• DocumentCode
    413067
  • Title

    Latency tolerance through parallelization of time in scientific applications

  • Author

    Srinivasan, Ashok ; Chandra, Namas

  • Author_Institution
    Dept. of Comput. Sci., Florida State Univ., Tallahassee, FL, USA
  • fYear
    2004
  • fDate
    26-30 April 2004
  • Firstpage
    112
  • Abstract
    Summary form only given. Distributed computing environments, such as the grid, promise enormous raw computational power, but involve high communication overheads. It is therefore considered that they are ideally suited for "embarrassingly parallel" applications, such as Monte Carlo, and for certain applications where the loosely-coupled nature of the science involved in the simulations leads to a coarse grained computation. In a typical application, this is not feasible. We discuss our solution strategy, based on scalable functional decomposition, which can be used to keep the computation coarse grained, even on a large number of processors. Such decomposition can be attempted through a variety of means. We discuss the use of time parallelization to achieve this. We demonstrate results with a model problem, and then discuss its implementation for an important problem in nanomaterials simulation. We also show that this technique can be extended to make it inherently fault-tolerant.
  • Keywords
    communication complexity; fault tolerant computing; grid computing; parallel processing; communication overhead; distributed computing; fault-tolerant computing; grid computing; latency tolerance; nanomaterials simulation; scalable functional decomposition; scientific applications; time parallelization; Computational efficiency; Concurrent computing; Costs; Delay; Differential equations; Distributed computing; Distributed processing; Grid computing; Parallel processing; Stability;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Parallel and Distributed Processing Symposium, 2004. Proceedings. 18th International
  • Print_ISBN
    0-7695-2132-0
  • Type

    conf

  • DOI
    10.1109/IPDPS.2004.1303067
  • Filename
    1303067