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AIM2 - MACHINE LEARNING AND AI METHODS FOR RISK ANALYSIS OF MAJOR HAZARD PROCESS FACILITIES
AIM2 - MACHINE LEARNING AND AI METHODS FOR RISK ANALYSIS OF MAJOR HAZARD PROCESS FACILITIES
TUESDAY
SUITE 9 | Convenors: F. Paolacci, O. Bursi, M. Fragiadakis
14:30 - 14:45 USING MACHINE LEARNING TO PREDICT COLLAPSE OF STEEL STRUCTURES UNDER SEISMIC LOADING
P. Gaire, L. Ibarra
14:45 - 15:00 PROPOSAL OF AN ANN-BASED FRAMEWORK FOR A RAPID SEISMIC RISK ASSESSMENT OF MAJOR-HAZARD INDUSTRIAL PL
G. Quinci, F. Paolacci, M. Fragiadakis, H.N. Phan, P.H. Hoang
15:00 - 15:15 STATE-DEPENDENT SEISMIC FRAGILITY ANALYSIS FOR VERTICAL TANKS IN INDUSTRIAL SUBSTRUCTURES
C. Nardin, O.S. Bursi, M. Broccardo, S. Marelli, B. Sudret
15:15 - 15:30 A SMART TOOL FOR OPTIMAL ROUTING OF OFFSHORE LIFELINES AGAINST EARTHQUAKE-RELATED GEOHAZARDS
N. Makrakis, P. Psarropoulos, Y. Tsompanakis, G. Kougianos
15:30 - 15:45 PREDICTING TSUNAMI MAGNITUDE (MT) IN THE INDO PACIFIC REGION USING MACHINE LEARNING
N. Sabah, D. Shanker
WEDNESDAY
MONITOR 1 | Convenors: F. Paolacci, O. Bursi, M. Fragiadakis
09:00 - 09:15 MACHINE-LEARNING-BASED FRAGILITY CURVES FOR UNANCHORED LIQUID STORAGE TANKS
M. Seyed Razzaghi, R. Pir Mohammad Jamaat, S. Miladi, A. Pir Mohammad Jamaat
09:15 - 09:30 HIGH-EFFICIENCY FRAGILITY ANALYSIS METHOD OF NPP EQUIPMENT BASED ON ADAPTIVE ANN
H.Q. Liu, S.L. Chen
09:30 - 09:45 OPTIMIZING ROOFING DETERIORATION PREDICTION: A MACHINE LEARNING APPROACH ENHANCED BY GENETIC ALGORITHMS
M. Al-Kasasbeh, R. Al mamlook, M. AlKasasbeh, M. Al-Ghadi, N. Halalsheh
09:45 - 10:00 LEVERAGING ARTIFICIAL INTELLIGENCE (AI) AND MACHINE LEARNING (ML) IN NATURAL HAZARDS ENGINEERING
A. Shehadeh, O. Alshboul
10:00 - 10:15 HYPER-PARAMETER OPTIMIZATION OF DEEP CONVOLUTIONAL NEURAL NETWORK FOR ROAD PAVEMENT CRACK DETECTION
M. Al-Kasasbeh, R. AlJaraedah, G. Almasabbha, R. Al mamlook