Research graph
References from Data and Knowledge Dual-Driven Inversion of Heat Release Rate in Tunnel Fires. Local targets link to admitted publications; unresolved targets remain external evidence.
Systematic Review of Fire Safety for Long Railway Tunnels
10.1016/j.tust.2025.106833 · 2025 · External reference
Longitudinal Distributions of CO Concentration and Difference with Temperature Field in a Tunnel Fire Smoke Flow
10.1016/j.ijheatmasstransfer.2010.02.013 · 2010 · External reference
Overview of Research on Fire Safety in Underground Road and Railway Tunnels
10.1016/j.tust.2018.08.013 · 2018 · External reference
Smart Real-Time Forecast of Transient Tunnel Fires by a Dual-Agent Deep Learning Model
10.1016/j.tust.2022.104631 · 2022 · External reference
Real-Time Forecast of Tunnel Fire Scenario and Hazard Based on External Smoke Images
10.1016/j.tust.2025.106377 · 2025 · External reference
An Intelligent Tunnel Firefighting System and Small-Scale Demonstration
10.1016/j.tust.2021.104301 · 2022 · External reference
Optimised Prediction of Tunnel Fire Heat Release Rate Using the ResNet18_2CLSTM Model with Bagging for Multimodal Data
10.1016/j.csite.2024.105268 · 2024 · External reference
Calculation of Response Time of Ceiling-Mounted Fire Detectors
10.1007/bf02590543 · 1972 · External reference
The Maximum Temperature of Buoyancy-Driven Smoke Flow beneath the Ceiling in Tunnel Fires
10.1016/j.firesaf.2011.02.002 · 2011 · External reference
Building Artificial-Intelligence Digital Fire (AID-Fire) System: A Real-Scale Demonstration
10.1016/j.jobe.2022.105363 · 2022 · External reference
10.3390/info12020059
10.3390/info12020059 · External reference
10.2991/978-94-6463-728-1_79
10.2991/978-94-6463-728-1_79 · External reference
Full-Field Temperature Prediction in Tunnel Fires Using Limited Monitored Ceiling Flow Temperature Data with Transformer-Based Deep Learning Models
10.1016/j.firesaf.2024.104232 · 2024 · External reference
Scenario-Adaptive Cross-Modal Multistep Temporal Prediction of Heat Release Rate in Tunnel Fires
10.1016/j.tust.2026.107546 · 2026 · External reference
Study on Real-Time Forecast of Tunnel Fuel and Electric Vehicle Fire States Based on Multimodal Fusion Learning
10.1016/j.tust.2026.107797 · 2026 · External reference
Study on the General Framework for Real-Time Heat Release Rate Inversion of Tunnel Fires with Deep Learning and Transfer Learning
10.1016/j.tust.2024.105751 · 2024 · External reference
Full-Scale Experimental Study on Combustion Characteristics and Smoke Temperature of Double-Source Fires in Different Tunnels
10.1016/j.firesaf.2024.104177 · 2024 · External reference
Temperature Distribution within a Ceiling Jet Propagating in an Inclined Flat-Ceilinged Tunnel with Natural Ventilation
10.1016/j.firesaf.2014.11.002 · 2015 · External reference
A Numerical Study on Upstream Maximum Temperature in Inclined Urban Road Tunnel Fires
10.1016/j.ijheatmasstransfer.2015.05.002 · 2015 · External reference
10.3390/app15158740
10.3390/app15158740 · External reference
Calculation of Response Time of Ceiling-Mounted Fire Detectors
10.1007/bf02590543 · ExternalCitation · doi-reference
Optimised Prediction of Tunnel Fire Heat Release Rate Using the ResNet18_2CLSTM Model with Bagging for Multimodal Data
10.1016/j.csite.2024.105268 · ExternalCitation · doi-reference
The Maximum Temperature of Buoyancy-Driven Smoke Flow beneath the Ceiling in Tunnel Fires
10.1016/j.firesaf.2011.02.002 · ExternalCitation · doi-reference
Temperature Distribution within a Ceiling Jet Propagating in an Inclined Flat-Ceilinged Tunnel with Natural Ventilation
10.1016/j.firesaf.2014.11.002 · ExternalCitation · doi-reference
Full-Scale Experimental Study on Combustion Characteristics and Smoke Temperature of Double-Source Fires in Different Tunnels
10.1016/j.firesaf.2024.104177 · ExternalCitation · doi-reference
Full-Field Temperature Prediction in Tunnel Fires Using Limited Monitored Ceiling Flow Temperature Data with Transformer-Based Deep Learning Models
10.1016/j.firesaf.2024.104232 · ExternalCitation · doi-reference
Longitudinal Distributions of CO Concentration and Difference with Temperature Field in a Tunnel Fire Smoke Flow
10.1016/j.ijheatmasstransfer.2010.02.013 · ExternalCitation · doi-reference
A Numerical Study on Upstream Maximum Temperature in Inclined Urban Road Tunnel Fires
10.1016/j.ijheatmasstransfer.2015.05.002 · ExternalCitation · doi-reference
Building Artificial-Intelligence Digital Fire (AID-Fire) System: A Real-Scale Demonstration
10.1016/j.jobe.2022.105363 · ExternalCitation · doi-reference
Overview of Research on Fire Safety in Underground Road and Railway Tunnels
10.1016/j.tust.2018.08.013 · ExternalCitation · doi-reference
An Intelligent Tunnel Firefighting System and Small-Scale Demonstration
10.1016/j.tust.2021.104301 · ExternalCitation · doi-reference
Smart Real-Time Forecast of Transient Tunnel Fires by a Dual-Agent Deep Learning Model
10.1016/j.tust.2022.104631 · ExternalCitation · doi-reference
Study on the General Framework for Real-Time Heat Release Rate Inversion of Tunnel Fires with Deep Learning and Transfer Learning
10.1016/j.tust.2024.105751 · ExternalCitation · doi-reference
Real-Time Forecast of Tunnel Fire Scenario and Hazard Based on External Smoke Images
10.1016/j.tust.2025.106377 · ExternalCitation · doi-reference
Systematic Review of Fire Safety for Long Railway Tunnels
10.1016/j.tust.2025.106833 · ExternalCitation · doi-reference
Scenario-Adaptive Cross-Modal Multistep Temporal Prediction of Heat Release Rate in Tunnel Fires
10.1016/j.tust.2026.107546 · ExternalCitation · doi-reference
Study on Real-Time Forecast of Tunnel Fuel and Electric Vehicle Fire States Based on Multimodal Fusion Learning
10.1016/j.tust.2026.107797 · ExternalCitation · doi-reference
10.2991/978-94-6463-728-1_79
10.2991/978-94-6463-728-1_79 · ExternalCitation · doi-reference
10.3390/app15158740
10.3390/app15158740 · ExternalCitation · doi-reference
10.3390/info12020059
10.3390/info12020059 · ExternalCitation · doi-reference
