Explainable machine learning model for load-deformation correlation in long-span suspension bridges using XGBoost-SHAP

Explainable machine learning model for load-deformation correlation in long-span suspension bridges using XGBoost-SHAP

The deformation of long-span suspension bridges in multiple loads is an important indictor to reflect their operation state. However, the correlation between multiple loads and structural deformation is difficult to quantify. Therefore, this study proposes an explainable machine learning model for t...

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Bibliographic Details
Main Authors: Mingyang Chen, Jingzhou Xin, Qizhi Tang, Tianyu Hu, Yin Zhou, Jianting Zhou
Format: Article
Language:English
Published: Elsevier 2024-12-01
Series:Developments in the Built Environment
Subjects:
Bridge engineering
Explainable machine learning
SHapley additive exPlanations
Suspension bridge
Load-deformation correlation
Online Access:http://www.sciencedirect.com/science/article/pii/S2666165924002503
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http://www.sciencedirect.com/science/article/pii/S2666165924002503

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