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Erschienen in: Neural Processing Letters 3/2015

01.12.2015

Adaptive Finite-Time Complete Periodic Synchronization of Memristive Neural Networks with Time Delays

verfasst von: Huaiqin Wu, Ruoxia Li, Xiaowei Zhang, Rong Yao

Erschienen in: Neural Processing Letters | Ausgabe 3/2015

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Abstract

This paper is concerned with the adaptive finite-time complete periodic synchronization issue for memristive based neural networks with time delays. Under the framework of Filippov solutions of the differential equations with discontinuous right-hand side, based on Mawhin-like coincidence theorem in set-valued analysis theory, the existence of periodic solution is proved. By applying Lyapunov–Krasovskii functional approach, adaptive controller is designed and unknown control parameters are determined by adaptive update law. A novel and useful finite-time complete synchronization condition is obtained in terms of linear matrix inequalities to ensure the synchronization goal. An illustrative example is given to demonstrate the effectiveness of the theoretical results.

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Metadaten
Titel
Adaptive Finite-Time Complete Periodic Synchronization of Memristive Neural Networks with Time Delays
verfasst von
Huaiqin Wu
Ruoxia Li
Xiaowei Zhang
Rong Yao
Publikationsdatum
01.12.2015
Verlag
Springer US
Erschienen in
Neural Processing Letters / Ausgabe 3/2015
Print ISSN: 1370-4621
Elektronische ISSN: 1573-773X
DOI
https://doi.org/10.1007/s11063-014-9373-6

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