Explainability

ExSRNet: Explainable deep learning model for seismic response prediction with frequency attention mechanism

Engineering Structures, 2025

A seismic response prediction surrogate model with engineering explainability using attention-embedded CNN

Civil structures should keep functionality during earthquake events, necessitating detailed seismic evaluations. However, to account for uncertainties in seismic loading, nonlinear time history analyses must be repeated many times, increasing the …