Multistability of HNNs with almost periodic stimuli and continuously distributed delays
International Journal of Systems Science
IEEE Transactions on Neural Networks
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Novel stability criteria of Cohen–Grossberg neural networks with time-varying delays
International Journal of Circuit Theory and Applications
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In this paper, we investigate impulsive Cohen–Grossberg networks with distributed delays. By Lyapunov–Kravsovskii functional and homeomorphism theory, some new sufficient conditions are established for the existence and global exponential stability of a unique equilibrium without strict conditions imposed on self-regulation functions. The obtained sufficient conditions are easy to verify, meanwhile we remove the usual assumption that the activation functions are bounded and our results improve the previously known results. It is believed that these results are significant and useful for the design and applications of Cohen–Grossberg networks. Copyright © 2007 John Wiley & Sons, Ltd.