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Dynamic analysis and application in medical digital image watermarking of a new multi-scroll neural network with quartic nonlinear memristor

Memristor is widely used in various neural bionic models because of its excellent characteristics in biological neural activity simulation. In this paper, a piecewise nonlinear function is used to transform the quartic memristor, which is introduced into the ternary Hopfield neural network (HNN) wit...

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Detalles Bibliográficos
Autores principales: Yu, Fei, Chen, Huifeng, Kong, Xinxin, Yu, Qiulin, Cai, Shuo, Huang, Yuanyuan, Du, Sichun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8988118/
https://www.ncbi.nlm.nih.gov/pubmed/35411291
http://dx.doi.org/10.1140/epjp/s13360-022-02652-4
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author Yu, Fei
Chen, Huifeng
Kong, Xinxin
Yu, Qiulin
Cai, Shuo
Huang, Yuanyuan
Du, Sichun
author_facet Yu, Fei
Chen, Huifeng
Kong, Xinxin
Yu, Qiulin
Cai, Shuo
Huang, Yuanyuan
Du, Sichun
author_sort Yu, Fei
collection PubMed
description Memristor is widely used in various neural bionic models because of its excellent characteristics in biological neural activity simulation. In this paper, a piecewise nonlinear function is used to transform the quartic memristor, which is introduced into the ternary Hopfield neural network (HNN) with self-feedback, and a piecewise quartic memristive chaotic neural network model with multi-scroll is constructed. Through simulation analysis, the number of scroll layers changes with memristor parameters and has significant coexistence of multi-scroll attractors and high initial value sensitivity has been found. Using its excellent unpredictability, a digital watermarking algorithm based on wavelet transform is improved and used in the protection of personal medical data. The results show that it not only improves the confidentiality and convenience, but also ensures its robustness and has good encryption effect.
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spelling pubmed-89881182022-04-07 Dynamic analysis and application in medical digital image watermarking of a new multi-scroll neural network with quartic nonlinear memristor Yu, Fei Chen, Huifeng Kong, Xinxin Yu, Qiulin Cai, Shuo Huang, Yuanyuan Du, Sichun Eur Phys J Plus Regular Article Memristor is widely used in various neural bionic models because of its excellent characteristics in biological neural activity simulation. In this paper, a piecewise nonlinear function is used to transform the quartic memristor, which is introduced into the ternary Hopfield neural network (HNN) with self-feedback, and a piecewise quartic memristive chaotic neural network model with multi-scroll is constructed. Through simulation analysis, the number of scroll layers changes with memristor parameters and has significant coexistence of multi-scroll attractors and high initial value sensitivity has been found. Using its excellent unpredictability, a digital watermarking algorithm based on wavelet transform is improved and used in the protection of personal medical data. The results show that it not only improves the confidentiality and convenience, but also ensures its robustness and has good encryption effect. Springer Berlin Heidelberg 2022-04-07 2022 /pmc/articles/PMC8988118/ /pubmed/35411291 http://dx.doi.org/10.1140/epjp/s13360-022-02652-4 Text en © The Author(s), under exclusive licence to Società Italiana di Fisica and Springer-Verlag GmbH Germany, part of Springer Nature 2022 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Regular Article
Yu, Fei
Chen, Huifeng
Kong, Xinxin
Yu, Qiulin
Cai, Shuo
Huang, Yuanyuan
Du, Sichun
Dynamic analysis and application in medical digital image watermarking of a new multi-scroll neural network with quartic nonlinear memristor
title Dynamic analysis and application in medical digital image watermarking of a new multi-scroll neural network with quartic nonlinear memristor
title_full Dynamic analysis and application in medical digital image watermarking of a new multi-scroll neural network with quartic nonlinear memristor
title_fullStr Dynamic analysis and application in medical digital image watermarking of a new multi-scroll neural network with quartic nonlinear memristor
title_full_unstemmed Dynamic analysis and application in medical digital image watermarking of a new multi-scroll neural network with quartic nonlinear memristor
title_short Dynamic analysis and application in medical digital image watermarking of a new multi-scroll neural network with quartic nonlinear memristor
title_sort dynamic analysis and application in medical digital image watermarking of a new multi-scroll neural network with quartic nonlinear memristor
topic Regular Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8988118/
https://www.ncbi.nlm.nih.gov/pubmed/35411291
http://dx.doi.org/10.1140/epjp/s13360-022-02652-4
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