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A framework for group modeling in agent-based pedestrian crowd simulations.

机译:基于代理的行人人群模拟中的组建模框架。

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摘要

Pedestrian crowd simulation explores crowd behaviors in virtual environments. It is extensively studied in many areas, such as safety and civil engineering, transportation, social science, entertainment industry and so on. As a common phenomenon in pedestrian crowds, grouping can play important roles in crowd behaviors. To achieve more realistic simulations, it is important to support group modeling in crowd behaviors. Nevertheless, group modeling is still an open and challenging problem. The influence of groups on the dynamics of crowd movement has not been incorporated into most existing crowd models because of the complexity nature of social groups.;This research develops a framework for group modeling in agent-based pedestrian crowd simulations. The framework includes multiple layers that support a systematic approach for modeling social groups in pedestrian crowd simulations. These layers include a simulation engine layer that provides efficient simulation engines to simulate the crowd model; a behavior-based agent modeling layers that supports developing agent models using the developed BehaviorSim simulation software; a group modeling layer that provides a well-defined way to model inter-group relationships and intragroup connections among pedestrian agents in a crowd; and finally a context modeling layer that allows users to incorporate various social and psychological models into the study of social groups in pedestrian crowd. Each layer utilizes the layer below it to fulfill its functionality, and together these layers provide an integrated framework for supporting group modeling in pedestrian crowd simulations. To our knowledge this work is the first one to focus on a systematic group modeling approach for pedestrian crowd simulations. This systematic modeling approach allows users to create social group simulation models in a well-defined way for studying the effect of social and psychological factors on crowd's grouping behavior. To demonstrate the capability of the group modeling framework, we developed an application of dynamic grouping for pedestrian crowd simulations.
机译:行人人群模拟探索了虚拟环境中的人群行为。在安全与土木工程,交通运输,社会科学,娱乐行业等许多领域进行了广泛的研究。作为行人人群中的常见现象,分组可以在人群行为中发挥重要作用。为了实现更逼真的仿真,在人群行为中支持群体建模非常重要。尽管如此,组建模仍然是一个开放且具有挑战性的问题。由于社会群体的复杂性,群体对群体运动动力学的影响尚未纳入大多数现有的群体模型中。这项研究为基于智能体的行人人群模拟中的群体建模开发了一个框架。该框架包括多个层,这些层支持在行人人群模拟中为社交群体建模的系统方法。这些层包括一个模拟引擎层,该层提供高效的模拟引擎来模拟人群模型。基于行为的代理建模层,使用开发的BehaviorSim仿真软件支持开发代理模型;组建模层,提供了一种定义明确的方法来对人群中行人之间的组间关系和组内连接进行建模;最后是一个上下文建模层,该层允许用户将各种社会和心理模型纳入行人人群的社会群体研究中。每个层都利用其下面的层来实现其功能,并且这些层共同提供了一个集成的框架,以支持行人人群模拟中的组建模。据我们所知,这项工作是第一个侧重于行人模拟的系统化组建模方法的工作。这种系统的建模方法允许用户以定义明确的方式创建社交小组模拟模型,以研究社交和心理因素对人群分组行为的影响。为了演示组建模框架的功能,我们开发了动态分组在行人人群模拟中的应用。

著录项

  • 作者

    Qiu, Fasheng.;

  • 作者单位

    Georgia State University.;

  • 授予单位 Georgia State University.;
  • 学科 Sociology General.;Computer Science.;Sociology Social Structure and Development.
  • 学位 Ph.D.
  • 年度 2010
  • 页码 161 p.
  • 总页数 161
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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