Recurrent emotional contagion for the crowd evacuation of a cyber-physical society

被引:16
|
作者
Liu, Heng [1 ,2 ]
Lu, Dianjie [1 ,2 ,3 ]
Zhang, Guijuan [1 ,2 ]
Hong, Xiao [4 ]
Liu, Hong [1 ,2 ]
机构
[1] Shandong Normal Univ, Sch Informat Sci & Engn, Jinan 250358, Peoples R China
[2] Shandong Prov Key Lab Novel Distributed Comp Soft, Jinan 250358, Peoples R China
[3] State Key Lab High End Server & Storage Technol, Jinan 250101, Peoples R China
[4] Shanghai Univ, Sch Comp Engn & Sci, Shanghai 200444, Peoples R China
基金
中国国家自然科学基金;
关键词
Cyber-physical society; Recurrent emotional contagion; Crowd evacuation; Small-world networks; SIMULATION; DYNAMICS; MODEL;
D O I
10.1016/j.ins.2021.06.036
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In recent years, emotional contagion has drawn great attention in the field of public secu-rity since it often leads to stampedes and crushes during large-scale emergencies. To date, there have been many studies on emotional contagion in both cyberspace and physical space, bringing a strong impetus to the simulation of crowd evacuation in emergencies. However, due to the heterogeneity of crowds in cyberspace and physical space, emotional contagion is rarely comprehensively considered in the cyber-physical society (CPS). In addition, the characteristics of emotional recurrence prone to appear in large-scale evacu-ation have not yet been fully elucidated. Therefore, the existing models cannot accurately describe the real situation of emotional contagion since there is a wide deviation between it and the reality. To solve this problem, we propose a recurrent emotional contagion (REC) method for crowd evacuation of the CPS. First, we construct a CPS-oriented REC model by considering the influence of emotional recurrence on the emotional contagion process. Second, we build the degree-based Mean-Field Equations to describe the dynamic evolu-tion of the number of individuals while considering the heterogeneity of crowds. Furthermore, we use the Finite Difference Method to derive the numerical solution. Third, we construct recurrent small-world networks, which constitute a special case of CPS-REC, to verify the effectiveness of our model. Finally, we implement a crowd simula-tion system based on the CPS-REC model to visualize the results of our theoretical analysis. The experimental results show that our method can more realistically simulate the emo-tional contagion process. (c) 2021 Elsevier Inc. All rights reserved.
引用
收藏
页码:155 / 172
页数:18
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