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AIM1 - MACHINE LEARNING METHODS FOR SEISMIC SAFETY AND CONDITION ASSESSMENT OF BRIDGES AND INFRASTRUCTURES
AIM1 - MACHINE LEARNING METHODS FOR SEISMIC SAFETY AND CONDITION ASSESSMENT OF BRIDGES AND INFRASTRUCTURES
WEDNESDAY
AMBER 2 | Convenors: I. Venanzi, G. Uva, P. Rizzo
10:30 - 10:38 A DOMAIN ADAPTATION APPLICATION FOR NETWORK-LEVEL POST-EARTHQUAKE DAMAGE CLASSIFICATION
V. Giglioni, I. Venanzi, F. Ubertini
10:38 - 10:46 AI-AIDED DETECTION OF THE RESPONSE OF FREE-STANDING ANCIENT COLUMNS SUBJECTED TO EARTHQUAKE
F. Firoozmand, B. Liu, D. Loverdos, V. Sarhosis
10:46 - 10:54 BAYESOPT-BASED IMS FOR SEISMIC ASSESSMENT OF STRUCTURE SYSTEMS IN THE NEAR-FAULT REGION
M. Li, Z. Guan
10:54 - 11:02 ENHANCING POST-EARTHQUAKE ROAD DAMAGE ASSESSMENT USING GENERATED FAKE DATA
L.A. Chen, F.J. Tsai, S.Y. Lin
11:02 - 11:10 ESTABLISHMENT OF A CAPACITY MODEL FOR DOUBLE-DECK PIERS USING RANDOM FOREST
W. Guo, K. Wang
11:10 - 11:18 AUTOMATIC BRIDGE DEFECT RECOGNITION THROUGH UAV PHOTOGRAMMETRY AND OBJECT DETECTION ALGORITHMS
M. Castellani, A. Meoni, E. Garcia-Macias, F. Antonini, F. Ubertini
11:18 - 11:26 NON-DISPLACEMENT-BASED FEATURES FOR IDENTIFYING DEFORMATION MODE OF BUILDINGS WITH FEW SENSORS
T.Z. Yeow, K. Kusunoki
11:26 - 11:36 ANN PREDICTION OF DESIGN PARAMETER AFFECTING SEISMIC STABILITY IN SLOPE REINFORCED BY PILE-ANCHOR
D. Rahangdale, S. Adhikary, R.B. Keskar
11:36 - 11:45 QUANTIFICATION OF DAMAGE IN INFILLED REINFORCED CONCRETE FRAMES USING MACHINE AND DEEP LEARNING
J. Singaucho, V. Metsis, A. Stavridis
MONITOR 1 | Convenors: I. Venanzi, G. Uva, P. Rizzo
14:30 - 14:42 HYBRID QUANTUM-CLASSICAL CONVOLUTIONAL NEURAL NETWORK FOR MULTICLASS DAMAGE PREDICTION OF BUILDINGS
S. Bhatta, J. Dang
14:42 - 14:54 DAMAGE DETECTION IN TWO SMALL-SCALE STEEL FRAMES THROUGH TRANSFER LEARNING
E. Tomassini, I.A. Hernández-González, V. Giglioni, I. Venanzi, E. García-Macías, F. Ubertini
14:54 - 15:06 MACHINE LEARNING APPLIED TO EDDY CURRENT THERMOGRAPHY FOR ASSESSING REINFORCED CONCRETE BARS
G. Concu, D. Meloni, C. Piga
15:06 - 15:18 MACHINE-LEARNING BASED SEISMIC DAMAGE LIMIT STATES MODELS FOR CORRODED RC BRIDGE PIERS
N. Chirdeep, M. Gangwar, S. Shekhar, A. Bahurudeen
15:18 - 15:30 MACHINE LEARNING BASED STRUCTURAL HEALTH MONITORING OF ROCKING BRIDGE SYSTEM UNDER SEISMIC EVENTS
I. Mantawy, N. Ravuri
15:30 - 15:42 NEW EXPLAINABILITY METRICS TO ASSESS AI-BASED RECOGNITION OF TYPICAL DEFECTS IN EXISTING RC BRIDGES.
S. Ruggieri, A. Cardellicchio, A. Nettis, V. Renò, G. Uva
15:42 - 15:45 DISCUSSION
MONITOR 2 | Convenors: I. Venanzi, G. Uva, P. Rizzo
14:30 - 14:42 BAYESIAN NEURAL NETWORK-BASED DATA FUSION FOR COMBINING SHM AND VISUAL INSPECTIONS
L. Ierimonti, I. Venanzi, F. Mariani, F. Ubertini
14:42 - 14:54 POST-EARTHQUAKE DAMAGE STATE CLASSIFICATION USING VGG-16 CONVOLUTIONAL NEURAL NETWORK
J.L. Abarquez, D.H. Aquino, K.D. Colegio
14:54 - 15:06 PRESTRESSED BRIDGE DAMAGE IDENTIFICATION: FEM AND DATA FUSION - A PARAMETRIC CASE STUDY
P. Giri, L. Ierimonti, E.G. Macias, I. Venanzi, F. Ubertini
15:06 - 15:18 PROBABILISTIC SEISMIC DEMAND MODEL PREDICTION OF MULTI-SPAN GIRDER BRIDGES USING MACHINE LEARNING
A. Nettis, F. Parisi, G. Uva
15:18 - 15:30 RESEARCH ON SEISMIC DESIGN AND EVALUATION METHODS FOR SMALL AND MEDIUM SPANNING HIGHWAY BEAM BRIDGES
K. Wang, W. Guo
15:30 - 15:42 URBAN RESILIENCE: BUILDING QUALITY ASSESSMENT VIA UNSUPERVISED MACHINE LEARNING
A. Kharazian, A. Guardiola Villora, S. Molina, J.J. Galiana-Merino, G. Ortuño Saez, J.L. Soler Llorens, J.A. Huesca Torto, I. Gómez Doménech, D. Montiel López
15:42 - 15:45 DISCUSSION