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
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