Research on emotion modeling of intelligent agents in earthquake evacuation simulation

被引:1
作者
Zhao, Yumeng [1 ]
Liu, Zhen [1 ]
Xiao, Jiangjian [2 ]
Liu, Tingting [3 ]
Xu, Gen [2 ]
Wang, Yuanyi [3 ]
机构
[1] Ningbo Univ, Fac Informat Sci & Technol, Ningbo 315211, Peoples R China
[2] Chinese Acad Sci, Ningbo Inst Mat Technol & Engn, Ningbo 315201, Peoples R China
[3] Ningbo Univ, Coll Sci & Technol, Cixi 315300, Peoples R China
来源
COGNITIVE SYSTEMS RESEARCH | 2024年 / 87卷
关键词
Emotional cognition; Emotional modeling; Emergency drills; Intelligent agent; CROWD BEHAVIOR; STRATEGIES; BUILDINGS; COGNITION; SYSTEM; MEMORY; FORCE;
D O I
10.1016/j.cogsys.2024.101242
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In recent years, virtual reality (VR) has been widely used in emergency drills, skills training and other fields of science education. However, existing VR emergency training platforms lack intelligent agents endowed with emotional and cognitive abilities, making them challenging to evoke user emotions and achieve immersion. Moreover, existing emotion contagion methods of virtual agents lack analysis on whether the emotions of virtual agents can infect users in the real world. Therefore, we proposed an emotional cognitive model (ECM) that simulates the emotional contagion of intelligent agents in a VR earthquake emergency training platform. To evaluate the proposed model, we conducted a user study requiring the user to control an avatar for evacuation training during a simulated earthquake. The user ' s brain signals are measured using EEG, fNIRS, and eyetracking devices to analyze whether the user was affected by the emotions of other intelligent agents. The results show that intelligent agents with emotional cognition can evoke user ' s emotions in earthquake emergency training.
引用
收藏
页数:11
相关论文
共 40 条
[11]   SOCIAL FORCE MODEL FOR PEDESTRIAN DYNAMICS [J].
HELBING, D ;
MOLNAR, P .
PHYSICAL REVIEW E, 1995, 51 (05) :4282-4286
[12]   NIRS-KIT: a MATLAB toolbox for both resting-state and task fNIRS data analysis [J].
Hou, Xin ;
Zhang, Zong ;
Zhao, Chen ;
Duan, Lian ;
Gong, Yilong ;
Li, Zheng ;
Zhu, Chaozhe .
NEUROPHOTONICS, 2021, 8 (01)
[13]   The Balance Recovery Mechanisms Against Unexpected Forward Perturbation [J].
Hwang, Sungjae ;
Tae, Kisik ;
Sohn, Ryanghee ;
Kim, Jungyoon ;
Son, Jongsang ;
Kim, Youngho .
ANNALS OF BIOMEDICAL ENGINEERING, 2009, 37 (08) :1629-1637
[14]   A Theoretical Framework for Stability Regions for Standing Balance of Humanoids Based on Their LIPM Treatment [J].
Kim, Jung Hoon ;
Lee, Jongwoo ;
Oh, Yonghwan .
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2020, 50 (11) :4569-4586
[15]   Factors affecting post-evacuation behaviors following an earthquake: A questionnaire-based survey [J].
Koshiba, Yusuke ;
Suzuki, Yuji .
INTERNATIONAL JOURNAL OF DISASTER RISK REDUCTION, 2018, 31 :548-554
[16]   Learning and Memory Processes in Autonomous Agents Using an Intelligent System of Decision-Making [J].
Kowalczuk, Zdzislaw ;
Czubenko, Michal ;
Jedruch, Wojciech .
ADVANCED AND INTELLIGENT COMPUTATIONS IN DIAGNOSIS AND CONTROL, 2016, 386 :301-315
[17]   Human behaviour during and immediately following earthquake shaking: developing a methodological approach for analysing video footage [J].
Lambie, Emily ;
Wilson, Thomas M. ;
Johnston, David M. ;
Jensen, Steven ;
Brogt, Erik ;
Doyle, Emma E. H. ;
Lindell, Michael K. ;
Helton, William S. .
NATURAL HAZARDS, 2016, 80 (01) :249-283
[18]   ACSEE: Antagonistic Crowd Simulation Model With Emotional Contagion and Evolutionary Game Theory [J].
Li, Chaochao ;
Lv, Pei ;
Manocha, Dinesh ;
Wang, Hua ;
Li, Yafei ;
Zhou, Bing ;
Xu, Mingliang .
IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, 2022, 13 (02) :729-745
[19]   A path planning approach for crowd evacuation in buildings based on improved artificial bee colony algorithm [J].
Liu, Hong ;
Xu, Bin ;
Lu, Dianjie ;
Zhang, Guijuan .
APPLIED SOFT COMPUTING, 2018, 68 :360-376
[20]  
Liu Meiqin, 2022, International Journal of Interactive Mobile Technologies, P170, DOI [10.3991/ijim.v16i24.35479, 10.3991/ijim.v16i24.35479]