Crowd Behavior Simulation With Emotional Contagion in Unexpected Multihazard Situations

人群 人群模拟 恐慌 情绪传染 危害 计算机科学 人群心理 领域(数学) 互惠的 过程(计算) 认知心理学 人工智能 模拟 心理学 计算机安全 社会心理学 焦虑 哲学 精神科 操作系统 有机化学 化学 纯数学 语言学 数学
作者
Mingliang Xu,Xiaozheng Xie,Pei Lv,Jianwei Niu,Hua Wang,Chaochao Li,Ruijie Zhu,Zhigang Deng,Bing Zhou
出处
期刊:IEEE transactions on systems, man, and cybernetics [Institute of Electrical and Electronics Engineers]
卷期号:: 1-15 被引量:125
标识
DOI:10.1109/tsmc.2019.2899047
摘要

Numerous research efforts have been conducted to simulate the crowd movements, while relatively few of them are specifically focused on multihazard situations. In this paper, we propose a novel crowd simulation method by modeling the generation and contagion of panic emotion under multihazard circumstances. In order to depict the effect from hazards and other agents to crowd movement, we first classify hazards into different types (transient and persistent, concurrent and nonconcurrent, and static and dynamic) based on their inherent characteristics. Second, we introduce the concept of perilous field for each hazard and further transform the critical level of the field to its invoked-panic emotion. After that, we propose an emotional contagion model to simulate the evolving process of panic emotion caused by multiple hazards. Finally, we introduce an emotional reciprocal velocity obstacles (RVOs) model to simulate the crowd behaviors by augmenting the traditional RVO model with emotional contagion, which for the first time combines the emotional impact and local avoidance together. Our experimental results demonstrate that the overall approach is robust, can better generate realistic crowds and the panic emotion dynamics in a crowd. Furthermore, it is recommended that our method can be applied to various complex multihazard environments.
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