Prediction of maximum ceiling temperature of rectangular fire against wall in longitudinally ventilation tunnels: Experimental analysis and machine learning modeling

A multiple back propagation neural network fusion algorithm for ceiling temperature prediction in tunnel fires

(2023) Bin Sun et al.   ENGINEERING STRUCTURES

Experimental analysis and machine learning research on tunnel carriage fire spread and temperature evolution

(2023) Qing He et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

A comparative study on smoke temperature profile and corresponding different-exponential form correlation in single-line and bifurcated tunnel fires

(2023) Changkun Chen et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Prediction of energy mass loss rate for biodiesel fire via machine learning and its physical modeling of flame radiation evolution

(2023) Lei Deng et al.   Energy

Predicting the presence of hazardous materials in buildings using machine learning

(2022) Pei-Yu Wu et al.   BUILDING AND ENVIRONMENT

Machine learning-based surrogate model for calibrating fire source properties in FDS models of façade fire tests

(2022) Hoang T. Nguyen et al.   FIRE SAFETY JOURNAL

Study on real-time heat release rate inversion for dynamic reconstruction and visualization of tunnel fire scenarios

(2022) Chao Guo et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

UFS-Net: A unified flame and smoke detection method for early detection of fire in video surveillance applications using CNNs

(2022) Ali Hosseini et al.   Journal of Computational Science

Real-time prediction of key monitoring physical parameters for early warning of fire-induced building collapse

(2022) Wei Ji et al.   COMPUTERS & STRUCTURES

Physical modeling and machine learning of ceiling maximum temperature rise induced by tandem heat sources with unequal heat release rates in a natural ventilation tunnel

(2022) Lei Deng et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Smart real-time forecast of transient tunnel fires by a dual-agent deep learning model

(2022) Xiaoning Zhang et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

A real-time forecast of tunnel fire based on numerical database and artificial intelligence

(2021) Xiqiang Wu et al.   Building Simulation

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

(2021) Yao Hong et al.   FIRE SAFETY JOURNAL

Critical velocity for preventing thermal backlayering flow in tunnel fire using longitudinal ventilation system: Effect of floor-fire separation distance

(2021) Soufien Gannouni   INTERNATIONAL JOURNAL OF THERMAL SCIENCES

A physical model-free ant colony optimization network algorithm and full scale experimental investigation on ceiling temperature distribution in the utility tunnel fire

(2021) Bin Sun et al.   INTERNATIONAL JOURNAL OF THERMAL SCIENCES

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

(2020) Xiqiang Wu et al.   FIRE TECHNOLOGY

Using machine learning in physics-based simulation of fire

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

Smoke flow in full-scale urban road tunnel fires with large cross-sectional vertical shafts

(2020) Qinghua Guo et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Effect of sidewall on the flame extension characteristics beneath a ceiling induced by carriage fire in a channel

(2020) Fei Tang et al.   COMBUSTION AND FLAME

Experimental Study of Corner Wall Fires with One or Two Combustible Walls

(2020) Davood Zeinali et al.   FIRE SAFETY JOURNAL

Influence of bottom wall on characteristics of jet diffusion flames under cross-wind

(2020) Changchun Liu et al.   FUEL

BIM, machine learning and computer vision techniques in underground construction: Current status and future perspectives

(2020) M.Q. Huang et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Diffusion flame morphology with or without near-wall in cross-winds: Experiments and a correlation based on momentum-buoyancy length scale

(2020) Xu Fang et al.   FUEL

Compartment fire predictions using transpose convolutional neural networks

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

Machine learning-assisted early ignition prediction in a complex flow

(2019) Pavel P. Popov et al.   COMBUSTION AND FLAME

Biodiesel oil pool fire under air crossflow conditions: Burning rate, flame geometric parameters and temperatures

(2019) Rafael Gialdi Salvagni et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Characterization of ceiling smoke temperature profile and maximum temperature rise induced by double fires in a natural ventilation tunnel

(2019) Qiang Wang et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Lab-scale observations of flame attachment on slopes with implications for firefighter safety zones

(2018) Jonathan R. Gallacher et al.   FIRE SAFETY JOURNAL

Combustion and flame spreading characteristics of diesel fuel with forced air flows

(2018) Manhou Li et al.   FUEL

A study on the maximum temperature of ceiling jet induced by rectangular-source fires in a tunnel using ceiling smoke extraction

(2018) Fei Tang et al.   INTERNATIONAL JOURNAL OF THERMAL SCIENCES

Maximum gas temperature rise beneath the ceiling in a portals-sealed tunnel fire

(2018) Yongzheng Yao et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Experimental study on maximum smoke temperature beneath the ceiling induced by carriage fire in a tunnel with ceiling smoke extraction

(2018) Fei Tang et al.   Sustainable Cities and Society

The effect of flow and geometry on concurrent flame spread

(2017) Michael J. Gollner et al.   FIRE SAFETY JOURNAL

A review of physics and correlations of pool fire behaviour in wind and future challenges

(2017) Longhua Hu   FIRE SAFETY JOURNAL

Effect of blockage-heat source distance on maximum temperature of buoyancy-induced smoke flow beneath ceiling in a longitudinal ventilated tunnel

(2017) F. Tang et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Effect of cross-wind on near-wall buoyant turbulent diffusion flame length and tilt

(2016) Fei Tang et al.   FUEL

A numerical study on upstream maximum temperature in inclined urban road tunnel fires

(2015) Jie Ji et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

A non-dimensional global correlation of maximum gas temperature beneath ceiling with different blockage–fire distance in a longitudinal ventilated tunnel

(2013) L.H. Hu et al.   APPLIED THERMAL ENGINEERING

Experimental investigation on influence of different transverse fire locations on maximum smoke temperature under the tunnel ceiling

(2012) J. Ji et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Global behaviors of enclosure fire and façade flame heights in normal and reduced atmospheric pressures at two altitudes

(2012) L.H. Hu et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

The maximum temperature of buoyancy-driven smoke flow beneath the ceiling in tunnel fires

(2011) Ying Zhen Li et al.   FIRE SAFETY JOURNAL

Prediction of tunnel convergence using Artificial Neural Networks

(2011) Satar Mahdevari et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY