Complete stability of cellular neural networks and their associated dynamical system precludes the possibility of any periodic or chaotic behavior and is an important property to establish. The authors establish complete stability of the opposite-sign cellular neural network (CNN) provided that the template values fall within the range (p-1)/2>
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Joy et al. (1993) studied this question.
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