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  • Title: Delay-dependent finite-time boundedness of a class of Markovian switching neural networks with time-varying delays.
    Author: Zhong Q, Cheng J, Zhao Y.
    Journal: ISA Trans; 2015 Jul; 57():43-50. PubMed ID: 25683106.
    Abstract:
    In this paper, a novel method is developed for delay-dependent finite-time boundedness of a class of Markovian switching neural networks with time-varying delays. New sufficient condition for stochastic boundness of Markovian jumping neural networks is presented and proved by an newly augmented stochastic Lyapunov-Krasovskii functional and novel activation function conditions, the state trajectory remains in a bounded region of the state space over a given finite-time interval. Finally, a numerical example is given to illustrate the efficiency and less conservative of the proposed method.
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