Towards evidence-based fire prevention policy: Uncovering drivers of urban residential fire spread via explainable machine learning
Authors:
- Zenghui LiuZLZenghui Liu
- Yanqing XuYXYanqing Xu
- Zhixian LiZLZhixian Li
- Mingyu ZhaiMZMingyu Zhai
- Weiyao YangWYWeiyao Yang
- Jing LinJLJing Lin
- Yao SunYao Sun
Open Access
- 23 September 2025
- journal article
- Published by Elsevier in Developments in the Built Environment
- Vol. 24
Abstract
No abstract availableFunding Information
- Natural Science Foundation of Jiangsu Province (BK20240931)
- Jiangsu Provincial Department of Education (2023SJYB2054)
- National University's Basic Research Foundation of China
- National Natural Science Foundation of China (52408042)
- Fundamental Research Funds for the Central Universities (020100\u2013531119200260)
- China Postdoctoral Science Foundation (2024M750430)
This publication has 32 references indexed in Scilit:
- Probabilistic Performance-based Fire Design of Structures: A Hazard-Centred and Consequence-Oriented PerspectiveFire Technology, 2024
- Post-earthquake fire risk and loss assessment in urban areasInnovative Infrastructure Solutions, 2024
- Spatial Resilience to Wildfires through the Optimal Deployment of Firefighting Resources: Impact of Topography on Initial Attack EffectivenessInternational Journal of Disaster Risk Science, 2023
- A deep ensemble learning method for colorectal polyp classification with optimized network parametersApplied Intelligence, 2022
- Smart Detection of Fire Source in Tunnel Based on the Numerical Database and Artificial IntelligenceFire Technology, 2020
- Modeling Spatial–Temporal Dynamics of Urban Residential Fire Risk Using a Markov Chain TechniqueInternational Journal of Disaster Risk Science, 2018
- Smoke Alarm Nuisance Source Characterization: Review and RecommendationsFire Technology, 2015
- Increases in fire risk due to warmer summer temperatures and wildland urban interface changes do not necessarily lead to more firesApplied Geography, 2015
- Fire Risk Assessment of Residential Buildings Based on Fire Statistics from ChinaFire Technology, 2013
- Climate change and wildfire in CaliforniaClimatic Change, 2007