Development of the Optuna-NGBoost-SHAP model for estimating ground settlement during tunnel excavation

This study aims to develop and evaluate a natural gradient boosting (NGBoost) model optimized with Optuna for estimating ground settlement during tunnel excavation, incorporating Shapley additive explanations (SHAP) to perform interpretability analysis on the model’s estimation results. The model’s...

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Bibliographic Details
Main Authors: Yuxin Chen, Mohammad Hossein Kadkhodaei, Jian Zhou
Format: Article
Language:English
Published: KeAi Communications Co., Ltd. 2025-10-01
Series:Underground Space
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Online Access:http://www.sciencedirect.com/science/article/pii/S2467967425000595
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