Synchronization of inertial complex-valued memristor-based neural networks with time-varying delays
The synchronization of inertial complex-valued memristor-based neural networks (ICVMNNs) with time-varying delays was explored in the paper with the non-separation and non-reduced approach. Sufficient conditions required for the exponential synchronization of the ICVMNNs were identified with the con...
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Format: | Article |
Language: | English |
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AIMS Press
2024-02-01
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Series: | Mathematical Biosciences and Engineering |
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Online Access: | https://www.aimspress.com/article/doi/10.3934/mbe.2024147?viewType=HTML |
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author | Pan Wang Xuechen Li Qianqian Zheng |
author_facet | Pan Wang Xuechen Li Qianqian Zheng |
author_sort | Pan Wang |
collection | DOAJ |
description | The synchronization of inertial complex-valued memristor-based neural networks (ICVMNNs) with time-varying delays was explored in the paper with the non-separation and non-reduced approach. Sufficient conditions required for the exponential synchronization of the ICVMNNs were identified with the construction of comprehensive Lyapunov functions and the design of a novel control scheme. The adaptive synchronization was also investigated based on the derived results, which is easier to implement in practice. What's more, a numerical example that verifies the obtained results was presented. |
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format | Article |
id | doaj.art-ea0f894e436a442eaac7d755b0e5a689 |
institution | Directory Open Access Journal |
issn | 1551-0018 |
language | English |
last_indexed | 2024-03-07T20:10:22Z |
publishDate | 2024-02-01 |
publisher | AIMS Press |
record_format | Article |
series | Mathematical Biosciences and Engineering |
spelling | doaj.art-ea0f894e436a442eaac7d755b0e5a6892024-02-28T01:27:07ZengAIMS PressMathematical Biosciences and Engineering1551-00182024-02-012123319333410.3934/mbe.2024147Synchronization of inertial complex-valued memristor-based neural networks with time-varying delaysPan Wang0 Xuechen Li 1Qianqian Zheng2School of Science, Xuchang University, Xuchang 461000, ChinaSchool of Science, Xuchang University, Xuchang 461000, ChinaSchool of Science, Xuchang University, Xuchang 461000, ChinaThe synchronization of inertial complex-valued memristor-based neural networks (ICVMNNs) with time-varying delays was explored in the paper with the non-separation and non-reduced approach. Sufficient conditions required for the exponential synchronization of the ICVMNNs were identified with the construction of comprehensive Lyapunov functions and the design of a novel control scheme. The adaptive synchronization was also investigated based on the derived results, which is easier to implement in practice. What's more, a numerical example that verifies the obtained results was presented.https://www.aimspress.com/article/doi/10.3934/mbe.2024147?viewType=HTMLinertial complex-valued neural networksexponential synchronizationadaptive synchronizationmemristor |
spellingShingle | Pan Wang Xuechen Li Qianqian Zheng Synchronization of inertial complex-valued memristor-based neural networks with time-varying delays Mathematical Biosciences and Engineering inertial complex-valued neural networks exponential synchronization adaptive synchronization memristor |
title | Synchronization of inertial complex-valued memristor-based neural networks with time-varying delays |
title_full | Synchronization of inertial complex-valued memristor-based neural networks with time-varying delays |
title_fullStr | Synchronization of inertial complex-valued memristor-based neural networks with time-varying delays |
title_full_unstemmed | Synchronization of inertial complex-valued memristor-based neural networks with time-varying delays |
title_short | Synchronization of inertial complex-valued memristor-based neural networks with time-varying delays |
title_sort | synchronization of inertial complex valued memristor based neural networks with time varying delays |
topic | inertial complex-valued neural networks exponential synchronization adaptive synchronization memristor |
url | https://www.aimspress.com/article/doi/10.3934/mbe.2024147?viewType=HTML |
work_keys_str_mv | AT panwang synchronizationofinertialcomplexvaluedmemristorbasedneuralnetworkswithtimevaryingdelays AT xuechenli synchronizationofinertialcomplexvaluedmemristorbasedneuralnetworkswithtimevaryingdelays AT qianqianzheng synchronizationofinertialcomplexvaluedmemristorbasedneuralnetworkswithtimevaryingdelays |