Stability of Bidirectional Associative Memory networks with impulses

Stability of Bidirectional Associative Memory networks with impulses

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Article ID: iaor20118938
Volume: 218
Issue: 5
Start Page Number: 1658
End Page Number: 1667
Publication Date: Nov 2011
Journal: Applied Mathematics and Computation
Authors: , ,
Keywords: control
Abstract:

By using Lyapunov functional and some analysis technique, sufficient conditions are obtained for the existence and asymptotic stability of a unique equilibrium of a Bidirectional Associative Memory (BAM) neutral network with Lipschitzian activation functions without assuming their boundedness, monotonicity or differentiability and subjected to impulsive state displacements at fixed instants of time. The sufficient conditions are in terms of the parameters of the network only and are easy to verify.

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