Fixed-time Synchronization of Coupled Memristive Complex-valued Neural Networks
Liang Feng,
Cheng Hu,
Juan Yu,
Haijun Jiang and
Shiping Wen
Chaos, Solitons & Fractals, 2021, vol. 148, issue C
Abstract:
By directly proposing discontinuous complex-valued controllers and constructing Lyapunov functions for complex-valued networks, this article is devoted to fixed-time (F-T) synchronization of coupled memristive complex-valued neural networks (MCNNs) with time-varying delays. Above all, a new theorem for F-T stability is established to reduce the conservatism of the existing work in terms of conditions and the estimate of stability time. Subsequently, under the framework of the complex-valued sign function, several simplified complex-valued F-T control laws are proposed by excluding the linear part in previous F-T design. Furthermore, without splitting the addressed coupled MCNNs into real-valued submodels in the theoretical analysis, several sets of conditions of F-T synchronization are obtained for coupled MCNNs by means of the theory of complex-variable functions and the improved F-T stability. Lastly, the developed control strategies and the results on F-T synchronization are verified by the presence of a numerical example.
Keywords: Coupled Neural Network; Memristor; Complex Variable; Fixed-time Synchronization (search for similar items in EconPapers)
Date: 2021
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Citations: View citations in EconPapers (12)
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Persistent link: https://EconPapers.repec.org/RePEc:eee:chsofr:v:148:y:2021:i:c:s0960077921003477
DOI: 10.1016/j.chaos.2021.110993
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