Asymptotical Synchronization Analysis of Fractional-Order Complex Neural Networks with Non-Delayed and Delayed Couplings
Neurocomputing(2021)
摘要
In this paper, the asymptotical synchronization of fractional-order complex neural networks with non-delayed and delayed couplings is investigated. By employing the Kronecker product technique and weighted norm, two Lyapunov functions are constructed. Based on the fractional-order Lyapunov direct method and Kronecker product method, together with the Laplace transform and the comparison principle, several novel sufficient conditions on synchronization of fractional-order complex neural networks with non-delayed and delayed couplings, respectively, are proposed. Finally, three numerical examples are given to show the effectiveness of our proposed theoretical results and the difference between our main result and some existing results in the literature.
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关键词
Non-delayed and delayed couplings,Asymptotical synchronization,Kronecker product,Characteristic equation,Comparison principle
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