• DocumentCode
    1894124
  • Title

    Managing Computational Complexity of Large-Scale Traffic Micro-Simulations

  • Author

    Holvoet, Tom ; Claes, Rutger

  • Author_Institution
    DistriNet Labs., KULeuven, Leuven
  • fYear
    2008
  • fDate
    3-6 June 2008
  • Firstpage
    151
  • Lastpage
    151
  • Abstract
    In an R & D project called MASE ("a model-based approach for evaluating the safety and environmental effects of traffic policy measures", sponsored by IWT-Flanders), our team collaborates with research teams specialized in traffic management, environmental and safety studies. The main objective of the project is to provide usable instruments (models as well as tool-support) which support making well-founded assessments on the effects of governmental traffic policies (e.g. charges per kilometre, free public transportation) on safety and environment. The methodology followed in the project consists of the following steps: (1) modelling the effect of traffic policies to individual behaviour (using an activity-based modelling); (2) simulating traffic using these individual behaviour models-based on agent-based micro-simulations; (3) evaluating the simulation results with respect to criteria related to safety and environment. The micro-simulation obviously plays a crucial role in the success of the project. Therefore, we use application- and simulation-specific characteristics for reducing the computational complexity of the micro-simulations. Technological solutions can and will help: parallelizing the simulations and using parallel or distributed computer systems, simulations can speed-up simulations by a factor that is at most linear with respect to the number of processing units. However, more structural solutions are necessary for coping with the scale we envisage in the project.
  • Keywords
    digital simulation; environmental factors; parallel processing; road safety; road traffic; traffic engineering computing; IWT-Flanders; R&D project; activity-based modelling; application-specific characteristic; computational complexity; distributed computer system; environmental effect; governmental traffic policy measure; large-scale agent-based traffic microsimulation; model-based approach; parallel computer system; road safety; simulation-specific characteristic; Collaboration; Computational complexity; Computational modeling; Computer simulation; Environmental management; Instruments; Large-scale systems; Project management; Safety; Traffic control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Principles of Advanced and Distributed Simulation, 2008. PADS '08. 22nd Workshop on
  • Conference_Location
    Roma
  • ISSN
    1087-4097
  • Print_ISBN
    978-0-7695-3159-5
  • Type

    conf

  • DOI
    10.1109/PADS.2008.33
  • Filename
    4545339