Machine learning-based strain response prediction method for structural members of a building using ground motion data and intensity measures

• Published in: Advances in structural engineering Vol. 28; no. 10; pp. 1890 - 1909
• Main Authors: Park, Hyo Seon, Oh, Byung Kwan
• Format: Journal Article
• Language: English
• Published: London, England SAGE Publications 01.07.2025
• Subjects: intensity measure of ground motion; structural health monitoring; building structure; ground motion; strain estimation; convolutional neural network

This study presents a strain response prediction method for structural members of a building using ground motion (GM) data. The relationship between the strain response and the GM data is determined by a convolutional neural network (CNN), which is a machine learning technique. A CNN model with the...