Global exponential synchronization of quaternion-valued memristive neural networks with time delays
Articles
Ruoyu Wei
Southeast University
https://orcid.org/0000-0002-8442-8965
Jinde Cao
Southeast University
https://orcid.org/0000-0003-3133-7119
Published 2020-01-10
https://doi.org/10.15388/namc.2020.25.15724
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Keywords

memristor
exponential synchronization
drive-response systems
quaternion
time delay

How to Cite

Wei R. and Cao J. (2020) “Global exponential synchronization of quaternion-valued memristive neural networks with time delays”, Nonlinear Analysis: Modelling and Control, 25(1), pp. 36–56. doi: 10.15388/namc.2020.25.15724.

Abstract

This paper extends the memristive neural networks (MNNs) to quaternion field, a new class of neural networks named quaternion-valued memristive neural networks (QVMNNs) is then established, and the problem of drive-response global synchronization of this type of networks is investigated in this paper. Two cases are taken into consideration: one is with the conventional differential inclusion assumption, the other without. Criteria for the global synchronization of these two cases are achieved respectively by appropriately choosing the Lyapunov functional and applying some inequality techniques. Finally, corresponding simulation examples are presented to demonstrate the correctness of the proposed results derived in this paper.

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