Modeling Dynamic Groups for Agent-Based Pedestrian Crowd Simulations

Fasheng Qiu, Xiaolin Hu
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引用次数: 16

Abstract

Group modeling is still an open challenge problem in pedestrian crowd simulations. Most existing work is based on socio-psychological models which can only describe the dynamics of pedestrians’ socio-psychological states. The ability of dynamic grouping also requires that pedestrians are intelligent to behave adaptively in the ever changing environment. However, little work has incorporated the effect of artificial intelligence in the study of group behaviors. This paper describes a novel model to simulate dynamic groups based on both utility theory and social comparison theory. To our knowledge, the model is one of few models using utility theory and social comparison theory to model group behaviors. Experiment results suggest that groups can be dynamically formed and grouping has significant effect on crowd behaviors. Besides, the model can also be used to simulate various structures in dynamic groups.
基于智能体的行人人群仿真动态群体建模
在行人人群仿真中,群体建模仍然是一个开放性的挑战问题。大多数现有的工作是基于社会心理模型,只能描述行人的社会心理状态的动态。动态分组的能力也要求行人在不断变化的环境中具有自适应能力。然而,很少有研究将人工智能的影响纳入群体行为的研究。基于效用理论和社会比较理论,提出了一种新的动态群体模拟模型。据我们所知,该模型是少数运用效用理论和社会比较理论来模拟群体行为的模型之一。实验结果表明,群体是可以动态形成的,群体对群体行为有显著影响。此外,该模型还可用于动态群中各种结构的模拟。
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