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]

@article{LinWZTMZ26,
  title = {Physics-informed deep learning for predictive risk perception in tunnel construction},
  author = {Penghui Lin and Jilang Wang and Limao Zhang and Robert L. K. Tiong and Cheng Meng and Xin Zhao},
  year = {2026},
  doi = {10.1016/j.engappai.2025.113715},
  url = {https://doi.org/10.1016/j.engappai.2025.113715},
  researchr = {https://researchr.org/publication/LinWZTMZ26},
  cites = {0},
  citedby = {0},
  journal = {Eng. Appl. of AI},
  volume = {166},
  pages = {113715},
}