Large-scale Agent-based Traffic Micro-simulation: Experiences with Model Refinement, Calibration, Validation and Application

被引:14
|
作者
Zhao, Yunjie [1 ]
Sadek, Adel W. [1 ]
机构
[1] SUNY Buffalo, Dept Civil Struct & Environm Engn, Buffalo, NY 14260 USA
来源
ANT 2012 AND MOBIWIS 2012 | 2012年 / 10卷
关键词
Agent-based; TRANSIMS; Micro Simulation; Inclement Weather;
D O I
10.1016/j.procs.2012.06.105
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper describes the authors' continued efforts toward the development, calibration, validation and application of a large-scale, agent-based model of the Buffalo-Niagara metropolitan area. The model is developed using the TRansportation ANalysis SIMulation System (TRANSIMS), an open-source, agent-based suite of transportation models originally developed by Los Alamos National Lab (LANL). Following the network error-checking, calibration and validation phases of the model development cycle, the model was used to evaluate the impact of significant snow storm events on the performance of surface transportation network. This was done by modifying the behavior of the agents (i.e. the drivers) in the model to reflect more conservative driving behavior and vehicle dynamics limitations (such as maximum acceleration and deceleration) imposed by the impaired road surface condition. The study demonstrates that the development of regional agent-based models is technically feasible, but one that requires significant efforts in terms of network accuracy checking, model calibration and validation. Moreover, it is shown that inclement weather events reduce the ability of transportation networks to handle the travel demand, which in turn underscores the importance of effective travel demand management during such events. (C) 2011 Published by Elsevier Ltd. Selection and/or peer-review under responsibility of [name organizer]
引用
收藏
页码:815 / 820
页数:6
相关论文
共 50 条
  • [1] Large-scale agent-based simulation model of pedestrian traffic flows
    Kaziyeva, Dana
    Stutz, Petra
    Wallentin, Gudrun
    Loidl, Martin
    [J]. COMPUTERS ENVIRONMENT AND URBAN SYSTEMS, 2023, 105
  • [2] Road Tolls and sustainable City Traffic. An agent-based Micro-Simulation
    Mager, Thomas J.
    [J]. ERDKUNDE, 2012, 66 (03) : 278 - 278
  • [3] Large-scale agent-based pedestrian simulation
    Kluegl, Franziska
    Rindsfueser, Guido
    [J]. MULTIAGENT SYSTEM TECHNOLOGIES, PROCEEDINGS, 2007, 4687 : 145 - +
  • [4] The Agent-Based Agri-Household Micro-Simulation Platform and Its Application
    Wan, Xiangyu
    [J]. ADVANCES IN HUMAN FACTORS IN SIMULATION AND MODELING (AHFE 2017), 2018, 591 : 322 - 332
  • [5] Calibration and validation of a simulation-based dynamic traffic assignment model for a large-scale congested network
    Shafiei, Sajjad
    Gu, Ziyuan
    Saberi, Meead
    [J]. SIMULATION MODELLING PRACTICE AND THEORY, 2018, 86 : 169 - 186
  • [6] Large-Scale High-Fidelity Agent-Based Simulation in Air Traffic Domain
    Volf, Premysl
    Sislak, David
    Pechoucek, Michal
    [J]. CYBERNETICS AND SYSTEMS, 2011, 42 (07) : 502 - 525
  • [7] Large-Scale Agent-Based Combined Traffic Simulation of Private Cars and Commercial Vehicles
    Joubert, Johan W.
    Fourie, Pieter J.
    Axhausen, Kay W.
    [J]. TRANSPORTATION RESEARCH RECORD, 2010, (2168) : 24 - 32
  • [8] Calibration and validation of large-scale traffic simulation networks: a case study
    Bartin, Bekir
    Ozbay, Kaan
    Gao, Jingqin
    Kurkcu, Abdullah
    [J]. 9TH INTERNATIONAL CONFERENCE ON AMBIENT SYSTEMS, NETWORKS AND TECHNOLOGIES (ANT 2018) / THE 8TH INTERNATIONAL CONFERENCE ON SUSTAINABLE ENERGY INFORMATION TECHNOLOGY (SEIT-2018) / AFFILIATED WORKSHOPS, 2018, 130 : 844 - 849
  • [9] Development and calibration of a large-scale microscopic traffic simulation model
    Jha, M
    Gopalan, G
    Garms, A
    Mahanti, BP
    Toledo, T
    Ben-Akiva, ME
    [J]. CALIBRATION AND VALIDATION OF SIMULATION MODELS 2004, 2004, (1876): : 121 - 131
  • [10] Agent-based Simulation of CO2 Emissions Trading and Large-scale Traffic Flow
    Mizuta, Hideyuki
    kato, Sei
    Tai, Hideki
    [J]. 2008 PROCEEDINGS OF SICE ANNUAL CONFERENCE, VOLS 1-7, 2008, : 387 - 392