The validation of a microscopic simulation model: a methodological case study

被引:73
|
作者
Wu, J [1 ]
Brackstone, M [1 ]
McDonald, M [1 ]
机构
[1] Univ Southampton, Dept Civil & Environm Engn, Transportat Res Grp, Southampton SO17 1BJ, Hants, England
关键词
car following; simulation; calibration; validation; instrumented vehicle;
D O I
10.1016/j.trc.2003.05.001
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
The use of microscopic simulation models to assess the likely effects of new traffic management applications and changes in vehicle technology is becoming increasingly popular. However the validity of the models is a topic of increasing concern, as the quality of the presentation often exceeds the models ability to predict what is likely to happen. Traditionally, model validity has been ascertained through comparing outputs aggregated at a macroscopic level such as speed flow and lane use, against real data. Little microscopic comparison is generally possible and, where this is done there is often no separation of the calibration and validation process. This paper demonstrates how microscopic validation may be undertaken when suitable data is available, in this case time series data collected by an instrumented vehicle, and its use in the validation of the car following performance of a fuzzy logic based car following model. Good agreement has been attained between the simulated model and observed data, primarily using a root mean square error indicator. Lastly, a brief comparison of the new model with the performance of a number of existing formulations has also been undertaken. (C) 2003 Elsevier Ltd. All rights reserved.
引用
收藏
页码:463 / 479
页数:17
相关论文
共 50 条
  • [41] Microscopic-macroscopic models systems integration: A simulation case study for ATMIS
    Sahraoui, A
    Jayakrishnan, R
    SIMULATION-TRANSACTIONS OF THE SOCIETY FOR MODELING AND SIMULATION INTERNATIONAL, 2005, 81 (05): : 353 - 363
  • [42] AGN simulation and validation model
    Lopes, Fabricio M.
    Cesar, Roberto M., Jr.
    Costa, Luciano da F.
    ADVANCES IN BIOINFORMATICS AND COMPUTATIONAL BIOLOGY, PROCEEDINGS, 2008, 5167 : 169 - +
  • [43] Validation of management simulation model
    Resinovi, G
    Gradisar, M
    Turk, T
    ASSOCIATION FOR INFORMATION SYSTEMS PROCEEDING OF THE AMERICAS CONFERENCE ON INFORMATION SYSTEMS, 1997, : 625 - 627
  • [44] A new model for production, inspection, and maintenance: Model validation and case study
    Gadallah, M.H.
    Almokadem, A.
    Shalaby, M.F.Y.
    Journal of Engineering and Applied Science, 2020, 67 (05): : 1136 - 1156
  • [45] An Effective Simulation Model for Performance Prediction of SPV Powered DC Irrigation Systems-A Case Study for Validation
    Hulyal, Vidyashree
    Ronad, Basanagouda F.
    Jangamshetti, Suresh H.
    2017 INTERNATIONAL CONFERENCE ON CURRENT TRENDS IN COMPUTER, ELECTRICAL, ELECTRONICS AND COMMUNICATION (CTCEEC), 2017, : 378 - 382
  • [46] Environmental and physiological simulation of heat stroke: A case study analysis and validation
    Gonzalez, R. R.
    Halford, C.
    Keach, E. M.
    JOURNAL OF THERMAL BIOLOGY, 2010, 35 (08) : 441 - 449
  • [47] Sea trials for validation of shiphandling simulation models-a case study
    Selvik, O.
    Berg, T. E.
    Gavrilin, S.
    MARITIME-PORT TECHNOLOGY AND DEVELOPMENT, 2015, : 141 - 146
  • [48] VERIFICATION AND VALIDATION IN DISCRETE EVENT SIMULATION: A CASE STUDY IN HOSPITAL MANAGEMENT
    Aguilar, R. M.
    Castilla, I.
    Munoz, R.
    Martin, C. A.
    Pineiro, J. D.
    INTERNATIONAL MEDITERRANEAN MODELLING MULTICONFERENCE 2006, 2006, : 63 - 68
  • [49] Simulation of human behaviours for the validation of Ambient Intelligence services: A methodological approach
    Garcia-Valverde, Teresa
    Campuzano, Francisco
    Serrano, Emilio
    Villa, Ana
    Botia, Juan A.
    JOURNAL OF AMBIENT INTELLIGENCE AND SMART ENVIRONMENTS, 2012, 4 (03) : 163 - 181
  • [50] Using Microscopic Simulation-Based Analysis to Model Driving Behavior: A Case Study of Khobar-Dammam in Saudi Arabia
    Al-Ahmadi, Hassan M.
    Jamal, Arshad
    Reza, Imran
    Assi, Khaled J.
    Ahmed, Syed Anees
    SUSTAINABILITY, 2019, 11 (11)