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 |