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New Criteria on Global Stabilization of Delayed Memristive Neural Networks With Inertial Item.

Authors :
Zhang, Guodong
Hu, Junhao
Zeng, Zhigang
Source :
IEEE Transactions on Cybernetics; Jun2020, Vol. 50 Issue 6, p2770-2780, 11p
Publication Year :
2020

Abstract

In this paper, we are concerned with global stabilization for a kind of delayed memristive neural network with an inertial term. By building a new Lyapunov functional and designing a feedback controller, we obtain some new results on global stabilization of the addressed delayed memristive inertial neural networks (MINNs). An adaptive control strategy is also designed to realize the global stabilization. Compared with the reduced-order method used in the existing literature, we consider the stabilization directly from the MINNs themselves without a reduced-order method. In addition, the new results proposed here are shown as algebraic criteria, which are easy to test. At last, some simulations are given to show the validity of the derived criteria. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
21682267
Volume :
50
Issue :
6
Database :
Complementary Index
Journal :
IEEE Transactions on Cybernetics
Publication Type :
Academic Journal
Accession number :
143196136
Full Text :
https://doi.org/10.1109/TCYB.2018.2889653