• 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(Fi=Σj 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