Evaluating the Safety of Crowds in Enclosed Spaces by Markovian Agents

Q3 Computer Science
Enrico Barbierato, Marco Gribaudo, Mauro Iacono, Alexander H. Levis
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引用次数: 0

Abstract

Different paradigms have been used to model the behaviour of pedestrians in a crowd. While some approaches analyze the modelization of crowd motion from a physical perspective, other techniques prefer to focus on similar abstractions following classic paradigms, such as mobile agents or cellular automata, or even from the point of view of social forces interaction. Particular interest has emerged around the topic of crowd behaviour under condition of stress caused by a dramatic event, such as an earthquake, a terrorist attack or a fire. This paper presents a novel approach including a GSPN to describe the behaviour of an individual, which is subsequently translated into a set of Markovian Agents. The model under study reproduces a scenario where a fire, developed in a closed environment, triggers erratic crowd behaviour. It is possible to perceive that a panic situation can be mitigated by enforcing certain measures involving human leaders or small embedded systems (such as Internet-of-things enabled devices), reducing the level of risk related to safety.

用马尔可夫智能体评价封闭空间中人群的安全性
不同的范式被用来模拟人群中行人的行为。虽然一些方法从物理角度分析人群运动的建模,但其他技术更倾向于关注遵循经典范式的类似抽象,例如移动代理或细胞自动机,甚至从社会力量相互作用的角度出发。人们对由地震、恐怖袭击或火灾等戏剧性事件引起的压力下的人群行为这一话题特别感兴趣。本文提出了一种包括GSPN来描述个体行为的新方法,该方法随后被转化为一组马尔可夫智能体。正在研究的模型再现了一个场景,在一个封闭的环境中发生的火灾引发了不稳定的人群行为。有可能认为,通过实施涉及人类领导者或小型嵌入式系统(如启用物联网的设备)的某些措施,可以减轻恐慌情况,从而降低与安全相关的风险水平。
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来源期刊
Electronic Notes in Theoretical Computer Science
Electronic Notes in Theoretical Computer Science Computer Science-Computer Science (all)
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期刊介绍: ENTCS is a venue for the rapid electronic publication of the proceedings of conferences, of lecture notes, monographs and other similar material for which quick publication and the availability on the electronic media is appropriate. Organizers of conferences whose proceedings appear in ENTCS, and authors of other material appearing as a volume in the series are allowed to make hard copies of the relevant volume for limited distribution. For example, conference proceedings may be distributed to participants at the meeting, and lecture notes can be distributed to those taking a course based on the material in the volume.
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