A macroscopic approach for calibration and validation of a modified social force model for bidirectional pedestrian streams

被引:34
|
作者
Taherifar, Neda [1 ]
Hamedmoghadam, Homayoun [2 ]
Sree, Sushmitha [3 ]
Saberi, Meead [4 ]
机构
[1] Swinburne Univ Technol, Dept Comp Sci & Software Engn, Melbourne, Vic, Australia
[2] Monash Univ, Inst Transport Studies, Fac Engn, Melbourne, Vic, Australia
[3] Indian Inst Technol, Dept Civil Engn, Bombay, Maharashtra, India
[4] Univ New South Wales, Sch Civil & Environm Engn, Sydney, NSW, Australia
关键词
Pedestrian; social force model; calibration; validation; bidirectional; LOADING MODEL; SIMULATION; DYNAMICS; BEHAVIOR; FLOWS; WALKING;
D O I
10.1080/23249935.2019.1636156
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
The original social force model of pedestrians and its variants have been extensively studied in the past. However, little attention has been given to their parameter estimation and validation specifically for the environments with high density and complex phenomena such as self-organization and lane formation. This paper presents a macroscopic framework for calibration and validation of a modified social force model for bidirectional pedestrian streams based on the concept of pedestrian area-wide fundamental diagram, also known as pedestrian Macroscopic Fundamental Diagram (p-MFD). Results demonstrate that the proposed calibration process and the modified social force model can reproduce the empirically observed p-MFD with features such as hysteresis while consistently generating microscopic emergent self-organization and lane formation phenomena. Overall, validation and application results suggest that the calibrated model successfully replicates pedestrian traffic patterns and support the future applications of the model for various operations and planning purposes.
引用
收藏
页码:1637 / 1661
页数:25
相关论文
共 50 条
  • [41] Simulation of Single-File Pedestrian Flow under High-Density Condition by a Modified Social Force Model
    Jin, Cheng-Jie
    Shi, Ke-Da
    Fang, Shu-Yi
    SUSTAINABILITY, 2023, 15 (11)
  • [42] A modified social force model for studying nonlinear dynamics of pedestrian-e-bike mixed flow at a signalized crosswalk
    Fu, Libi
    Zhang, Ying
    Qin, Huigui
    Shi, Qingxin
    Chen, Qiyi
    Chen, Yunqian
    Shi, Yongqian
    CHAOS SOLITONS & FRACTALS, 2023, 174
  • [43] CALIBRATION AND VALIDATION OF A MACROSCOPIC TRAFFIC FLOW MODEL BASED ON PLATOON DISPERSION AND QUEUE PROPAGATION
    Storani, Facundo
    Di Pace, Roberta
    De Luca, Stefano
    Memoli, Silvio
    SCIENTIFIC JOURNAL OF SILESIAN UNIVERSITY OF TECHNOLOGY-SERIES TRANSPORT, 2022, 114 : 155 - 167
  • [44] An Extended Social Force Model via Pedestrian Heterogeneity Affecting the Self-Driven Force
    Wu, Wenhan
    Chen, Maoyin
    Li, Jinghai
    Liu, Binglu
    Zheng, Xiaoping
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (07) : 7974 - 7986
  • [45] 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
  • [46] Characterization of superspreaders movement in a bidirectional corridor using a social force model
    Kante, Dramane Sam Idris
    Jebrane, Aissam
    Hakim, Abdelilah
    Boukamel, Adnane
    FRONTIERS IN PUBLIC HEALTH, 2023, 11
  • [47] A modified social force model for pedestrian-bicycle mixed flows and its application on evaluating the conflict risk in shared roads
    Wang, Weili
    Zhou, Hui
    Lo, Jacqueline T. Y.
    Lo, S. M.
    Wang, Yiwen
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2024, 643
  • [48] Improved social force model based on pedestrian collision avoidance behavior in counterflow
    Yang, Junheng
    Zang, Xiaodong
    Chen, Weiying
    Luo, Qiang
    Wang, Rui
    Liu, Yuanqian
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2024, 642
  • [49] Researching the Behavior of Pedestrian Based on Social Force Model in Urban Rail Channel
    Qi, Tianyang
    Yin, Xiangyong
    Proceedings of the 2016 International Conference on Civil, Structure and Environmental Engineering, 2016, 65 : 10 - 17
  • [50] Fundamental diagrams for pedestrian flows in a channel via an extended social force model
    Yan-fang Wei
    Dong-kai Lan
    Li-yun Dong
    Journal of Hydrodynamics, 2018, 30 : 950 - 957