... deep learning | Taisei Saida

deep learning

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 …

AttentionCNNを用いた工学的説明性の高い地震応答予測サロゲートモデルの構築

In this study, an explainable seismic response surrogate model, which can be deemed valid from an engineering perspective, was developed. The model employs SincNet convolution to segment features by frequency band and an attention mechanism to …