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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Format: | Article |
Language: | English |
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IEEE
2020-01-01
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Series: | IEEE Access |
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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. |
first_indexed | 2024-12-18T00:52:59Z |
format | Article |
id | doaj.art-f01a90a66cc84d70a7ab2c8cbe9032e7 |
institution | Directory Open Access Journal |
issn | 2169-3536 |
language | English |
last_indexed | 2024-12-18T00:52:59Z |
publishDate | 2020-01-01 |
publisher | IEEE |
record_format | Article |
series | IEEE Access |
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/ |
work_keys_str_mv | AT tiedongma impulsivesynchronizationofdelayedchaoticneuralnetworkswithactuatorsaturation AT jiaminzhang impulsivesynchronizationofdelayedchaoticneuralnetworkswithactuatorsaturation AT zhilixiong impulsivesynchronizationofdelayedchaoticneuralnetworkswithactuatorsaturation AT zhenglezhang impulsivesynchronizationofdelayedchaoticneuralnetworkswithactuatorsaturation |