A cascaded deep learning framework for reconstructing high-resolution temperature fields at safety-critical heights in building fires using sparse sensor data from ceilings

Mansheng Lin, Dong Su, Rongkang Li, Xiangsheng Chen. A cascaded deep learning framework for reconstructing high-resolution temperature fields at safety-critical heights in building fires using sparse sensor data from ceilings. AI in Engineering, 76:104918, 2026. [doi]

@article{LinSLC26,
  title = {A cascaded deep learning framework for reconstructing high-resolution temperature fields at safety-critical heights in building fires using sparse sensor data from ceilings},
  author = {Mansheng Lin and Dong Su and Rongkang Li and Xiangsheng Chen},
  year = {2026},
  doi = {10.1016/j.aei.2026.104918},
  url = {https://doi.org/10.1016/j.aei.2026.104918},
  researchr = {https://researchr.org/publication/LinSLC26},
  cites = {0},
  citedby = {0},
  journal = {AI in Engineering},
  volume = {76},
  pages = {104918},
}