• DocumentCode
    821712
  • Title

    Analog recurrent decision circuit with high signal-voltage symmetry and delay-time equality to improve continuous-time convergence performance

  • Author

    Hirose, Akira ; Nakazawa, Kazuhiko

  • Author_Institution
    Dept. of Electr. & Electron. Eng., Tokyo Univ., Japan
  • Volume
    14
  • Issue
    5
  • fYear
    2003
  • Firstpage
    1201
  • Lastpage
    1206
  • Abstract
    This paper reports experimental results showing that the recall dynamics of analog associative memories is largely influenced by signal-voltage symmetry of synaptic weights and inverse-noninverse delay-time equality of neurons. We propose a highly symmetric synapse and an equi-delaying neuron. We fabricated an association chip comprised of them to demonstrate a high association performance. In comparison experiments, we also observe large performance degradations when the symmetry or delay equality is deteriorated. We analyze the dynamics based on the statistics of recall results. The proposals and the analysis results are widely applicable to analog recurrent convergence circuits.
  • Keywords
    CMOS analogue integrated circuits; VLSI; content-addressable storage; convergence; delays; neural chips; recurrent neural nets; CMOS synapse; analog recurrent decision circuit; associative memory; convergence dynamics; delay-time equality; saturation recurrent circuit; signal-voltage symmetry; synaptic weights; Associative memory; Circuits; Conductors; Convergence; Decision feedback equalizers; Degradation; Delay; Neurons; Statistical analysis; Switches;
  • fLanguage
    English
  • Journal_Title
    Neural Networks, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1045-9227
  • Type

    jour

  • DOI
    10.1109/TNN.2003.816372
  • Filename
    1243721