• DocumentCode
    1825710
  • Title

    Accelerating traffic microsimulations: A parallel discrete-event queue-based approach for speed and scale

  • Author

    Thulasidasan, Sunil ; Eidenbenz, Stephan

  • Author_Institution
    Comput., Comput. & Stat. Sci., Los Alamos Nat. Lab., Los Alamos, NM, USA
  • fYear
    2009
  • fDate
    13-16 Dec. 2009
  • Firstpage
    2457
  • Lastpage
    2466
  • Abstract
    We present FastTrans - a parallel, distributed-memory simulator for transportation networks that uses a queue-based event-driven approach to traffic microsimulation. Queue-based simulation models have been shown to be significantly faster than cellular-automata type approaches, sacrificing spatial granularity for speed, while preserving link and intersection dynamics with high fidelity. Significant advances over previous work include the size of the simulated network, support for dynamic responses to congestion and the absence of precomputed routes - all routing calculations are executed online. We present initial results from a scalability study using a real-world network from the North-East region of the United States comprising over 1.5 million network elements and over 25 million vehicular trips. Simulation of an entire day´s worth of realistic vehicular itineraries involving approximately five billion simulated events executes in less than an hour of wall-clock time on a distributed computing cluster. Initial results suggest almost linear speed-ups with cluster size.
  • Keywords
    cellular automata; queueing theory; traffic engineering computing; FastTrans; North-East region; United States; cellular automata; distributed computing cluster; distributed-memory simulator; parallel discrete-event queue-based approach; queue-based simulation models; routing calculations; spatial granularity; traffic microsimulations acceleration; transportation networks; Acceleration; Computational modeling; Discrete event simulation; Distributed computing; Routing; Scalability; Telecommunication traffic; Traffic control; Transportation; Vehicle dynamics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Simulation Conference (WSC), Proceedings of the 2009 Winter
  • Conference_Location
    Austin, TX
  • Print_ISBN
    978-1-4244-5770-0
  • Type

    conf

  • DOI
    10.1109/WSC.2009.5429673
  • Filename
    5429673