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Neural networks

Global exponential stability and periodic solutions of delay Hopfield neural networks

Pages 227-231 | Received 19 Jan 1995, Published online: 16 May 2007
 

Abstract

Both global exponential stability and periodic solutions of delay Hopfield neural networks are analysed via the method of constructing suitable Lyapunov functionals. Simple sufficient conditions are given for global exponential stability and the existence of periodic solutions. The conditions are presented in terms of the parameters of the connection matrix, and they are easy to check and apply in practice

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