基于智能体的行人人群仿真中社会群体建模框架

Fasheng Qiu, Xiaolin Hu
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引用次数: 9

摘要

群体是行人群体中普遍存在的现象,社会群体对人群行为具有重要影响。尽管它很重要,但如何在行人人群模拟中建立社会群体模型仍然是一个开放和具有挑战性的问题。本文提出了一个基于智能体的行人人群模拟中社会群体建模的框架。开发的框架在分层架构中集成了代理行为建模、群体建模和社会上下文建模,其中每一层都侧重于对行人人群的特定方面进行建模。建立了一个动态分组行为模型来验证所开发框架的有效性,并给出了实验结果。
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A Framework for Modeling Social Groups in Agent-Based Pedestrian Crowd Simulations
Grouping is a common phenomenon in pedestrian crowds and social groups can have significant impacts on crowd behavior. Despite its importance, how to model social groups in pedestrian crowd simulations is still an open and challenging issue. This paper presents a framework for modeling social groups in agent-based pedestrian crowd simulations. The developed framework integrates agent behavior modeling, group modeling, and social context modeling in a layered architecture, where each layer focuses on modeling a specific aspect of pedestrian crowds. A model of dynamic grouping behavior is developed to demonstrate the utility of the developed framework, and experimental results are presented.
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