NEW RESULT CONCERNING MEAN SQUARE EXPONENTIAL STABILITY OF UNCERTAIN STOCHASTIC DELAYED HOPFIELD NEURAL NETWORKS

- Journal title : Bulletin of the Korean Mathematical Society
- Volume 48, Issue 4, 2011, pp.725-736
- Publisher : The Korean Mathematical Society
- DOI : 10.4134/BKMS.2011.48.4.725

Title & Authors

NEW RESULT CONCERNING MEAN SQUARE EXPONENTIAL STABILITY OF UNCERTAIN STOCHASTIC DELAYED HOPFIELD NEURAL NETWORKS

Bai, Chuanzhi;

Bai, Chuanzhi;

Abstract

By using the Lyapunov functional method, stochastic analysis, and LMI (linear matrix inequality) approach, the mean square exponential stability of an equilibrium solution of uncertain stochastic Hopfield neural networks with delayed is presented. The proposed result generalizes and improves previous work. An illustrative example is also given to demonstrate the effectiveness of the proposed result.

Keywords

stochastic Hopfield neural networks;mean square exponential stability;linear matrix inequality;

Language

English

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