Cargando…

Projective Synchronization of Delayed Uncertain Coupled Memristive Neural Networks and Their Application

In this article, the authors analyzed the nonlinear effects of projective synchronization between coupled memristive neural networks (MNNs) and their applications. Since the complete signal transmission is difficult under parameter mismatch and different projective factors, the delays, which are tim...

Descripción completa

Detalles Bibliográficos
Autores principales: Han, Zhen, Chen, Naipeng, Wei, Xiaofeng, Yuan, Manman, Li, Huijia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10453749/
https://www.ncbi.nlm.nih.gov/pubmed/37628273
http://dx.doi.org/10.3390/e25081241
_version_ 1785096015307603968
author Han, Zhen
Chen, Naipeng
Wei, Xiaofeng
Yuan, Manman
Li, Huijia
author_facet Han, Zhen
Chen, Naipeng
Wei, Xiaofeng
Yuan, Manman
Li, Huijia
author_sort Han, Zhen
collection PubMed
description In this article, the authors analyzed the nonlinear effects of projective synchronization between coupled memristive neural networks (MNNs) and their applications. Since the complete signal transmission is difficult under parameter mismatch and different projective factors, the delays, which are time-varying, and uncertainties have been taken to realize the projective synchronization of MNNs with multi-links under the nonlinear control method. Through the extended comparison principle and a new approach to dealing with the mismatched parameters, sufficient criteria have been determined under different types of projective factors and the framework of the Lyapunov–Krasovskii functional (LKF) for projective convergence of the coupled MNNs. Instead of the classical treatment for secure communication, the concept of error of synchronization between the drive and response systems has been applied to solve the signal encryption/decryption problem. Finally, the simulations in numerical form have been demonstrated graphically to confirm the adaptability of the theoretical results.
format Online
Article
Text
id pubmed-10453749
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-104537492023-08-26 Projective Synchronization of Delayed Uncertain Coupled Memristive Neural Networks and Their Application Han, Zhen Chen, Naipeng Wei, Xiaofeng Yuan, Manman Li, Huijia Entropy (Basel) Article In this article, the authors analyzed the nonlinear effects of projective synchronization between coupled memristive neural networks (MNNs) and their applications. Since the complete signal transmission is difficult under parameter mismatch and different projective factors, the delays, which are time-varying, and uncertainties have been taken to realize the projective synchronization of MNNs with multi-links under the nonlinear control method. Through the extended comparison principle and a new approach to dealing with the mismatched parameters, sufficient criteria have been determined under different types of projective factors and the framework of the Lyapunov–Krasovskii functional (LKF) for projective convergence of the coupled MNNs. Instead of the classical treatment for secure communication, the concept of error of synchronization between the drive and response systems has been applied to solve the signal encryption/decryption problem. Finally, the simulations in numerical form have been demonstrated graphically to confirm the adaptability of the theoretical results. MDPI 2023-08-21 /pmc/articles/PMC10453749/ /pubmed/37628273 http://dx.doi.org/10.3390/e25081241 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Han, Zhen
Chen, Naipeng
Wei, Xiaofeng
Yuan, Manman
Li, Huijia
Projective Synchronization of Delayed Uncertain Coupled Memristive Neural Networks and Their Application
title Projective Synchronization of Delayed Uncertain Coupled Memristive Neural Networks and Their Application
title_full Projective Synchronization of Delayed Uncertain Coupled Memristive Neural Networks and Their Application
title_fullStr Projective Synchronization of Delayed Uncertain Coupled Memristive Neural Networks and Their Application
title_full_unstemmed Projective Synchronization of Delayed Uncertain Coupled Memristive Neural Networks and Their Application
title_short Projective Synchronization of Delayed Uncertain Coupled Memristive Neural Networks and Their Application
title_sort projective synchronization of delayed uncertain coupled memristive neural networks and their application
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10453749/
https://www.ncbi.nlm.nih.gov/pubmed/37628273
http://dx.doi.org/10.3390/e25081241
work_keys_str_mv AT hanzhen projectivesynchronizationofdelayeduncertaincoupledmemristiveneuralnetworksandtheirapplication
AT chennaipeng projectivesynchronizationofdelayeduncertaincoupledmemristiveneuralnetworksandtheirapplication
AT weixiaofeng projectivesynchronizationofdelayeduncertaincoupledmemristiveneuralnetworksandtheirapplication
AT yuanmanman projectivesynchronizationofdelayeduncertaincoupledmemristiveneuralnetworksandtheirapplication
AT lihuijia projectivesynchronizationofdelayeduncertaincoupledmemristiveneuralnetworksandtheirapplication