• DocumentCode
    3795752
  • Title

    A charge-based on-chip adaptation Kohonen neural network

  • Author

    Y. He;U. Cilingiroglu

  • Author_Institution
    Dept. of Electr. Eng., Texas A&M Univ., College Station, TX, USA
  • Volume
    4
  • Issue
    3
  • fYear
    1993
  • Firstpage
    462
  • Lastpage
    469
  • Abstract
    A charge-based on-chip synapse adaptation Kohonen neural network circuit is proposed. The properties of the approach are low power dissipation and high density due to the charge transfer mechanism and the novel compact device configurations. The prototype chip which contains 12*10 synapses with a density of 190 synapses/mm/sup 2/ was fabricated with 2- mu m standard CMOS technology. The experimental results from the prototype chip demonstrated successful unsupervised learning and classification as theoretically predicted.
  • Keywords
    "Network-on-a-chip","Neural networks","Circuits","Adaptive systems","Mechanical factors","Power dissipation","Charge transfer","Prototypes","CMOS technology"
  • Journal_Title
    IEEE Transactions on Neural Networks
  • Publisher
    ieee
  • ISSN
    1045-9227
  • Type

    jour

  • DOI
    10.1109/72.217189
  • Filename
    217189