Estimation and interpretation of equilibrium scour depth around circular bridge piers by using optimized XGBoost and SHAP

Estimation and interpretation of equilibrium scour depth around circular bridge piers by using optimized XGBoost and SHAP

Most bridge failures result from scouring around bridge piers, resulting in economic losses and risks to public safety. The conventional equations for predicting the depth of scour at bridge piers have several limitations: (1) They mainly use regression-based techniques that cannot robustly capture...

Full description

Bibliographic Details
Main Authors: Nasrin Eini, Sayed M. Bateni, Changhyun Jun, Essam Heggy, Shahab S. Band
Format: Article
Language:English
Published: Taylor & Francis Group 2023-12-01
Series:Engineering Applications of Computational Fluid Mechanics
Subjects:
Scour depth
XGBoost
Hyperparameter optimization
Explainable AI
Bridge pier
SHAP
Online Access:https://www.tandfonline.com/doi/10.1080/19942060.2023.2244558

Internet

https://www.tandfonline.com/doi/10.1080/19942060.2023.2244558

Similar Items