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An agent-based crowd behaviour model for real time crowd behaviour simulation

机译:基于Agent的人群行为模型用于实时人群行为仿真

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摘要

Crowd behaviour models are divided into agent-based, flow-based and particle-based in terms of whether the behaviour emerges from simulating all people (agents) individually (Koh and Zhou, 2011; Braun et al., 2005; Luo et al., 2008; Pan et al., 2007; Shendarkar et al., 2006; Narain et al., 2009), is pro-grammatically defined a priori using fluid dynamics models (Hughes, 2002, 2003; He et al., 2011), or employ a particle system governed by physical laws (Helbing et al., 2000; Bouvier et al., 1997; Treuille et al., 2006; Cucker and Smale, 2007). In agent-based models, computationally intense problems, such as global navigation, hinder the efficient real-time modelling of thousands of agents. In this paper we present a novel approach to crowd behaviour modelling which couples the agent-based paradigm of allowing high level of individual parametrization (group behaviour between friends, leader/follower individuals) with an efficient approach to computationally intensive problems encountered in very large number of agents thus enabling the simulation of thousands of agents in real time using a simple desktop PC.
机译:根据行为是否是通过单独模拟所有人(行为人)而出现的,人群行为模型分为基于主体的行为,基于流动的行为和基于粒子的行为(Koh和Zhou,2011; Braun等,2005; Luo等。 ,2008; Pan等人,2007; Shendarkar等人,2006; Narain等人,2009)使用流体动力学模型在语法上先验地定义(Hughes,2002,2003; He等人,2011)。或采用受物理定律控制的粒子系统(Helbing等,2000; Bouvier等,1997; Treuille等,2006; Cucker和Smale,2007)。在基于代理的模型中,计算密集型问题(例如全局导航)阻碍了成千上万个代理的高效实时建模。在本文中,我们提出了一种新颖的人群行为建模方法,该方法将基于代理的范例(允许高水平的个人参数化(朋友,领导者/跟随者个人之间的小组行为))与有效地解决大量用户所遇到的问题相结合因此,使用一个简单的台式PC即可实时模拟数千个代理。

著录项

  • 来源
    《Pattern recognition letters》 |2014年第15期|30-38|共9页
  • 作者单位

    Integrated Systems Laboratory, Institute of Informatics and Telecommunications, National Center for Scientific Research 'Demokritos', Agia Paraskevi Attikis, PO Box 60228,15310 Athens, Greece;

    Integrated Systems Laboratory, Institute of Informatics and Telecommunications, National Center for Scientific Research 'Demokritos', Agia Paraskevi Attikis, PO Box 60228,15310 Athens, Greece;

    Virginia Modeling, Analysis and Simulation Center, Old Dominion University, 5155 Hampton Boulevard Norfolk, VA 23529, United States;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Simulation; Crowd behaviour; Social forces; Flow fields; Real-time;

    机译:模拟;人群行为;社会力量;流场;即时的;

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