• DocumentCode
    1144647
  • Title

    Two digital circuits for a fully parallel stochastic neural network

  • Author

    Torralba, A. ; Colodro, F. ; Ibanez, Eduardo ; Franquelo, L.G.

  • Author_Institution
    Dpto. de Ingenieria Electron., Escuela Superior de Ingenieros, Seville, Spain
  • Volume
    6
  • Issue
    5
  • fYear
    1995
  • fDate
    9/1/1995 12:00:00 AM
  • Firstpage
    1264
  • Lastpage
    1268
  • Abstract
    This paper presents two digital circuits that allow the implementation of a fully parallel stochastic Hopfield neural network (SHNN). In a parallel SHNN with n neurons, the n*n stochastic signals s ij pulse with probability which are proportional to the synapse inputs, are simultaneously available. The proposed circuits calculate the summation of the stochastic input pulses to neuron i(Fij sij). The resulting network achieves considerable speed up with respect to the previous network
  • Keywords
    Hopfield neural nets; digital circuits; parallel processing; digital circuits; fully parallel stochastic Hopfield neural network; Artificial neural networks; Clocks; Counting circuits; Digital circuits; Hopfield neural networks; Neural networks; Neurons; Pulse circuits; Shift registers; Stochastic processes;
  • fLanguage
    English
  • Journal_Title
    Neural Networks, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1045-9227
  • Type

    jour

  • DOI
    10.1109/72.410370
  • Filename
    410370