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A Novel Color Image Encryption Scheme Based on Hyperchaos and Hopfield Chaotic Neural Network

Problems such as insufficient key space, lack of a one-time pad, and a simple encryption structure may emerge in existing encryption schemes. To solve these problems, and keep sensitive information safe, this paper proposes a plaintext-related color image encryption scheme. Firstly, a new five-dimen...

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Autores principales: Wu, Yanan, Zeng, Jian, Dong, Wenjie, Li, Xinyu, Qin, Danyang, Ding, Qun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9601655/
https://www.ncbi.nlm.nih.gov/pubmed/37420494
http://dx.doi.org/10.3390/e24101474
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author Wu, Yanan
Zeng, Jian
Dong, Wenjie
Li, Xinyu
Qin, Danyang
Ding, Qun
author_facet Wu, Yanan
Zeng, Jian
Dong, Wenjie
Li, Xinyu
Qin, Danyang
Ding, Qun
author_sort Wu, Yanan
collection PubMed
description Problems such as insufficient key space, lack of a one-time pad, and a simple encryption structure may emerge in existing encryption schemes. To solve these problems, and keep sensitive information safe, this paper proposes a plaintext-related color image encryption scheme. Firstly, a new five-dimensional hyperchaotic system is constructed in this paper, and its performance is analyzed. Secondly, this paper applies the Hopfield chaotic neural network together with the novel hyperchaotic system to propose a new encryption algorithm. The plaintext-related keys are generated by image chunking. The pseudo-random sequences iterated by the aforementioned systems are used as key streams. Therefore, the proposed pixel-level scrambling can be completed. Then the chaotic sequences are utilized to dynamically select the rules of DNA operations to complete the diffusion encryption. This paper also presents a series of security analyses of the proposed encryption scheme and compares it with other schemes to evaluate its performance. The results show that the key streams generated by the constructed hyperchaotic system and the Hopfield chaotic neural network improve the key space. The proposed encryption scheme provides a satisfying visual hiding result. Furthermore, it is resistant to a series of attacks and the problem of structural degradation caused by the simplicity of the encryption system’s structure.
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spelling pubmed-96016552022-10-27 A Novel Color Image Encryption Scheme Based on Hyperchaos and Hopfield Chaotic Neural Network Wu, Yanan Zeng, Jian Dong, Wenjie Li, Xinyu Qin, Danyang Ding, Qun Entropy (Basel) Article Problems such as insufficient key space, lack of a one-time pad, and a simple encryption structure may emerge in existing encryption schemes. To solve these problems, and keep sensitive information safe, this paper proposes a plaintext-related color image encryption scheme. Firstly, a new five-dimensional hyperchaotic system is constructed in this paper, and its performance is analyzed. Secondly, this paper applies the Hopfield chaotic neural network together with the novel hyperchaotic system to propose a new encryption algorithm. The plaintext-related keys are generated by image chunking. The pseudo-random sequences iterated by the aforementioned systems are used as key streams. Therefore, the proposed pixel-level scrambling can be completed. Then the chaotic sequences are utilized to dynamically select the rules of DNA operations to complete the diffusion encryption. This paper also presents a series of security analyses of the proposed encryption scheme and compares it with other schemes to evaluate its performance. The results show that the key streams generated by the constructed hyperchaotic system and the Hopfield chaotic neural network improve the key space. The proposed encryption scheme provides a satisfying visual hiding result. Furthermore, it is resistant to a series of attacks and the problem of structural degradation caused by the simplicity of the encryption system’s structure. MDPI 2022-10-17 /pmc/articles/PMC9601655/ /pubmed/37420494 http://dx.doi.org/10.3390/e24101474 Text en © 2022 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
Wu, Yanan
Zeng, Jian
Dong, Wenjie
Li, Xinyu
Qin, Danyang
Ding, Qun
A Novel Color Image Encryption Scheme Based on Hyperchaos and Hopfield Chaotic Neural Network
title A Novel Color Image Encryption Scheme Based on Hyperchaos and Hopfield Chaotic Neural Network
title_full A Novel Color Image Encryption Scheme Based on Hyperchaos and Hopfield Chaotic Neural Network
title_fullStr A Novel Color Image Encryption Scheme Based on Hyperchaos and Hopfield Chaotic Neural Network
title_full_unstemmed A Novel Color Image Encryption Scheme Based on Hyperchaos and Hopfield Chaotic Neural Network
title_short A Novel Color Image Encryption Scheme Based on Hyperchaos and Hopfield Chaotic Neural Network
title_sort novel color image encryption scheme based on hyperchaos and hopfield chaotic neural network
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9601655/
https://www.ncbi.nlm.nih.gov/pubmed/37420494
http://dx.doi.org/10.3390/e24101474
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