A Preliminary Study of Individual Based Crowd Simulation Based on Bayesian Nash Equilibrium

被引:0
|
作者
Wang, Yiyu [1 ]
Ge, Jiaqi [1 ]
Comber, Alexis [1 ]
机构
[1] Univ Leeds, Sch Geog, Leeds LS2 9JT, W Yorkshire, England
来源
ADVANCES IN SOCIAL SIMULATION, ESSA 2022 | 2023年
关键词
Agent based modelling; Bayesian nash equilibrium; Emergency evacuation; Pedestrian behaviours; Multi-agent system;
D O I
10.1007/978-3-031-34920-1_26
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The lack of experimental datasets for individual behaviours has hindered the systematic studies of pedestrian behaviours as well as the refined development of regular laws of individual movement in simulation models. This research developed a simulation model for crowd evacuation on the basis of Bayesian Nash Equilibrium (BNE) and a Multi-Agent System (MAS). BNE was introduced in this research to augment the rationality of individual decision-making process in evacuation simulation and to assist pedestrians in discovering an optimal evacuation route to avoid congestions. A series of simulation experiments were conducted to evaluate the performance of the initial model, and the current experimental results demonstrate a noticeable positive influence of BNE on reducing evacuation time. A detailed introduction of the establishment and implementation details of the model as well as model analysis have been provided in this paper. Limitations and a few optional research directions in the future are also discussed.
引用
收藏
页码:329 / 336
页数:8
相关论文
共 36 条
  • [31] Swarm-Based Multi-agent Simulation: A Case Study of Urban Traffic Flow in the City of Wroclaw
    Krol, Dariusz
    Mrozek, Maciej
    COMPUTATIONAL COLLECTIVE INTELLIGENCE: TECHNOLOGIES AND APPLICATIONS, PT II: THIRD INTERNATIONAL CONFERENCE, ICCCI 2011, 2011, 6923 : 191 - +
  • [32] Integrated agent-based simulation and evacuation risk-assessment model for underground building fire: A case study
    Wang, Ning
    Gao, Ying
    Li, Chao-ying
    Gai, Wen-mei
    JOURNAL OF BUILDING ENGINEERING, 2021, 40
  • [33] An agent-based procedure with an embedded agent learning model for residential land growth simulation: The case study of Nanjing, China
    Li, Feixue
    Xie, Zhongkai
    Clarke, Keith C.
    Li, Manchun
    Chen, Honghua
    Liang, Jian
    Chen, Zhenjie
    CITIES, 2019, 88 : 155 - 165
  • [34] A Comparison of Two Historical Trader Societies - An Agent-Based Simulation Study of English East India Company and New-Julfa
    Sedigh, Amir Hosein Afshar
    Frantz, Christopher K.
    Savarimuthu, Bastin Tony Roy
    Purvis, Martin K.
    Purvis, Maryam A.
    MULTI-AGENT-BASED SIMULATION XIX, 2019, 11463 : 17 - 31
  • [35] Simulation of luggage-laden passengers' behavior in the evacuation process based on a floor field CA model case study: Tehran metro-rail transfer corridor
    Jahedinia, Fatemeh
    Bagheri, Morteza
    Naderan, Ali
    Bahramian, Zahra
    SIMULATION-TRANSACTIONS OF THE SOCIETY FOR MODELING AND SIMULATION INTERNATIONAL, 2023, 99 (07): : 681 - 701
  • [36] An agent-based learning-embedded model (ABM-learning) for urban land use planning: A case study of residential land growth simulation in Shenzhen, China
    Li, Feixue
    Li, Zhifeng
    Chen, Honghua
    Chen, Zhenjie
    Li, Manchun
    LAND USE POLICY, 2020, 95