A New Approach in Stability Analysis of Hopfield-Type Neural Networks: Almost Stability
In this paper,we presented a new stability concept for neural networks: almost stability. The necessary and sufficient conditions of almost stability of the Hopfield-type neural networks were proposed. Examples were also given to our conditions.
Keywordsalmost stability Hopfield neural network almost positive definite
Unable to display preview. Download preview PDF.
- 2.Zhang, X.-M., Han, Q.-L.: New Lyapunov-Krasovski functionals for global asymptotic stability of delayed neural networks. IEEE T. Automat. Contr. 20(2), 533–539 (2009)Google Scholar
- 4.Mak, K.L., Peng, J.G., Xu, Z.B., Yiu, K.F.C.: A new stability criterion for discrete-time neural networks: Noniear spectral radius. Chaos Soliton Fract. 31, 424-436-1190 (2007)Google Scholar