An Extended Social Force Model via Pedestrian Heterogeneity Affecting the Self-Driven Force

被引:39
|
作者
Wu, Wenhan [1 ]
Chen, Maoyin [1 ]
Li, Jinghai [1 ]
Liu, Binglu [1 ]
Zheng, Xiaoping [1 ]
机构
[1] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
基金
中国国家自然科学基金;
关键词
Crowd dynamics; social force model; pedestrian heterogeneity; evacuation management; nonlinear system; CROWD; SIMULATION; EVACUATION; BEHAVIOR; DISABILITIES; MECHANISMS; DYNAMICS; ESCAPE; STRESS;
D O I
10.1109/TITS.2021.3074914
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
As one of the most effective models for human collective motion, the social force model (SFM) simulates the dynamics of crowd evacuation from a microscopic perspective. However, it treats pedestrians as the homogeneous rigid particles, whereas pedestrians are diverse and heterogeneous in real life. Therefore, this paper develops a pedestrian heterogeneity-based social force model (PHSFM) by introducing physique and mentality coefficients into the SFM to quantify physiology and psychology attributes of pedestrians, respectively. These two coefficients can affect the self-driven force by changing the desired speed, thus characterizing the pedestrian heterogeneity more realistically. Simulation experiments demonstrate that the PHSFM designs a more general and accurate theoretical framework for the expression of pedestrian heterogeneity, which realizes special behavior patterns caused by individual diversity. Furthermore, our model provides effective guidelines for the management of crowds in potential research fields such as transportation, architectural science and safety science.
引用
收藏
页码:7974 / 7986
页数:13
相关论文
共 50 条
  • [21] Effect of psychological tension on pedestrian counter flow via an extended cost potential field cellular automaton model
    Li, Xingli
    Guo, Fang
    Kuang, Hua
    Zhou, Huaguo
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2017, 487 : 47 - 57
  • [22] Simulation of bi-directional pedestrian flow under high densities using a modified social force model
    Jin, Cheng-Jie
    Shi, Ke-Da
    Jiang, Rui
    Li, Dawei
    Fang, Shuyi
    CHAOS SOLITONS & FRACTALS, 2023, 172
  • [23] Social Force as a Microscopic Simulation Model for Pedestrian Behavior in Crowd Evacuation
    Abu Bakar, Noor Akma
    Majid, Mazlina Abdul
    Adam, Khalid
    Allegra, Mario
    ADVANCED SCIENCE LETTERS, 2018, 24 (10) : 7611 - 7616
  • [24] A Social Force Based Pedestrian Motion Model Considering Multi-Pedestrian Interaction with a Vehicle
    Yang, Dongfang
    Ozguner, Umit
    Redmill, Keith
    ACM TRANSACTIONS ON SPATIAL ALGORITHMS AND SYSTEMS, 2020, 6 (02)
  • [25] Generalized centrifugal-force model for pedestrian dynamics
    Chraibi, Mohcine
    Seyfried, Armin
    Schadschneider, Andreas
    PHYSICAL REVIEW E, 2010, 82 (04):
  • [26] Heterogeneity-induced lane and band formation in self-driven particle systems
    Khelfa, Basma
    Korbmacher, Raphael
    Schadschneider, Andreas
    Tordeux, Antoine
    SCIENTIFIC REPORTS, 2022, 12 (01)
  • [27] Calibrating a social-force-based pedestrian walking model based on maximum likelihood estimation
    Ko, Moonsoo
    Kim, Taewan
    Sohn, Keemin
    TRANSPORTATION, 2013, 40 (01) : 91 - 107
  • [28] Dynamic Modeling and Simulation of Electric Scooter Interactions With a Pedestrian Crowd Using a Social Force Model
    Liu, Yen-Chen
    Jafari, Alireza
    Shim, Jae Kun
    Paley, Derek A.
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (09) : 16448 - 16461
  • [29] A Pedestrian Evacuation Model with Leaders during the Smoke Dispersion Based on a Social Force Model
    Makmul, J.
    MODELLING AND SIMULATION IN ENGINEERING, 2023, 2023
  • [30] Development of the Social Force Model Considering Pedestrian Characteristics and Behavior
    Siddharth, S. M. P.
    Perumal, Vedagiri
    TRANSPORTATION RESEARCH RECORD, 2024, 2678 (05) : 436 - 450