, Y. Zhong, C. Zhuoyu
15:06 - 15:18 NEURAL NETWORK INVERSION FOR THE OPTIMAL DESIGN OF EARTHQUAKE-RESISTANT STEEL FRAMES
J. Gacitua, A. Montisci, F. Pibi, M.C. Porcu, J.C. Vielma
15:18 - 15:30 MACHINE LEARNING-BASED CRACK DETECTION OF INFILL WALLS FOR RETROFITTING DAMAGED BUILDINGS
F. Kazemi, N. Asgarkhani, R. Jankowski
15:30 - 15:45 DISCUSSION
FRIDAY
MONITOR 1 | Convenors: X. Lu, H. Burton, J. Song
09:00 - 09:12 PHYSICS-GUIDED AI PREDICTIONS OF ROCKING RESPONSES
S.Y. Shen, C. Málaga-Chuquitaype
09:12 - 09:24 SEISMIC RESPONSE OF STEEL STRUCTURES EQUIPPED WITH BRBS USING ARTIFICIAL INTELLIGENCE TOOLS
E.E. Ballinas, J.A. Escobar, H. Guerrero, V. Cecilio
09:24 - 09:36 A MACHINE LEARNING-BASED METHODOLOGY TO DETERMINE THE BACKBONE CURVE OF RC COLUMNS
N. Elyasi, E. Kim
09:36 - 09:48 BRAIN EMOTIONAL LEARNING BASED CONTROLLER FOR VIBRATION ATTENUATION OF HIGH-TECH FACILITIES
C. Tappiti, T. Lin, C. Lin
09:48 - 10:00 SEISMIC RISK ASSESSMENT USING MACHINE LEARNING FOR THE AUTOMATIC IDENTIFICATION OF BUILDING FEATURES
P. Carpanese, M. Donà, F. da Porto
10:00 - 10:12 TESTING MACHINE LEARNING MODELS FOR RAPID DAMAGE ASSESSMENT AT REGIONAL SCALE
S. Ghimire, P. Gueguen
10:12 - 10:15 DISCUSSION
MONITOR 2 | Convenors: X. Lu, H. Burton, J. Song
09:00 - 09:12 MARCS: MACHINE LEARNING FOR SEISMIC PERFORMANCE PREDICTION OF RC BUILDINGS ON SLOPES
I. Latif, A. Banerjee, M. Surana
09:12 - 09:24 NEAR-REAL-TIME FRAMEWORK FOR SEISMIC PERFORMANCE CHARACTERIZATION OF A LARGE PORTFOLIO OF BUILDINGS
A. Tamhidi, Y. Bozorgnia
09:24 - 09:36 IMPROVING COMPUTATIONAL ABILITY OF MACHINE-LEARNING ALGORITHMS WITH FEATURE SELECTION METHOD
N. Asgarkhani, F. Kazemi, A. Manguri, A. Jakubczyk-Galczynska, N. Lasowicz, R. Jankowski
09:36 - 09:48 LONG SHORT-TERM MEMORY MODEL FOR DYNAMIC ANALYSIS OF HYSTERETIC STRUCTURES SUBJECTED TO EARTHQUAKES
J. Jeon, O. Kwon, J. Song
09:48 - 10:00 OPTIMAL SEISMIC DESIGN OF SPECIAL MOMENT-RESISTING FRAME STRUCTURES USING GENETIC ALGORITHM
M. Andalib, F. Heydari, S. Epackachi, R. Rafiee-Dehkharghani
10:00 - 10:15 DISCUSSION
AMBER 2 | Convenors: X. Lu, H. Burton, J. Song
10:30 - 10:42 A LARGE LANGUAGE MODEL FOR DISASTER STRUCTURAL RECONNAISSANCE SUMMARIZATION
Y. Gao, G. Zhou, K. Mosalam
10:42 - 10:54 ON AN ACCURATE ESTIMATION OF THE SEISMIC PERFORMANCE OF RC BUILDINGS WITH SSI EFFECTS USING GBRT
J.S. Baquero, J.M. Bairan, A. Ledesma
10:54 - 11:06 PREDICTING INTERSTORY DRIFT DISTRIBUTION OF RC STRUCTURES USING MACHINE-LEARNING METHODS
B. Mohebi, N. Asgarkhani, F. Kazemi, N. Lasowicz
11:06 - 11:18 AUTOMATED EXTRACTION OF BUILDING TYPOLOGIES FROM A DIGITAL LAND CADASTER USING A VARIATIONAL AUTOENCODER
J. de Miguel Rodriguez, A. Morales-Esteban, M.V. Requena-Garcia-Cruz, E. Romero-Sanchez
11:18 - 11:30 SEISMIC RESPONSE PREDICTION OF BUILDINGS USING AUGMENTED KALMAN FILTER AND DEEP LEARNING.
A. A. Torky, S. Ohno
11:30 - 11:45 DISCUSSION