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]

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