Journal
NEUROCOMPUTING
Volume 317, Issue -, Pages 110-126Publisher
ELSEVIER
DOI: 10.1016/j.neucom.2018.08.016
Keywords
Synchronization in finite time; Competitive-type neural networks; Memristor; Fractional order; Time-varying delay; Leakage delay
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Funding
- Thailand research grant fund [RSA5980019]
- Maejo University
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This article mainly concerns the synchronization in finite-time to the time-varying delay fractional order memristive competitive neural networks (TMFCNNs) with leakage delay. By means of Fillipov's theory, Gronwall-Bellman integral inequality, Holder's inequality, and the Caputo derivative properties, the novel algebraic sufficient conditions are proposed to guarantee the synchronization in finite time of addressing TMFCNNs with non-integer order: 0 < p < 1/2 and 1/2 <= p < 1 via finite-time output feedback controller. Up to now, there are no relevant results in fractional order competitive-type neural networks, and this article makes filling up for this gap. The obtained results are improved to some existing results on integerorder memristive competitive neural networks. Finally, two numerical examples with simulations are also designed to confirm the merits of the proposed theoretical results, while we estimate the upper bound of the settling time for the synchronization errors. (C) 2018 Elsevier B.V.All rights reserved.
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