Agent-based simulation of seismic crisis including human behavior: application to the city of Beirut, Lebanon

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2023-09-01 DOI:10.1177/00375497231194608
Rouba Iskandar, Julie Dugdale, Elise Beck, Cécile Cornou
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Abstract

Earthquake simulations at the urban scale usually focus on estimating the damages to the built environment and the consequent losses without fully taking into account human behavior in crisis. Yet, human behavior is a key element for improving crisis disaster management; therefore, it is important to include it in seismic crisis simulations. In this study, an agent-based model for the simulation of pedestrian evacuation during earthquakes at the city scale is developed following an interdisciplinary approach. The model recreates the urban conditions using Geographic Information System (GIS) and a synthetic population, in addition to the earthquake consequences on the urban fabric. Moreover, the model integrates realistic human behaviors calibrated using quantitative survey results. We simulate pedestrian outdoor mobility with the different constraints that affect it such as the topography and the presence of debris. The simulator is applied to the case of Beirut, Lebanon. A what-if approach is adopted to analyze the population’s safety in case of earthquakes in Beirut, particularly the open spaces’ capacity to provide shelters and the effect of debris and realistic human behaviors on people’s safety. The simulation results show that less than 40% of the population is able to arrive at an open space within 15 min after an earthquake. This number is further reduced when some open spaces are locked. Debris and realistic human behaviors significantly delay the arrivals to safe areas and, therefore, should not be neglected in earthquake simulations.
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包括人类行为在内的基于agent的地震危机模拟:在黎巴嫩贝鲁特市的应用
城市尺度的地震模拟通常侧重于估计对建筑环境的破坏和随之而来的损失,而没有充分考虑危机中的人类行为。然而,人类行为是改善危机灾害管理的关键因素;因此,将其纳入地震危机模拟是十分重要的。在本研究中,采用跨学科的方法开发了一个基于agent的模型,用于模拟城市尺度地震期间的行人疏散。除了地震对城市结构的影响外,该模型还使用地理信息系统(GIS)和合成人口再现了城市条件。此外,该模型整合了使用定量调查结果校准的现实人类行为。我们模拟了行人在不同限制条件下的户外活动,如地形和碎片的存在。该模拟器以黎巴嫩贝鲁特为例进行了仿真。采用假设方法分析贝鲁特发生地震时人们的安全,特别是开放空间提供庇护所的能力以及碎片和现实人类行为对人们安全的影响。模拟结果表明,地震后不到40%的人口能够在15分钟内到达开放空间。当一些开放空间被锁定时,这个数字会进一步减少。碎片和真实的人类行为大大延迟了到达安全区域的时间,因此,在地震模拟中不应忽视这些因素。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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