2019-01-012024-05-13https://scholars.lib.ntu.edu.tw/handle/123456789/652726摘要:本計畫將利用國震中心多年持續累積的地震工程相關大數據,研發先進機器學習技術,探討與快速預測結構之耐震能力與損傷情況。本計畫將以機器學習的深度學習為主軸,整理國震中心多年持續在耐震評估系統、場域建物、橋樑檢測與監測、震動台實驗等累積的地震工程相關數據集,建立深度學習所需的目標,發展可快速預測結構之耐震能力與損傷情況之先進機器學習技術。<br> Abstract: In this project, we aim to utilize dataset from National Center for Research on Earthquake Engineering (NCREE) to develop advanced machine learning techniques for structural health monitoring and damage assessment. In particular, we will focus on the dataset and machine learning or deep learning techniques related to school-building earthquake resistance assessment, bridge scouring risk monitoring and shaking table control.機器學習machine learning高等教育深耕計畫-核心研究群計畫 【先進機器學習技術在地震工程之研發應用】