• DocumentCode
    1563259
  • Title

    Mixed-signal VLSI implementation of the Products of Experts´ contrastive divergence learning scheme

  • Author

    Fleury, Patrice ; Murray, Alan F.

  • Author_Institution
    Dept. of Electron. & Electr. Eng., Edinburgh Univ., UK
  • Volume
    5
  • fYear
    2003
  • Abstract
    We present circuits and methods for the on-chip VLSI implementation of the "contrastive divergence" learning scheme used in the Product of Experts (PoE) architecture. A novel circuit changes a neuron\´s synaptic weight accurately and experimental results from its aVLSI implementation are given. Additional circuitry required to control the weight change circuit and to implement the learning rule on-chip is also presented.
  • Keywords
    VLSI; learning (artificial intelligence); mixed analogue-digital integrated circuits; neural chips; PoE; Products of Experts´ contrastive divergence learning scheme; aVLSl; analogue circuits; learning rule; mixed-signal VLSI implementation; neuron; synaptic weight; weight change circuit; Circuit noise; Feedback; Hardware; Neurons; Stochastic processes; Very large scale integration; Voltage; Weight control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 2003. ISCAS '03. Proceedings of the 2003 International Symposium on
  • Print_ISBN
    0-7803-7761-3
  • Type

    conf

  • DOI
    10.1109/ISCAS.2003.1206397
  • Filename
    1206397