• DocumentCode
    1124182
  • Title

    Programmable analogue VLSI implementation for asymmetric sigmoid neural activation function and its derivative

  • Author

    Tabarce, S. ; Tavares, V. Grade ; De Oliveira, P. Guedes

  • Author_Institution
    Fac. of Eng., Univ. of Porto & INESC Porto, Portugal
  • Volume
    41
  • Issue
    15
  • fYear
    2005
  • fDate
    7/21/2005 12:00:00 AM
  • Firstpage
    863
  • Lastpage
    864
  • Abstract
    A new CMOS VLSI implementation of an asymmetric programmable sigmoid neural activation function, as well as of its derivative, is presented. It consists of two coupled PMOS and NMOS differential pairs with different programmable bias currents that set the upper and lower limits of the sigmoid. The circuit works in the weak inversion region, for low power consumption and exponential envelope, or in strong inversion to achieve higher speeds. The results obtained from the theoretical transfer function, and from the simulations of the circuit implemented in AMI´s 0.35 μm technology, show a very good match.
  • Keywords
    CMOS analogue integrated circuits; VLSI; integrated circuit design; low-power electronics; neural chips; programmable circuits; transfer functions; 0.35 micron; CMOS VLSI; NMOS; PMOS; asymmetric programmable sigmoid neural activation function; low power consumption; programmable analogue VLSI implementation; programmable bias currents; transfer function; weak inversion gain;
  • fLanguage
    English
  • Journal_Title
    Electronics Letters
  • Publisher
    iet
  • ISSN
    0013-5194
  • Type

    jour

  • DOI
    10.1049/el:20052024
  • Filename
    1487753