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Cellular Automata for Crowd Dynamics

机译:元胞自动机的人群动力学

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摘要

Cellular Automata (CA) as bio-inspired parallel computational models of self-reproducing organisms can capture the essential features of systems where global behavior arises from the collective effect of simple components which interact locally. In this aspect, CAs have been considered as a fine candidate to model pedestrian behavior and crowd dynamics in a fine manner. In specific, for crowd modeling, the CA models show evidence of a macroscopic nature with microscopic extensions, i.e. they provide adequate details in the description of human behavior and interaction, whilst they retain the computational cost at low levels. In this paper several CA models for crowd evacuation taking into consideration different modeling principles, like potential fields techniques, obstacle avoidance, follow-the-leader principles, grouping theory, etc. will be presented in an attempt to accomplish efficient crowd evacuation simulation. Moreover, an integrated system based on CAs that operates as an anticipative crowd management tool in cases of medium density crowd evacuation for indoor and outdoor environments is also shown, and its results different real world cases and different environments prove its efficiency. Finally, robot guided evacuation with the help of CAs is also presented. Quite recently, an evacuation system was proposed, based on an accurate CA model capable of assessing the human behavior during emergency situations takes advantage of the simulation output to provide sufficient information to a mobile robotic guide, which in turn guides people towards a less congestive exit at a time.
机译:细胞自动机(CA)作为受生物启发的自我繁殖生物的并行计算模型,可以捕获系统的基本特征,在这些系统中,全局行为是由局部相互作用的简单组件的集体效应引起的。在这方面,CA被认为是以良好的方式对行人行为和人群动态进行建模的理想人选。具体而言,对于人群建模,CA模型显示了具有微观扩展的宏观性质的证据,即,它们在描述人类行为和交互时提供了足够的细节,同时将计算成本保持在较低水平。在本文中,将提出几种考虑了不同建模原理的人群疏散CA模型,例如势场技术,避障,跟随领导者原则,分组理论等,以尝试完成高效的人群疏散模拟。此外,还显示了基于CA的集成系统,该系统在室内和室外环境中密度人群疏散的情况下用作预期的人群管理工具,其结果在不同的实际案例和不同的环境下都证明了其效率。最后,还介绍了借助CA进行机器人引导的撤离。最近,人们提出了一种疏散系统,该系统基于能够在紧急情况下评估人类行为的准确的CA模型,利用模拟输出为移动机器人指南提供足够的信息,从而引导人们朝着交通少的方向走一次。

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