Rapid prediction of mine tunnel fire smoke movement with machine learning and supercomputing techniques

Deep learning based inverse model for building fire source location and intensity estimation

(2021) Luyao Kou et al.   FIRE SAFETY JOURNAL

Real-Time Prediction of Smoke Spread Affected by Multiple Factors in Subway Tunnel Using CAERES-DNN Model

(2021) Mengjie Li et al.   FIRE TECHNOLOGY

The combined effect of a water mist system and longitudinal ventilation on the fire and smoke dynamics in a tunnel

(2021) Yuanjun Liu et al.   FIRE SAFETY JOURNAL

Brain-STORM: A deep learning model for computationally fast transient high-rise fire simulations

(2021) Tyler Buffington et al.   FIRE SAFETY JOURNAL

Smart Detection of Fire Source in Tunnel Based on the Numerical Database and Artificial Intelligence

(2020) Xiqiang Wu et al.   FIRE TECHNOLOGY

Numerical investigation on the effect of ambient pressure on mechanical smoke extraction efficiency in tunnel fires

(2020) Tiantian Tan et al.   FIRE SAFETY JOURNAL

Using machine learning in physics-based simulation of fire

(2020) B.Y. Lattimer et al.   FIRE SAFETY JOURNAL

Perspectives of big experimental database and artificial intelligence in tunnel fire research

(2020) Xiaoning Zhang et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Compartment fire predictions using transpose convolutional neural networks

(2019) Jonathan L. Hodges et al.   FIRE SAFETY JOURNAL

A study on the effects of the slope on the critical velocity for longitudinal ventilation in tilted tunnels

(2019) J. Li et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Effect of ceiling centralized mechanical smoke exhaust on the critical velocity that inhibits the reverse flow of thermal plume in a longitudinal ventilated tunnel

(2018) Fei Tang et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Study on the critical velocity in a sloping tunnel fire under longitudinal ventilation

(2016) Miao-cheng Weng et al.   APPLIED THERMAL ENGINEERING

Smoke movement in tilted tunnel fires with longitudinal ventilation

(2015) W.K. Chow et al.   FIRE SAFETY JOURNAL

Prediction of backlayering length and critical velocity in metro tunnel fires

(2015) Miao-cheng Weng et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

A study of bifurcation flow of fire smoke in tunnel with longitudinal ventilation

(2013) Wei Zhong et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Large Eddy Simulation of stack effect on natural smoke exhausting effect in urban road tunnel fires

(2013) J. Ji et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Multiscale modeling of transient flows from fire and ventilation in long tunnels

(2011) Francesco Colella et al.   COMPUTERS & FLUIDS

Study of critical velocity and backlayering length in longitudinally ventilated tunnel fires

(2010) Ying Zhen Li et al.   FIRE SAFETY JOURNAL

Model scale tunnel fire tests with longitudinal ventilation

(2010) Haukur Ingason et al.   FIRE SAFETY JOURNAL

Longitudinal ventilation for smoke control in a tilted tunnel by scale modeling

(2009) W.K. Chow et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Studies on buoyancy-driven back-layering flow in tunnel fires

(2008) L.H. Hu et al.   EXPERIMENTAL THERMAL AND FLUID SCIENCE

A study on long tunnel smoke extraction strategies by numerical simulation

(2007) Chi-Ji Lin et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY