Impulsive Synchronization of Delayed Chaotic Neural Networks With Actuator Saturation

This article focuses on the impulsive synchronization of chaotic neural networks (CNNs) with time-varying delays subject to actuator saturation. By constructing discontinuous Lyapunov function and employing linear matrix inequality (LMI) approach, some sufficient conditions are derived to guarantee...

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Main Authors: Tiedong Ma, Jiamin Zhang, Zhili Xiong, Zhengle Zhang
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9260185/
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author Tiedong Ma
Jiamin Zhang
Zhili Xiong
Zhengle Zhang
author_facet Tiedong Ma
Jiamin Zhang
Zhili Xiong
Zhengle Zhang
author_sort Tiedong Ma
collection DOAJ
description This article focuses on the impulsive synchronization of chaotic neural networks (CNNs) with time-varying delays subject to actuator saturation. By constructing discontinuous Lyapunov function and employing linear matrix inequality (LMI) approach, some sufficient conditions are derived to guarantee the synchronization object of the delayed chaotic neural networks. In addition, the control methods in this article have no strict requirements on the size of time delay and the actuator saturation domain, which is more flexible and practical in real system. Finally, a numerical example is given to verify the effectiveness of the proposed method.
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spelling doaj.art-f01a90a66cc84d70a7ab2c8cbe9032e72022-12-21T21:26:37ZengIEEEIEEE Access2169-35362020-01-01820821420822010.1109/ACCESS.2020.30383209260185Impulsive Synchronization of Delayed Chaotic Neural Networks With Actuator SaturationTiedong Ma0https://orcid.org/0000-0002-9226-0189Jiamin Zhang1https://orcid.org/0000-0002-5869-3546Zhili Xiong2https://orcid.org/0000-0002-2533-5187Zhengle Zhang3https://orcid.org/0000-0003-0028-5432National Research Base of Intelligent Manufacturing Service, Chongqing Technology and Business University, Chongqing, ChinaKey Laboratory of Dependable Service Computing in Cyber Physical Society, Ministry of Education, Chongqing University, Chongqing, ChinaShenzhen School Affiliated to the National People’s Congress, Shenzhen, ChinaKey Laboratory of Dependable Service Computing in Cyber Physical Society, Ministry of Education, Chongqing University, Chongqing, ChinaThis article focuses on the impulsive synchronization of chaotic neural networks (CNNs) with time-varying delays subject to actuator saturation. By constructing discontinuous Lyapunov function and employing linear matrix inequality (LMI) approach, some sufficient conditions are derived to guarantee the synchronization object of the delayed chaotic neural networks. In addition, the control methods in this article have no strict requirements on the size of time delay and the actuator saturation domain, which is more flexible and practical in real system. Finally, a numerical example is given to verify the effectiveness of the proposed method.https://ieeexplore.ieee.org/document/9260185/Impulsive controlsynchronizationactuator saturationchaotic neural networks
spellingShingle Tiedong Ma
Jiamin Zhang
Zhili Xiong
Zhengle Zhang
Impulsive Synchronization of Delayed Chaotic Neural Networks With Actuator Saturation
IEEE Access
Impulsive control
synchronization
actuator saturation
chaotic neural networks
title Impulsive Synchronization of Delayed Chaotic Neural Networks With Actuator Saturation
title_full Impulsive Synchronization of Delayed Chaotic Neural Networks With Actuator Saturation
title_fullStr Impulsive Synchronization of Delayed Chaotic Neural Networks With Actuator Saturation
title_full_unstemmed Impulsive Synchronization of Delayed Chaotic Neural Networks With Actuator Saturation
title_short Impulsive Synchronization of Delayed Chaotic Neural Networks With Actuator Saturation
title_sort impulsive synchronization of delayed chaotic neural networks with actuator saturation
topic Impulsive control
synchronization
actuator saturation
chaotic neural networks
url https://ieeexplore.ieee.org/document/9260185/
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AT jiaminzhang impulsivesynchronizationofdelayedchaoticneuralnetworkswithactuatorsaturation
AT zhilixiong impulsivesynchronizationofdelayedchaoticneuralnetworkswithactuatorsaturation
AT zhenglezhang impulsivesynchronizationofdelayedchaoticneuralnetworkswithactuatorsaturation