• Title/Summary/Keyword: RANDOMPULSE

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VLSI implementation of neural network with stochastic architecture (Stochastic 구조를 이용한 신경회로망의 구현)

  • 정덕진;한상욱
    • The Transactions of the Korean Institute of Electrical Engineers
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    • v.45 no.2
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    • pp.319-324
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    • 1996
  • Using random pulse stream, a number can be transformed to the pulse stream with the probability value. So the digital value are computed by simple digital gates. Thus it will be possible to build a small and strong noise immunity processing element. We propose a faster convergence algorithm using a new methods for better performance of Random Number Generator(RNG) an the nonlinear transfer function(Sigmoid function)in this paper. And a feedback circuit were fitted for pulse stream in this paper. We proposed method is simulated with C program language and conformed by circuit implementation. Finally a system for hand written number recognition is constructed by FPGA and its performance verified.

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