基于智能体的人群仿真Gap寻找行为建模

Linbo Luo, Cheng Chai, Suiping Zhou, Jianfeng Ma
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引用次数: 5

摘要

近年来,由于计算能力的提高,基于智能体的人群仿真研究获得了巨大的发展势头。该研究领域的一个关键问题是开发各种行为模型来捕捉群体中个体(即代理)的微观行为。在本文中,我们提出了一个新的行为模型来模拟在现实世界场景中经常观察到的人群中的个体主动寻找人群流中的空隙以减少与其他人的潜在碰撞的行为。我们提出了一个两级建模框架,并引入了一个缺口寻找行为模型作为全局导航级的主动冲突最小化机动。该模型与局部转向水平的被动避碰模型相结合。我们通过模拟真实世界的场景来评估我们的模型。结果表明,在给定场景下,与经典社会力模型相比,我们的模型可以生成更真实的人群行为。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Modeling Gap Seeking Behaviors for Agent-based Crowd Simulation
Research on agent-based crowd simulation has gained tremendous momentum in recent years due to the increase of computing power. One key issue in this research area is to develop various behavioral models to capture the microscopic behaviors of individuals (i.e., agents) in a crowd. In this paper, we propose a novel behavior model for modeling the gap seeking behavior which can be frequently observed in real world scenarios where an individual in a crowd proactively seek for gaps in the crowd flow so as to minimize potential collision with other people. We propose a two-level modeling framework and introduce a gap seeking behavior model as a proactive conflict minimization maneuver at global navigation level. The model is integrated with the reactive collision avoidance model at local steering level. We evaluate our model by simulating a real world scenario. The results show that our model can generate more realistic crowd behaviors compared to the classical social-force model in the given scenario.
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