{"title":"Multi-objective Optimization for Exploring the Effectiveness of Building Mitigation Towards Reducing Urban Conflagrations","authors":"Akshat Chulahwat, Hussam Mahmoud","doi":"10.1007/s10694-024-01675-w","DOIUrl":null,"url":null,"abstract":"<div><p>The impact of wildfires on communities has been devastating in recent years. With the advent of climate change, the frequency and intensity of wildfire events will rise. The increasing population in the wildland–urban interface (WUI) has further amplified the exposure of communities to such events. In this study, we demonstrate the application of a graph-based framework for modeling fire propagation through a heterogeneous fuel and evaluating the impact of different passive fire intervention strategies on a community. We utilize an optimization framework to determine the most effective intervention strategy based on the priority given to either performance, cost, or both. The performance is measured by minimizing the mean vulnerability of the community after applying intervention strategies to individual buildings, and the cost is calculated as the normalized cost of implementing a particular strategy for the entire community. Four distinct communities across the United States are selected to demonstrate the applicability of the proposed fire intervention framework. The results show that optimal intervention strategies depend on the extent to which performance and cost are prioritized. Furthermore, the optimal strategies are also affected by the characteristics of a community, as variations in the optimal strategy are observed for the four communities considered.</p></div>","PeriodicalId":558,"journal":{"name":"Fire Technology","volume":"61 4","pages":"2139 - 2165"},"PeriodicalIF":2.4000,"publicationDate":"2024-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Fire Technology","FirstCategoryId":"5","ListUrlMain":"https://link.springer.com/article/10.1007/s10694-024-01675-w","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0
Abstract
The impact of wildfires on communities has been devastating in recent years. With the advent of climate change, the frequency and intensity of wildfire events will rise. The increasing population in the wildland–urban interface (WUI) has further amplified the exposure of communities to such events. In this study, we demonstrate the application of a graph-based framework for modeling fire propagation through a heterogeneous fuel and evaluating the impact of different passive fire intervention strategies on a community. We utilize an optimization framework to determine the most effective intervention strategy based on the priority given to either performance, cost, or both. The performance is measured by minimizing the mean vulnerability of the community after applying intervention strategies to individual buildings, and the cost is calculated as the normalized cost of implementing a particular strategy for the entire community. Four distinct communities across the United States are selected to demonstrate the applicability of the proposed fire intervention framework. The results show that optimal intervention strategies depend on the extent to which performance and cost are prioritized. Furthermore, the optimal strategies are also affected by the characteristics of a community, as variations in the optimal strategy are observed for the four communities considered.
期刊介绍:
Fire Technology publishes original contributions, both theoretical and empirical, that contribute to the solution of problems in fire safety science and engineering. It is the leading journal in the field, publishing applied research dealing with the full range of actual and potential fire hazards facing humans and the environment. It covers the entire domain of fire safety science and engineering problems relevant in industrial, operational, cultural, and environmental applications, including modeling, testing, detection, suppression, human behavior, wildfires, structures, and risk analysis.
The aim of Fire Technology is to push forward the frontiers of knowledge and technology by encouraging interdisciplinary communication of significant technical developments in fire protection and subjects of scientific interest to the fire protection community at large.
It is published in conjunction with the National Fire Protection Association (NFPA) and the Society of Fire Protection Engineers (SFPE). The mission of NFPA is to help save lives and reduce loss with information, knowledge, and passion. The mission of SFPE is advancing the science and practice of fire protection engineering internationally.