Large-scale real-time evacuation modeling during urban floods: A coupled agent-based multi-model framework

IF 3.5 2区 计算机科学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Wei Lv , Fangwei Deng , Jinghui Wang , Yefan Han , Shuai Yang
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引用次数: 0

Abstract

The escalating frequency of urban pluvial flooding disasters, attributed to climate change and rapid urbanization, has emerged as a formidable global challenge. Meanwhile, the task of large-scale real-time urban evacuation simulation research remains arduous and complex. In response, this paper presents a coupled agent-based multi-model framework (CABMF) that intertwines (1) an agent-based model capturing the decision-making attributes, (2) a transportation model delineating pedestrian and vehicular evacuation movements, and (3) a hydrodynamic model simulating catastrophic floodwater progression. Notably, this framework achieves pioneering real-time evacuation simulation concurrently with the impacts of flood disasters. Applying the CABMF to the evacuation simulation in a flood emergency of the 10-kilometer buffer zone along the Yangtze River and Han River within Wuhan city, along with scenario-based simulations, enables an examination of the influence of transportation modes, shelter arrangements, and flood-affected road networks on evacuation experimental results. Research findings suggest that optimizing the ratio of transportation modes, arranging vertical evacuation shelters, and restricting access to identified high-risk road links contribute to improved evacuation efficiency and reduced disaster risk. The proposed CABMF couples the impacts of flood uniquely and is anticipated to yield substantial insights for large-scale evacuation management in the context of flood disasters.
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来源期刊
Simulation Modelling Practice and Theory
Simulation Modelling Practice and Theory 工程技术-计算机:跨学科应用
CiteScore
9.80
自引率
4.80%
发文量
142
审稿时长
21 days
期刊介绍: The journal Simulation Modelling Practice and Theory provides a forum for original, high-quality papers dealing with any aspect of systems simulation and modelling. The journal aims at being a reference and a powerful tool to all those professionally active and/or interested in the methods and applications of simulation. Submitted papers will be peer reviewed and must significantly contribute to modelling and simulation in general or use modelling and simulation in application areas. Paper submission is solicited on: • theoretical aspects of modelling and simulation including formal modelling, model-checking, random number generators, sensitivity analysis, variance reduction techniques, experimental design, meta-modelling, methods and algorithms for validation and verification, selection and comparison procedures etc.; • methodology and application of modelling and simulation in any area, including computer systems, networks, real-time and embedded systems, mobile and intelligent agents, manufacturing and transportation systems, management, engineering, biomedical engineering, economics, ecology and environment, education, transaction handling, etc.; • simulation languages and environments including those, specific to distributed computing, grid computing, high performance computers or computer networks, etc.; • distributed and real-time simulation, simulation interoperability; • tools for high performance computing simulation, including dedicated architectures and parallel computing.
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