A Color Image Encryption Algorithm Based on Double Fractional Order Chaotic Neural Network and Convolution Operation

被引:9
|
作者
Li, Nanming [1 ]
Xie, Shucui [2 ]
Zhang, Jianzhong [3 ]
机构
[1] Xian Univ Posts & Telecommun, Sch Commun & Informat Engn, Xian 710121, Peoples R China
[2] Xian Univ Posts & Telecommun, Sch Sci, Xian 710121, Peoples R China
[3] Shaanxi Normal Univ, Sch Math & Stat, Xian 710119, Peoples R China
关键词
fractional order chaotic system; neural network; convolution operation; DNA encoding; image encryption; SYSTEMS;
D O I
10.3390/e24070933
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
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.
引用
收藏
页数:26
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