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
- ,
- 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
- ID information
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- DOI : 10.1109/TCSII.2006.876466
- ISSN : 1549-7747
- eISSN : 1558-3791
- Web of Science ID : WOS:000240167600027