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
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