• DocumentCode
    2748861
  • Title

    A communication latency hiding parallelization of a traffic flow simulation

  • Author

    Johnston, Charles Michael ; Chronopoulos, Anthony Theodore

  • Author_Institution
    Concurrent Comput. Corp., Texas Univ., San Antonio, TX, USA
  • fYear
    1999
  • fDate
    12-16 Apr 1999
  • Firstpage
    688
  • Lastpage
    695
  • Abstract
    This work implements and analyses a highway traffic flow simulation based on continuum modeling of traffic dynamics. A traffic-flow simulation was developed and mapped onto a parallel computer architecture. Two algorithms (the 1-step and 2-step algorithms) to solve the simulation equations were developed and implemented. They were then tested on an nCUBE2, a 1024 node hypercube with very slow inter-processor communication (IPC) times. Tests with real traffic data collected from the freeway network in the metropolitan area of Minneapolis, Minnesota were used to validate the accuracy and computation rate of the parallel simulation system. The execution time for a 24-hour traffic-flow simulation over a 15.5-mile freeway, which takes 65.7 minutes on a typical single processor computer took only 88.51 seconds on the nCUBE2. The 2-step algorithm, whose goal is to trade off extra computation for fewer IPC´s, was shown to save more than 19% on total execution time
  • Keywords
    digital simulation; hypercube networks; parallel architectures; traffic information systems; communication latency hiding parallelization; hypercube; nCUBE2; parallel computer architecture; traffic flow simulation; Analytical models; Computational modeling; Computer architecture; Computer simulation; Delay; Equations; Road transportation; Telecommunication traffic; Testing; Traffic control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Parallel Processing, 1999. 13th International and 10th Symposium on Parallel and Distributed Processing, 1999. 1999 IPPS/SPDP. Proceedings
  • Conference_Location
    San Juan
  • Print_ISBN
    0-7695-0143-5
  • Type

    conf

  • DOI
    10.1109/IPPS.1999.760550
  • Filename
    760550