• DocumentCode
    1919450
  • Title

    Parallel model for Spiking Neural Networks using MATLAB

  • Author

    Mirsu, Radu ; Tiponut, Virgil

  • Author_Institution
    Appl. Electron. Dept., Politeh. Univ. of Timisoara, Timisoara, Romania
  • fYear
    2010
  • fDate
    11-12 Nov. 2010
  • Firstpage
    369
  • Lastpage
    372
  • Abstract
    Spiking Neural Networks are the last generation of neural models. Because the model is recent, very few dedicated simulation frameworks exist. This paper proposes a simulation framework developed in MATLAB that can be useful at: designing the network, uploading input stimuli, simulating the network, processing and displaying the results. The framework can be run on a network of computers by exploiting the parallelism of the model. The result is an improved performance by reducing simulation time.
  • Keywords
    mathematics computing; neural nets; parallel processing; MATLAB; neural modeling; parallel processing; simulation framework; spiking neural network; Arrays; Artificial neural networks; Computational modeling; Computers; Mathematical model; Neurons; Numerical models; MATLAB modelling; neural modeling; parallel processing; spiking neural networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electronics and Telecommunications (ISETC), 2010 9th International Symposium on
  • Conference_Location
    Timisoara
  • Print_ISBN
    978-1-4244-8457-7
  • Type

    conf

  • DOI
    10.1109/ISETC.2010.5679345
  • Filename
    5679345