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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Bibliografische Detailangaben

Hauptverfasser:	Mingyang Chen, Jingzhou Xin, Qizhi Tang, Tianyu Hu, Yin Zhou, Jianting Zhou
Format:	Artigo
Sprache:	Inglês
Veröffentlicht:	Elsevier 2024-12-01
Schriftenreihe:	Developments in the Built Environment
Schlagworte:	Bridge engineering Explainable machine learning SHapley additive exPlanations Suspension bridge Load-deformation correlation
Online-Zugang:	http://www.sciencedirect.com/science/article/pii/S2666165924002503
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