Papers

Peer-reviewed
Aug, 2006

Necessary and sufficient condition for a class of planar dynamical systems related to CNNs to be completely stable

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS
  • Norikazu Takahashi
  • ,
  • Tetsuo Nishi

Volume
53
Number
8
First page
727
Last page
733
Language
English
Publishing type
Research paper (scientific journal)
DOI
10.1109/TCSII.2006.876466
Publisher
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC

We study global dynamical behavior of cellular neural networks (CNNs) consisting of two cells. Since the output characteristic of each cell is expressed by a piecewise-linear function, a CNN with two cells is considered as a planar piecewise-linear dynamical system. We present the necessary and sufficient condition for such a CNN to be completely stable under the assumptions that: 1) self-coupling coefficients take the same value greater than one and 2) biases are set to zero. The condition is explicitly expressed in terms of coupling coefficients between cells.

Link information
DOI
https://doi.org/10.1109/TCSII.2006.876466
Web of Science
https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=JSTA_CEL&SrcApp=J_Gate_JST&DestLinkType=FullRecord&KeyUT=WOS:000240167600027&DestApp=WOS_CPL
ID information
  • DOI : 10.1109/TCSII.2006.876466
  • ISSN : 1549-7747
  • eISSN : 1558-3791
  • Web of Science ID : WOS:000240167600027

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