Passivity and synchronization of coupled complex-valued memristive neural networks

Huang, Yanli and Hou, Jie and Ren, Shunyan and Yang, Erfu; (2020) Passivity and synchronization of coupled complex-valued memristive neural networks. In: 2019 IEEE Symposium Series on Computational Intelligence. IEEE, CHN, pp. 2152-2159. ISBN 9781728124858

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    Abstract

    The coupled complex-valued memristive neural networks (CCVMNNs) are investigated in this study. First, we analyze the passivity of the proposed network model by designing an appropriate controller and using certain inequalities as well as Lyapunov functional method, and provide a passivity condition for the considered CCVMNNs. In addition, a criterion for guaranteeing synchronization of this kind of network is established. Finally, the effectiveness and correctness of the acquired theoretical results are verified by a numerical example.