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A Color Image Encryption Algorithm Based on Double Fractional Order Chaotic Neural Network and Convolution Operation
A color image encryption algorithm based on double fractional order chaotic neural network (CNN), interlaced dynamic deoxyribonucleic acid (DNA) encoding and decoding, zigzag confusion, bidirectional bit-level diffusion and convolution operation is proposed. Firstly, two fractional order chaotic neu...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9322387/ https://www.ncbi.nlm.nih.gov/pubmed/35885156 http://dx.doi.org/10.3390/e24070933 |
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author | Li, Nanming Xie, Shucui Zhang, Jianzhong |
author_facet | Li, Nanming Xie, Shucui Zhang, Jianzhong |
author_sort | Li, Nanming |
collection | PubMed |
description | A color image encryption algorithm based on double fractional order chaotic neural network (CNN), interlaced dynamic deoxyribonucleic acid (DNA) encoding and decoding, zigzag confusion, bidirectional bit-level diffusion and convolution operation is proposed. Firstly, two fractional order chaotic neural networks (CNNs) are proposed to explore the application of fractional order CNN in image encryption. Meanwhile, spectral entropy (SE) algorithm shows that the sequence generated by the proposed fractional order CNNs has better randomness. Secondly, a DNA encoding and decoding encryption scheme with evolutionary characteristics is adopted. In addition, convolution operation is utilized to improve the key sensitivity. Finally, simulation results and security analysis illustrate that the proposed algorithm has high security performance and can withstand classical cryptanalysis attacks. |
format | Online Article Text |
id | pubmed-9322387 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-93223872022-07-27 A Color Image Encryption Algorithm Based on Double Fractional Order Chaotic Neural Network and Convolution Operation Li, Nanming Xie, Shucui Zhang, Jianzhong Entropy (Basel) Article A color image encryption algorithm based on double fractional order chaotic neural network (CNN), interlaced dynamic deoxyribonucleic acid (DNA) encoding and decoding, zigzag confusion, bidirectional bit-level diffusion and convolution operation is proposed. Firstly, two fractional order chaotic neural networks (CNNs) are proposed to explore the application of fractional order CNN in image encryption. Meanwhile, spectral entropy (SE) algorithm shows that the sequence generated by the proposed fractional order CNNs has better randomness. Secondly, a DNA encoding and decoding encryption scheme with evolutionary characteristics is adopted. In addition, convolution operation is utilized to improve the key sensitivity. Finally, simulation results and security analysis illustrate that the proposed algorithm has high security performance and can withstand classical cryptanalysis attacks. MDPI 2022-07-05 /pmc/articles/PMC9322387/ /pubmed/35885156 http://dx.doi.org/10.3390/e24070933 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 Li, Nanming Xie, Shucui Zhang, Jianzhong A Color Image Encryption Algorithm Based on Double Fractional Order Chaotic Neural Network and Convolution Operation |
title | A Color Image Encryption Algorithm Based on Double Fractional Order Chaotic Neural Network and Convolution Operation |
title_full | A Color Image Encryption Algorithm Based on Double Fractional Order Chaotic Neural Network and Convolution Operation |
title_fullStr | A Color Image Encryption Algorithm Based on Double Fractional Order Chaotic Neural Network and Convolution Operation |
title_full_unstemmed | A Color Image Encryption Algorithm Based on Double Fractional Order Chaotic Neural Network and Convolution Operation |
title_short | A Color Image Encryption Algorithm Based on Double Fractional Order Chaotic Neural Network and Convolution Operation |
title_sort | color image encryption algorithm based on double fractional order chaotic neural network and convolution operation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9322387/ https://www.ncbi.nlm.nih.gov/pubmed/35885156 http://dx.doi.org/10.3390/e24070933 |
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