Dynamic Crowd Aggregation Simulation Using SIR Model Based Emotion Contagion

Xiang Nan, Zhou Zehong, Pan Zhigeng
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引用次数: 5

Abstract

Generating emotion contagion results were very important in crowd simulation field. However, as the individuals often moving dynamically, then computing the contagion process becomes a challenge. In this paper, we focused on the emotion contagion effects on dynamic aggregation process of the virtual pedestrian. Firstly, according to the social force theory, we constructed individuals' moving velocities based on their expectations. Secondly, made an adjacent test to generate the nearer neighbors as emotional contagions usually occurred between neighbors. And then we treated the emotional contagions between individuals and their neighbors as the information spreading process so that we calculated the influences on their moving directions through the emotional information spreading model SIR (Susceptible Infective Removal). Social force for simulating moving individuals and SIR model were adopted by our method to simulate the emotional contagion of the crowd. Experimental results showed that the SIR model can effectively improve the fidelity of emotional interaction process and crowd aggregation.
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基于SIR模型的情绪传染动态人群聚集模拟
情绪传染结果的生成是人群模拟研究的重要内容。然而,由于个体经常动态移动,因此计算传染过程成为一项挑战。本文主要研究虚拟行人动态聚合过程中的情绪传染效应。首先,根据社会力量理论,基于个体的期望构建个体的移动速度。其次,由于情绪传染通常发生在邻居之间,因此通过相邻测试来产生较近的邻居。然后将个体与邻居之间的情绪传染作为信息传播过程,通过情绪信息传播模型SIR(易感感染去除)计算个体与邻居之间的情绪传染对其移动方向的影响。我们的方法采用模拟移动个体的社会力和SIR模型来模拟人群的情绪传染。实验结果表明,SIR模型可以有效地提高情感交互过程和人群聚集的保真度。
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