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  • Title: Further analysis of global μ-stability of complex-valued neural networks with unbounded time-varying delays.
    Author: Velmurugan G, Rakkiyappan R, Cao J.
    Journal: Neural Netw; 2015 Jul; 67():14-27. PubMed ID: 25863289.
    Abstract:
    In this paper, we consider the problem of global μ-stability for complex-valued neural networks (CVNNs) with unbounded time-varying delays and it has been widely investigated. Under mild conditions, some new sufficient conditions for global μ-stability of considered CVNNs are derived. Moreover, some new sufficient conditions are obtained to ensure the global μ-stability of CVNNs in the form of complex-valued LMIs as well as real-valued LMIs by using an appropriate Lyapunov-Krasovskii functional and linear matrix inequalities (LMIs). Both of complex-valued LMIs as well as real-valued LMIs are easily solved by using standard numerical algorithms. Finally, two numerical examples are presented to demonstrate the effectiveness and usefulness of our theoretical results.
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