Support vector regression model for the prediction of buildings’ maximum seismic response based on real monitoring data

Support vector regression model for the prediction of buildings’ maximum seismic response based on real monitoring data

Abstract Maximum drift ratio (MDR), one of the engineering demand parameters (EDPs), provides fundamental physical value for predicting building damage. Existing machine learning based prediction models mainly rely on numerical simulation data or structural experiments and are not appropriate for pr...

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Bibliographic Details
Main Authors: Dongwang Tao, Shizhe Fang, Haixu Liu, Jianqi Lu, Jiang Wang, Qiang Ma
Format: Article
Language:English
Published: Nature Portfolio 2024-12-01
Series:Scientific Reports
Subjects:
Structural response
Engineering demand parameters
Maximum drift ratio
Support vector regression
Intensity measure
Online Access:https://doi.org/10.1038/s41598-024-81705-3
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https://doi.org/10.1038/s41598-024-81705-3

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