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Finite-Time Synchronization for Switched Neural Networks via Quantized Feedback Control.

Authors :
Guan, Chaoxu
Fei, Zhongyang
Karimi, Hamid Reza
Shi, Peng
Source :
IEEE Transactions on Systems, Man & Cybernetics. Systems. May2021, Vol. 51 Issue 5, p2873-2884. 12p.
Publication Year :
2021

Abstract

This paper is concerned with the problem of finite-time H∞ synchronization for a class of discrete-time switched neural networks with quantized feedback controllers. First, we take advantage of mode-dependent average dwell time approach and semi-time-dependent (STD) Lyapunov function method to establish new criteria for the finite-time synchronization. Based on the newly developed criteria, a finite-time bounded real lemma is presented and further, the quantized state feedback controller is designed to ensure the finite-time H∞ synchronization of the underlying neural networks. The conservatism is further reduced by the proposed mode-dependent and STD controller. Finally, we use two illustrative examples to show the effectiveness and superiority of the results obtained in this paper. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
21682216
Volume :
51
Issue :
5
Database :
Academic Search Index
Journal :
IEEE Transactions on Systems, Man & Cybernetics. Systems
Publication Type :
Academic Journal
Accession number :
149864829
Full Text :
https://doi.org/10.1109/TSMC.2019.2917497