基于agent模型的火山喷发时空风险评估

J. Jumadi, N. Malleson, S. Carver, D. Quincey
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引用次数: 7

摘要

管理由自然事件引起的灾害,特别是火山危机,需要一系列的方法,包括风险建模和分析。风险建模通常使用GIS在社区/区域尺度上进行。然而,人和物体会随着危机而移动,因此静态方法不能正确捕捉风险的动态,因为它们不能适应物体在时间和空间中的移动。基于主体的建模的出现使得在个体层面上对风险进行建模成为可能,因为风险随时间和空间的变化而变化。本文提出了一种时空风险动态模型(STDMR)的新方法,该方法将多准则评估(MCE)集成到基于地理参考的智能体模型中。印度尼西亚的默拉皮,作为一个案例研究。该模型使模拟火山危机期间处于危险中的人们的时空动态成为可能。重要的是,个体脆弱性是异质的,取决于相关个体的特征。个体的风险是动态的,并随着危险和他们的位置而变化。该模型能够突出显示少数高风险的时空位置,在这些位置,由于撤离火山的个人的行为和危险本身的动态,这些时间和地点的总体风险极高。这些结果与利益相关者非常相关,并且将ABM、MCE和动态火山灾害相结合的工作既新颖又与环境相关。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Estimating Spatio-Temporal Risks from Volcanic Eruptions Using an Agent-Based Model
: Managingdisasterscausedbynaturalevents,especiallyvolcaniccrises,requiresarangeofapproaches, including risk modelling and analysis. Risk modelling is commonly conducted at the community/regional scale using GIS. However, people and objects move in response to a crisis, so static approaches cannot capture the dynamics of the risk properly, as they do not accommodate objects’ movements within time and space. The emergence of Agent-Based Modelling makes it possible to model the risk at an individual level as it evolves over space and time. We propose a new approach of Spatio-Temporal Dynamics Model of Risk (STDMR) by integrating multi-criteria evaluation (MCE) within a georeferenced agent-based model, using Mt. Merapi, Indonesia, as a case study. The model makes it possible to simulate the spatio-temporal dynamics of those at risk during a volcanic crisis. Importantly, individual vulnerability is heterogeneous and depends on the characteristics of the individuals concerned. The risk for the individuals is dynamic and changes along with the hazard and their location. The model is able to highlight a small number of high-risk spatio-temporal positions where, due to the behaviour of individuals who are evacuating the volcano and the dynamics of the hazard itself, the overall risk in those times and places is extremely high. These outcomes are extremely relevant for the stakeholders, and the work of coupling an ABM, MCE, and dynamic volcanic hazard is both novel and contextually relevant.
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