• DocumentCode
    2219317
  • Title

    A distributed, scalable, and synchronized framework for large-scale microscopic traffic simulation

  • Author

    Klefstad, Raymond ; Zhang, Yue ; Lai, Mingjie ; Jayakrishnan, R. ; Lavanya, Riju

  • Author_Institution
    Dept. of Electr. Eng. & Comput. Sci., California Univ., Irvine, CA, USA
  • fYear
    2005
  • fDate
    13-15 Sept. 2005
  • Firstpage
    813
  • Lastpage
    818
  • Abstract
    Microscopic traffic simulation is effective for analyzing transportation networks. However, performing microscopic simulations for large-scale networks remains a huge computing problem. In this paper, we present ParamGrid, a scalable and synchronized framework that distributes the simulation across a cluster of ordinary-performance, low-cost personal computers (PCs) connected by local area network (LAN). Several key challenges are solved: dividing a large traffic network, routing vehicles traveling across tiles, transferring vehicles across tiles, and globally synchronizing the simulation time to achieve a complete solution to automate scalable concurrent simulations. These solutions are automated in ParamGrid. Our experimental results, using a real-world traffic network for the Long Beach Area in Southern California, show our new framework provides near linear speed-up with number of computers.
  • Keywords
    digital simulation; local area networks; road traffic; traffic engineering computing; large-scale microscopic traffic simulation; local area network; real-world traffic network; routing vehicles; transportation networks analysis; Analytical models; Computational modeling; Computer networks; Large-scale systems; Local area networks; Microscopy; Telecommunication traffic; Tiles; Traffic control; Vehicles;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Transportation Systems, 2005. Proceedings. 2005 IEEE
  • Print_ISBN
    0-7803-9215-9
  • Type

    conf

  • DOI
    10.1109/ITSC.2005.1520154
  • Filename
    1520154