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  • Title: Robust exponential stability of uncertain delayed neural networks with stochastic perturbation and impulse effects.
    Author: Huang T, Li C, Duan S, Starzyk JA.
    Journal: IEEE Trans Neural Netw Learn Syst; 2012 Jun; 23(6):866-75. PubMed ID: 24806759.
    Abstract:
    This paper focuses on the hybrid effects of parameter uncertainty, stochastic perturbation, and impulses on global stability of delayed neural networks. By using the Ito formula, Lyapunov function, and Halanay inequality, we established several mean-square stability criteria from which we can estimate the feasible bounds of impulses, provided that parameter uncertainty and stochastic perturbations are well-constrained. Moreover, the present method can also be applied to general differential systems with stochastic perturbation and impulses.
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