A novel image encryption cryptosystem based on true random numbers and chaotic systems

被引:77
作者
Zhou, Shuang [1 ]
Wang, Xingyuan [2 ]
Zhang, Yingqian [3 ]
Ge, Bin [4 ]
Wang, Mingxu [5 ]
Gao, Suo [2 ]
机构
[1] Chongqing Normal Univ, Sch Math Sci, Chongqing 401331, Peoples R China
[2] Dalian Maritime Univ, Sch Informat Sci & Technol, Dalian 116026, Peoples R China
[3] Xiamen Univ, Sch Informat Sci & Technol, Tan Kah Kee Coll, Xiamen 363105, Peoples R China
[4] Nantong Vocat Univ, Sch Elect & Informat Engn, Nantong 226001, Peoples R China
[5] Dalian Univ Technol, Fac Elect Informat & Elect Engn, Dalian 116024, Peoples R China
基金
中国国家自然科学基金;
关键词
Chaotic system; Image encryption; True random numbers; SEMI-TENSOR PRODUCT; ALGORITHM; LEVEL;
D O I
10.1007/s00530-021-00803-8
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To enhance the security of single-chaotic systems, we propose a novel image encryption cryptosystem based on true random numbers and chaotic systems. First, we select any one of several chaotic systems. Next, the hash function is used to calculate the initial value of the chaotic system using a plaintext image. Then, we obtain a solution of this chaotic system and use the k-medoids clustering machine-learning algorithm and chaotic sequence to scramble the original image. Finally, new random numbers obtained using a chaotic signal and true random numbers are used to perform the exclusive-OR operator on the scrambled results. To illustrate the effectiveness of our method, a one-dimensional (1D) logistic chaotic system is selected for image encryption. The simulation results show that compared with the existing models, such as image encryption based on chaos and image encryption based on the advanced encryption standar (AES), our method is simpler with a higher security and resists different classical attacks.
引用
收藏
页码:95 / 112
页数:18
相关论文
共 49 条
  • [1] A new hybrid digital chaotic system with applications in image encryption
    Alawida, Moatsum
    Samsudin, Azman
    Sen Teh, Je
    Alkhawaldeh, Rami S.
    [J]. SIGNAL PROCESSING, 2019, 160 : 45 - 58
  • [2] An image encryption method based on chaos system and AES algorithm
    Arab, Alireza
    Rostami, Mohammad Javad
    Ghavami, Behnam
    [J]. JOURNAL OF SUPERCOMPUTING, 2019, 75 (10) : 6663 - 6682
  • [3] An Automated Hierarchical Framework for Player Recognition in Sports Image
    Atrish, Abhay
    Singh, Navjot
    Kumar, Krishan
    Kumar, Vinod
    [J]. PROCEEDINGS OF 2017 INTERNATIONAL CONFERENCE ON VIDEO AND IMAGE PROCESSING (ICVIP 2017), 2017, : 103 - 108
  • [4] A novel chaos-based image encryption algorithm using DNA sequence operations
    Chai, Xiuli
    Chen, Yiran
    Broyde, Lucie
    [J]. OPTICS AND LASERS IN ENGINEERING, 2017, 88 : 197 - 213
  • [5] An improved image encryption algorithm with finite computing precision
    Chen, Chen
    Sun, Kehui
    He, Shaobo
    [J]. SIGNAL PROCESSING, 2020, 168
  • [6] A symmetric image encryption scheme based on 3D chaotic cat maps
    Chen, GR
    Mao, YB
    Chui, CK
    [J]. CHAOS SOLITONS & FRACTALS, 2004, 21 (03) : 749 - 761
  • [7] Two-Dimensional Sine Chaotification System With Hardware Implementation
    Hua, Zhongyun
    Zhou, Yicong
    Bao, Bocheng
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2020, 16 (02) : 887 - 897
  • [8] Sine Chaotification Model for Enhancing Chaos and Its Hardware Implementation
    Hua, Zhongyun
    Zhou, Binghang
    Zhou, Yicong
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2019, 66 (02) : 1273 - 1284
  • [9] Kumar K., 2020, IEEE CONSUMER ELECT