• DocumentCode
    3639938
  • Title

    GPU-PRISM: An Extension of PRISM for General Purpose Graphics Processing Units

  • Author

    Dragan Bosnacki;Stefan Edelkamp;Damian Sulewski;Anton Wijs

  • Author_Institution
    Eindhoven Univ. of Technol., Eindhoven, Netherlands
  • fYear
    2010
  • Firstpage
    17
  • Lastpage
    19
  • Abstract
    We present an extension of the model checker PRISM for (general purpose) graphics processing units (GPUs). The extension is based on parallel algorithms for probabilistic model checking which are tuned for GPUs. In particular, we parallelize the parts of the algorithms that boil down to linear algebraic operations, like solving systems of linear equations and matrix vector multiplication. These computations are performed very efficiently on GPGPUs which results inconsiderable runtime improvements compared to the standard versions of PRISM. We evaluated the extension of PRISM on several case studies in which we observed significant speedup over the standard CPU implementation of the tool.
  • Keywords
    "Graphics processing unit","Probabilistic logic","Jacobian matrices","Computational modeling","Biological system modeling","Protocols","Vectors"
  • Publisher
    ieee
  • Conference_Titel
    Parallel and Distributed Methods in Verification, 2010 Ninth International Workshop on, and High Performance Computational Systems Biology, Second International Workshop on
  • Print_ISBN
    978-1-4244-8753-0;978-0-7695-4265-2
  • Type

    conf

  • DOI
    10.1109/PDMC-HiBi.2010.11
  • Filename
    5698465