• DocumentCode
    3442056
  • Title

    CMOS design of two winner-take-all circuits using pulse duty cycle synaptic weighting

  • Author

    Moon, G. ; Zaghloul, M.E. ; Newcomb, R.W.

  • Author_Institution
    Dept. of Electron., Hallym Univ., Chunchon, South Korea
  • Volume
    6
  • fYear
    1994
  • fDate
    30 May-2 Jun 1994
  • Firstpage
    379
  • Abstract
    In this paper the pulse coded Neural Processing Element (NPE) is used to realize two Winner-Take-All (WTA) systems which use an Hebbian type learning rule for setting the synaptic weights. The two systems, temporal and maximum-level, use the same circuit with a small connection change. In the NPE the average pulse duty cycle modulation technique is used to achieve pulse coded weighting for an artificial neuron. The average pulse duty cycle serves as an information mechanism to determine the weight multiplication. SPICE simulations check the theory with a CMOS prototype chip designed and fabricated through MOSIS. Measurements on the chip compared with simulation results verify the operation of the WTA circuitry
  • Keywords
    CMOS analogue integrated circuits; Hebbian learning; SPICE; analogue processing circuits; neural chips; pulse circuits; CMOS design; Hebbian type learning rule; MOSIS; SPICE simulation; maximum-level systems; pulse coded neural processing element; pulse duty cycle modulation; synaptic weighting; temporal systems; winner-take-all circuits; Capacitors; Circuit simulation; Educational institutions; Laboratories; Moon; Neurons; Pulse circuits; Pulse modulation; Space vector pulse width modulation; Threshold voltage;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 1994. ISCAS '94., 1994 IEEE International Symposium on
  • Conference_Location
    London
  • Print_ISBN
    0-7803-1915-X
  • Type

    conf

  • DOI
    10.1109/ISCAS.1994.409605
  • Filename
    409605