A Heterogeneous Cellular Automata Model for Crowd Evacuation in Emergency Situations

被引:0
作者
Sun, Rongyang [1 ]
Wu, Wenhan [1 ]
机构
[1] Tsinghua Univ, Beijing Natl Res Ctr Informat Sci & Technol, Dept Automat, Beijing 100084, Peoples R China
来源
2022 IEEE 25TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC) | 2022年
关键词
Crowd evacuation; cellular automata model; pedestrian heterogeneity; physiology and psychology; PEDESTRIAN EVACUATION;
D O I
10.1109/ITSC55140.2022.9922479
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The modeling of crowd evacuation plays a crucial role in serving the safety management under emergency conditions. However, pedestrian heterogeneity is often ignored in most studies, resulting in the deviation between simulations and real situations. Therefore, this paper develop a heterogeneous cellular automata (CA) model by considering pedestrian heterogeneity from the aspect of physiology and psychology, and their dynamic changes are incorporated into the update rules for movement direction, speed, and conflict resolution mechanism. By conducting numerical simulations, the effects of pedestrian heterogeneity on evacuation process, evacuation efficiency, and conflict and competition are analyzed in detail. Moreover, this paper provides a framework for the application of heterogeneous characteristics in evacuation models, which can further be used to guide relevant research in the fields of intelligent transportation and safety science.
引用
收藏
页码:124 / 129
页数:6
相关论文
共 50 条
  • [1] A review of cellular automata models for crowd evacuation
    Li, Yang
    Chen, Maoyin
    Dou, Zhan
    Zheng, Xiaoping
    Cheng, Yuan
    Mebarki, Ahmed
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2019, 526
  • [2] MULTI-GRID MODEL FOR CROWD'S EVACUATION IN SHIPS BASED ON CELLULAR AUTOMATA
    Chen, Miao
    Han, Duanfeng
    POLISH MARITIME RESEARCH, 2015, 22 : 75 - 81
  • [3] Cellular automaton model with turning behavior in crowd evacuation
    Miyagawa, Daiki
    Ichinose, Genki
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2020, 549
  • [4] Spatial games and memory effects on crowd evacuation behavior with Cellular Automata
    Mitsopoulou, Martha
    Dourvas, Nikolaos I.
    Sirakoulis, Georgios Ch.
    Nishinari, Katsuhiro
    JOURNAL OF COMPUTATIONAL SCIENCE, 2019, 32 : 87 - 98
  • [5] Integration of cumulative prospect theory in cellular automata model for building evacuation
    Gao, Dong Li
    Lee, Eric Wai Ming
    Lee, Yin Yin
    INTERNATIONAL JOURNAL OF DISASTER RISK REDUCTION, 2022, 74
  • [6] Emergency crowd evacuation modeling and simulation framework with cellular discrete event systems
    Jafer, Shafagh
    Lawler, Ryan
    SIMULATION-TRANSACTIONS OF THE SOCIETY FOR MODELING AND SIMULATION INTERNATIONAL, 2016, 92 (08): : 795 - 817
  • [7] Cellular automaton model of crowd evacuation inspired by slime mould
    Kalogeiton, V. S.
    Papadopoulos, D. P.
    Georgilas, I. P.
    Sirakoulis, G. Ch.
    Adamatzky, A. I.
    INTERNATIONAL JOURNAL OF GENERAL SYSTEMS, 2015, 44 (03) : 354 - 391
  • [8] Simulation of Running Crowd Dynamics: Potential-Based Cellular Automata Model
    Yu, Tao
    Yang, Hai-Dong
    IEEE ACCESS, 2023, 11 : 138602 - 138613
  • [9] Some properties of the floor field cellular automata evacuation model
    Gwizdalla, Tomasz M.
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2015, 419 : 718 - 728
  • [10] A Rough Set-based Knowledge Discovery Model for Crowd Evacuation in a Fire Emergency
    Zhao, R. Y.
    Li, C. L.
    Ling, W. Q.
    Ma, Y. L.
    INTERNATIONAL CONFERENCE ON ADVANCED MANAGEMENT SCIENCE AND INFORMATION ENGINEERING (AMSIE 2015), 2015, : 37 - 42