Integral Sliding Mode Exponential Synchronization of Inertial Neural Networks with Time Delays

In this article, the exponential synchronization issue for inertial neural networks (INNs) with time varying delays is addressed. A new synchronous lemma, Lemma 1, has been obtained through some inequality techniques. Also, inspired by sliding mode control method, a new integral sliding mode control...

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Published in2022 7th International Conference on Computational Intelligence and Applications (ICCIA) pp. 76 - 80
Main Authors Yan, Jiefei, Hui, Meng, Zhang, Jiahuang, Yao, Ning
Format Conference Proceeding
LanguageEnglish
Published IEEE 24.06.2022
Subjects
Delay effects
Delays
Encryption
exponential synchronization
integral inequation
Neural networks
sliding mode control
Stability criteria
Synchronization
Traffic control
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DOI10.1109/ICCIA55271.2022.9828408

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Abstract In this article, the exponential synchronization issue for inertial neural networks (INNs) with time varying delays is addressed. A new synchronous lemma, Lemma 1, has been obtained through some inequality techniques. Also, inspired by sliding mode control method, a new integral sliding mode control law with mode-dependent integral terms is designed to solve the INNs synchronization problem. By using the new lemma and integral sliding mode controller, a theorem of exponential synchronization is proposed and some novel synchronization criteria are given. Finally, one numerical example is given to show the validity, and the merit of the proposed controller is provided.
AbstractList In this article, the exponential synchronization issue for inertial neural networks (INNs) with time varying delays is addressed. A new synchronous lemma, Lemma 1, has been obtained through some inequality techniques. Also, inspired by sliding mode control method, a new integral sliding mode control law with mode-dependent integral terms is designed to solve the INNs synchronization problem. By using the new lemma and integral sliding mode controller, a theorem of exponential synchronization is proposed and some novel synchronization criteria are given. Finally, one numerical example is given to show the validity, and the merit of the proposed controller is provided.
Author Yan, Jiefei
Hui, Meng
Yao, Ning
Zhang, Jiahuang
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  givenname: Ning
  surname: Yao
  fullname: Yao, Ning
  email: 614452429@qq.com
  organization: School of Electronic Control, Chang' an University,Xi'an,China
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Snippet In this article, the exponential synchronization issue for inertial neural networks (INNs) with time varying delays is addressed. A new synchronous lemma,...
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StartPage 76
SubjectTerms Delay effects
Delays
Encryption
exponential synchronization
integral inequation
Neural networks
sliding mode control
Stability criteria
Synchronization
Traffic control
Title Integral Sliding Mode Exponential Synchronization of Inertial Neural Networks with Time Delays
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