• DocumentCode
    1731048
  • Title

    Accurate CMOS implementation of PWL CNN neuron activations

  • Author

    Forti, M. ; Pancioni, L. ; Rocchi, S. ; Vignoli, V.

  • Author_Institution
    Dept. of Inf. Eng., Siena Univ., Italy
  • Volume
    1
  • fYear
    2002
  • fDate
    6/24/1905 12:00:00 AM
  • Abstract
    The paper proposes a new electronic design which closely approximates the standard implementation in CMOS technology for the neuron cell of the Cellular Neural Networks (CNNs) introduced by Chua and Yang (see IEEE Trans. Circuits Syst., vol. 35, p. 1257-1272, 1988). This permits us to obtain an input-output neuron activation ideal piecewise linear (PWL) activation with three segments. The possibility of achieving such a good approximation is of great interest in that it makes it possible to exploit the huge body of efficient design techniques for PWL CNNs already available in the literature.
  • Keywords
    CMOS analogue integrated circuits; analogue processing circuits; cellular neural nets; neural chips; piecewise linear techniques; CMOS implementation; PWL CNN neuron activations; cellular neural networks; input-output neuron activation; neuron cell; piecewise linear activation; CMOS technology; Cellular neural networks; Circuits; Differential amplifiers; Hopfield neural networks; Mirrors; Neural networks; Neurons; Piecewise linear approximation; Piecewise linear techniques;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 2002. ISCAS 2002. IEEE International Symposium on
  • Print_ISBN
    0-7803-7448-7
  • Type

    conf

  • DOI
    10.1109/ISCAS.2002.1009817
  • Filename
    1009817