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Towards trustworthy excavation-induced risk warning for adjacent building:A Bayesian reasoning based probabilistic deep learning method

Yue Pan Xuyang Li Jianjun Qin Jinjian Chen Paolo Gardoni

地下空间（英文）2025，Vol.25Issue(6)：156-175,20.

地下空间（英文）2025，Vol.25Issue(6)：156-175,20.DOI:10.1016/j.undsp.2025.05.006

Towards trustworthy excavation-induced risk warning for adjacent building:A Bayesian reasoning based probabilistic deep learning method

Yue Pan ¹Xuyang Li ¹Jianjun Qin ¹Jinjian Chen ¹Paolo Gardoni²

作者信息

1. State Key Laboratory of Ocean Engineering,Shanghai Key Laboratory for Digital Maintenance of Buildings and Infrastructure,School of Ocean and Civil Engineering,Shanghai Jiao Tong University,Shanghai 200240,China
2. Department of Civil and Environmental Engineering,University of Illinois at Urbana-Champaign,Urbana IL 61801-2352 IL,USA
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摘要

关键词

Deep excavation/Risk assessment/Long and short-term memory neural network/Probabilistic modeling/Bayesian reasoning

Key words

Deep excavation/Risk assessment/Long and short-term memory neural network/Probabilistic modeling/Bayesian reasoning

引用本文复制引用

Yue Pan,Xuyang Li,Jianjun Qin,Jinjian Chen,Paolo Gardoni..Towards trustworthy excavation-induced risk warning for adjacent building:A Bayesian reasoning based probabilistic deep learning method[J].地下空间（英文）,2025,25(6):156-175,20.

基金项目

This work was substantially supported by the National Natural Science Foundation of China(Grant No.72201171)and the Shanghai Sailing Program(No.22YF1419100). （Grant No.72201171）

地下空间（英文）

ISSN：2096-2754

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