A mass evacuation modeling framework to account for vulnerabilities in staged evacuation

IF 6.3 1区 工程技术 Q1 ECONOMICS
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Abstract

This study develops a framework for mass evacuation modeling that considers staged evacuation in response to an impending hurricane for testing and evaluation. The study follows two-stage modeling processes: (1) developing a fuzzy logic-based staged evacuation model that informs staged evacuation scenario building process, and (2) developing a traffic microsimulation model to test and evaluate staged evacuation scenarios. The staged evacuation model ascertains a vulnerability-based zonal prioritization while accounting for geophysical, social, and mobility challenges utilizing the vulnerability-index. Simulation results suggest that average travel time in staged evacuation decreases by 39.5% compared to evacuation without any countermeasure applied. The staged evacuation process demonstrates a decrease of 0.3–4.8 h in clearance time for most zones. The application of vulnerability-index for prioritization enables an efficient evacuation of high-risk areas. For example, Downtown-district is prioritized due to high vulnerability-index yielding a 2.8-hour decrease in clearance time for 50% of downtown-zones. The results will help emergency professionals understand the necessity of incorporating priority needs of vulnerable populations into staged evacuation implementation, testing, and evaluation.

本研究开发了一个大规模疏散建模框架,考虑了应对即将到来的飓风的分阶段疏散,以进行测试和评估。该研究遵循两个阶段的建模过程:(1)开发基于模糊逻辑的分阶段疏散模型,为分阶段疏散方案的构建过程提供信息;(2)开发交通微观模拟模型,以测试和评估分阶段疏散方案。分阶段疏散模型确定了以脆弱性为基础的分区优先次序,同时利用脆弱性指数考虑了地球物理、社会和流动性方面的挑战。模拟结果表明,与未采取任何应对措施的疏散相比,分阶段疏散的平均旅行时间减少了 39.5%。在大多数区域,分阶段疏散过程可减少 0.3-4.8 小时的疏散时间。采用脆弱性指数进行优先排序,可有效疏散高风险区域。例如,市中心区由于脆弱性指数较高而被优先考虑,从而使 50%的市中心区的疏散时间减少了 2.8 小时。这些结果将帮助应急专业人员了解,在分阶段疏散的实施、测试和评估过程中,将弱势群体的优先需求纳入其中的必要性。
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来源期刊
CiteScore
13.20
自引率
7.80%
发文量
257
审稿时长
9.8 months
期刊介绍: Transportation Research: Part A contains papers of general interest in all passenger and freight transportation modes: policy analysis, formulation and evaluation; planning; interaction with the political, socioeconomic and physical environment; design, management and evaluation of transportation systems. Topics are approached from any discipline or perspective: economics, engineering, sociology, psychology, etc. Case studies, survey and expository papers are included, as are articles which contribute to unification of the field, or to an understanding of the comparative aspects of different systems. Papers which assess the scope for technological innovation within a social or political framework are also published. The journal is international, and places equal emphasis on the problems of industrialized and non-industrialized regions. Part A''s aims and scope are complementary to Transportation Research Part B: Methodological, Part C: Emerging Technologies and Part D: Transport and Environment. Part E: Logistics and Transportation Review. Part F: Traffic Psychology and Behaviour. The complete set forms the most cohesive and comprehensive reference of current research in transportation science.
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