• DocumentCode
    2114503
  • Title

    Multicore asynchronous simulation of spiking neural networks on the grid

  • Author

    Joldos, M. ; Muntean, I.L.

  • Author_Institution
    Comput. Sci. Dept., Tech. Univ. of Cluj-Napoca, Cluj-Napoca, Romania
  • fYear
    2013
  • fDate
    17-19 Jan. 2013
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    Dynamics analysis studies of spiking neural network behavior entails the computation of a large number of simulation scenarios. Moreover, when the simulated neural micro-circuits are fairly large, the use of multiple cores in a simulation tends to be beneficial. In this paper we focus on the parallelization of an asynchronous simulation strategy with OpenMP threads and on the management of the neural simulations on compute grids. The first results show a parallel efficiency in the ranges of 0.31-0.98, with hyper-threading disabled or enabled, resp. By using the grid as underlying middleware for performing the simulations, we could generate and manage hundreds of simulation scenarios in an easy way.
  • Keywords
    biology computing; digital simulation; grid computing; message passing; middleware; multi-threading; multiprocessing systems; neural nets; neurophysiology; parallel processing; OpenMP thread; asynchronous simulation strategy parallelization; compute grid; dynamics analysis; hyperthreading; middleware; multicore asynchronous simulation; neural microcircuit simulation; neural simulation management; parallel efficiency; simulation scenario; spiking neural network behavior; Biological system modeling; Computational modeling; Instruction sets; Integrated circuit modeling; Multicore processing; Neural microtechnology; Neurons; Asynchronous Simulation; Globus Online Client; Globus Toolkit; Grid computing; Spiking Neural Networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Roedunet International Conference (RoEduNet), 2013 11th
  • Conference_Location
    Sinaia
  • ISSN
    2068-1038
  • Print_ISBN
    978-1-4673-6114-9
  • Type

    conf

  • DOI
    10.1109/RoEduNet.2013.6511739
  • Filename
    6511739