Causality Constrained Deep Learning for Explainable Risk Analysis of Bridge Pier Settlement
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Date
2026Author
Qi, Yafei
Liu, Wenli
Qu, Yao
Liu, Tianxiang
Shao, Yixiao
Liu, Fenghua
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AbstractDeep learning (DL) has significantly enhanced risk management in highway bridge operation.
Although DL models exhibit strong predictive capabilities, their outputs derive from
“black box” processes and cannot characterize uncertainty, leading to ...