Predicting transient building fire based on external smoke images and deep learning

Z Wang, T Zhang, X Wu, X Huang - Journal of Building Engineering, 2022 - Elsevier
A real-time evaluation of fire severity inside a building could facilitate decision-making in
firefighting and rescue operations. This work explores the real-time prediction of transient …

Predicting real-time deformation of structure in fire using machine learning with CFD and FEM

Z Ye, SC Hsu - Automation in Construction, 2022 - Elsevier
Real-time prediction of structural safety conditions is critical to firefighting teams during
building fire rescue operations. This paper presents a numerical data-based machine …

A fast wavelength detection method based on OTDR and 1-DDCNN in series overlapping spectra

H Jiang, C Wang, Y Zhao, R Tang - Optical Fiber Technology, 2023 - Elsevier
To improve the rapidity and reliability of the subway tunnel fire monitoring system and
realize the monitoring of small fire sources, the method of regional subsection demodulation …

Identifying the location and size of an underground mine fire with simulated ventilation data and random forest model

Y Xue, D Bahrami, L Zhou - Mining, metallurgy & exploration, 2023 - Springer
Underground mine fires are a threat to the safety and health of mine workers. The timely
determination of the location and size of an underground fire is of great importance in …

[PDF][PDF] Prediction Model for tunnel fire development and spread

X Zhang, X Wu, X Huang - 12th Asia-Oceania Symposium on Fire …, 2021 - researchgate.net
The extreme temperature induced by fire and hot smoke in tunnels threaten the trapped
personnel and firefighters. To alleviate the potential casualties, fast while reasonable …

Smart tunnel fire forecast and safety management driven by artificial intelligence of things

X Zhang - 2024 - theses.lib.polyu.edu.hk
Tunnel fire is one of the most severe global fire hazards and causes a significant number of
economic losses and casualties every year. Over the last 50 years, numerous full-scale and …