• DocumentCode
    1039579
  • Title

    Periodic Oscillations in Weakly Connected Cellular Nonlinear Networks

  • Author

    Bonnin, Michele ; Corinto, Fernando ; Gilli, Marco

  • Author_Institution
    Dept. of Electron., Politec. di Torino, Torino
  • Volume
    55
  • Issue
    6
  • fYear
    2008
  • fDate
    7/1/2008 12:00:00 AM
  • Firstpage
    1671
  • Lastpage
    1684
  • Abstract
    Oscillatory nonlinear networks represent a circuit architecture for image and information processing. In particular they have associative properties and can be exploited for dynamic pattern recognition. In this manuscript the global dynamic behavior of weakly connected cellular networks of oscillators is investigated. It is assumed that each cell admits of a Lur´e description. In case of weak coupling the main dynamic features of the network are revealed by the phase deviation equation (i.e., the equation that describes the phase deviation due to the weak coupling). Firstly a very accurate analytic expression of the phase deviation equation is derived via the joint application of the describing function technique and of Malkin´s Theorem. Then a complete analysis of the phase-deviation equation is carried out for 1-D arrays of oscillators. It is shown that the total number of periodic limit cycles with their stability properties can be estimated. Finally, in order to show the accuracy of the proposed approach, two networks containing second-order and third-order oscillators, respectively, are studied in detail.
  • Keywords
    cellular neural nets; nonlinear network synthesis; oscillators; 1D arrays; Malkin theorem; cellular networks; circuit architecture; dynamic pattern recognition; global dynamic behavior; image processing; information processing; oscillatory nonlinear networks; periodic oscillations; phase deviation equation; phase-deviation equation; second-order oscillators; stability; third-order oscillators; weakly connected cellular nonlinear networks; Bio-inspired networks; Oscillatory networks; bio-inspired networks; cellular nonlinear networks; cellular nonlinear networks (CNNs); non-linear oscillators; nonlinear dynamic networks; nonlinear oscillators; oscillatory networks;
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems I: Regular Papers, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1549-8328
  • Type

    jour

  • DOI
    10.1109/TCSI.2008.916460
  • Filename
    4433423