Synchronization control of a class of memristor-based recurrent neural networks

In this paper, we formulate and investigate a class of memristor-based recurrent neural networks. Some sufficient conditions are obtained to guarantee the exponential synchronization of the coupled networks based on drive-response concept, differential inclusions theory and Lyapunov functional metho...

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Veröffentlicht in:Information sciences 2012-01, Vol.183 (1), p.106-116
Hauptverfasser: Wu, Ailong, Wen, Shiping, Zeng, Zhigang
Format: Artikel
Sprache:eng
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Zusammenfassung:In this paper, we formulate and investigate a class of memristor-based recurrent neural networks. Some sufficient conditions are obtained to guarantee the exponential synchronization of the coupled networks based on drive-response concept, differential inclusions theory and Lyapunov functional method. The analysis in the paper employs results from the theory of differential equations with discontinuous right-hand side as introduced by Filippov. Finally, the validity of the obtained result is illustrated by a numerical example.
ISSN:0020-0255
DOI:10.1016/j.ins.2011.07.044