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

被引:12
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
相关论文
共 50 条
[21]   The image compression-encryption algorithm based on the compression sensing and fractional-order chaotic system [J].
Xu, Ji ;
Mou, Jun ;
Liu, Jian ;
Hao, Jin .
VISUAL COMPUTER, 2022, 38 (05) :1509-1526
[22]   A Novel Color Image Encryption Scheme Based on Hyperchaos and Hopfield Chaotic Neural Network [J].
Wu, Yanan ;
Zeng, Jian ;
Dong, Wenjie ;
Li, Xinyu ;
Qin, Danyang ;
Ding, Qun .
ENTROPY, 2022, 24 (10)
[23]   Image Encryption using Color Space Neural Network Transformation and Chaotic Pixel Perturbation [J].
Al-Muhammed, Muhammed ;
Ababneh, Ahmad ;
Al-Daraiseh, Ahmad .
SIGNAL IMAGE AND VIDEO PROCESSING, 2025, 19 (09)
[24]   A color image chunking encryption algorithm based on DNA and compound chaotic system [J].
Yuting Wang ;
Wenhua Cui ;
Ye Tao .
Multimedia Tools and Applications, 2024, 83 :35449-35469
[25]   A color image chunking encryption algorithm based on DNA and compound chaotic system [J].
Wang, Yuting ;
Cui, Wenhua ;
Tao, Ye .
MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 83 (12) :35449-35469
[26]   An Enhanced Image Encryption Algorithm Using Fractional Chaotic Systems [J].
Ahmad, Musheer ;
Shamsi, Uzair ;
Khan, Imran Raza .
3RD INTERNATIONAL CONFERENCE ON RECENT TRENDS IN COMPUTING 2015 (ICRTC-2015), 2015, 57 :852-859
[27]   Colour Image Encryption Based on Multiple Fractional Order Chaotic Systems [J].
Dasgupta, Tanmoy ;
Paral, Pritam ;
Bhattacharya, Samar .
2014 INTERNATIONAL CONFERENCE ON CONTROL, INSTRUMENTATION, ENERGY & COMMUNICATION (CIEC), 2014, :583-587
[28]   Image Encryption Based on Fractional-order Chaotic Model of PMSM [J].
Xue, Wei ;
Zhang, Mei ;
Liu, Shilong ;
Li, Xue .
ICAROB 2017: PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON ARTIFICIAL LIFE AND ROBOTICS, 2017, :P173-P176
[29]   Symmetric Color Image Encryption Algorithm using Fractional DRPM and Chaotic Baker Map [J].
Jain, Rachit ;
Sharma, J. B. .
2016 IEEE INTERNATIONAL CONFERENCE ON RECENT TRENDS IN ELECTRONICS, INFORMATION & COMMUNICATION TECHNOLOGY (RTEICT), 2016, :1835-1840
[30]   An Asymmetric Image Encryption Algorithm Based on a Fractional-Order Chaotic System and the RSA Public-Key Cryptosystem [J].
Ye, Guodong ;
Jiao, Kaixin ;
Wu, Huishan ;
Pan, Chen ;
Huang, Xiaoling .
INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2020, 30 (15)