Open access
Sep 2026
Improved tunnel fire prediction method based on PatchTST
Accurate forecasting of multi-channel parameters—temperature, carbon monoxide concentration, and wind speed—is essential for emergency ventilation and evacuation during tunnel fires. Fire temporal curves, however, couple slow convective evolution with abrupt, localized fluctuations driven by transient physical disturba...
Yi-Fan Xie, Ying Jiang, Fei-Fei Zhong et al.
· Engineering Research Express · 0 citations