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Adaptive Synchronization of Memristor-Based Neural Networks with Time-Varying Delays.

Authors :
Wang, Leimin
Shen, Yi
Yin, Quan
Zhang, Guodong
Source :
IEEE Transactions on Neural Networks & Learning Systems; Sep2015, Vol. 26 Issue 9, p2033-2042, 10p
Publication Year :
2015

Abstract

In this paper, adaptive synchronization of memristor-based neural networks (MNNs) with time-varying delays is investigated. The dynamical analysis here employs results from the theory of differential equations with discontinuous right-hand sides as introduced by Filippov. Sufficient conditions for the global synchronization of MNNs are established with a general adaptive controller. The update gain of the controller can be adjusted to control the synchronization speed. The obtained results complement and improve the previously known results. Finally, numerical simulations are carried out to demonstrate the effectiveness of the obtained results. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
2162237X
Volume :
26
Issue :
9
Database :
Complementary Index
Journal :
IEEE Transactions on Neural Networks & Learning Systems
Publication Type :
Periodical
Accession number :
109065747
Full Text :
https://doi.org/10.1109/TNNLS.2014.2361776