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Physics-informed deep learning for predictive risk perception in tunnel construction

Penghui Lin, Jilang Wang, Limao Zhang, Robert L. K. Tiong, Cheng Meng, Xin Zhao. Physics-informed deep learning for predictive risk perception in tunnel construction. Eng. Appl. of AI, 166:113715, 2026. [doi]

Authors

Penghui Lin

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Jilang Wang

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Limao Zhang

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Robert L. K. Tiong

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Cheng Meng

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Xin Zhao

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