An efficient image encryption using non-dominated sorting genetic algorithm-III based 4-D chaotic mapsImage encryption

被引:0
|
作者
Anvita Gupta
Dilbag Singh
Manjit Kaur
机构
[1] University Institute of Engineering,Department of Computer Science and Engineering
[2] Chandigarh University,Department of Computer Science and Engineering, School of Computing and Information Technology
[3] Manipal University Jaipur,Department of Computer and Communication Engineering, School of Computing and Information Technology
[4] Manipal University Jaipur,undefined
来源
Journal of Ambient Intelligence and Humanized Computing | 2020年 / 11卷
关键词
Image encryption; 4-D chaotic map; NSGA-III; Security evaluation;
D O I
暂无
中图分类号
学科分类号
摘要
Chaotic maps are extensively utilized in the field of image encryption to generate secret keys. However, these maps suffer from hyper-parameters tuning issues. These parameters are generally selected on hit and trial basis. However, inappropriate selection of these parameters may reduce the performance of chaotic maps. Also, these hyper-parameters are not sensitive to input images. Therefore, in this paper, to handle these issues, a non-dominated sorting genetic algorithm-III (NSGA) based 4-D chaotic map is designed. Additionally, to improve the computational speed of the proposed approach, we have designed a novel master-slave model for image encryption. Initially, computationally expensive operations such as mutation and crossover of NSGA-III are identified. Thereafter, NSGA-III parameters are split among two jobs, i.e., master and slave jobs. For communication between master and slave nodes, the message passing interface is used. Extensive experimental results reveal that the proposed image encryption technique outperforms the existing techniques in terms of various performance measures.
引用
收藏
页码:1309 / 1324
页数:15
相关论文
共 50 条
  • [1] An efficient image encryption using non-dominated sorting genetic algorithm-III based 4-D chaotic maps Image encryption
    Gupta, Anvita
    Singh, Dilbag
    Kaur, Manjit
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2020, 11 (03) : 1309 - 1324
  • [2] Color image encryption using non-dominated sorting genetic algorithm with local chaotic search based 5D chaotic map
    Kaur, Manjit
    Singh, Dilbag
    Sun, Kehui
    Rawat, Umashankar
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2020, 107 (107): : 333 - 350
  • [3] Parallel non-dominated sorting genetic algorithm-II-based image encryption technique
    Kaur, Manjit
    Kumar, Vijay
    IMAGING SCIENCE JOURNAL, 2018, 66 (08): : 453 - 462
  • [4] Research on Agricultural Machine Scheduling in Hilly Areas Based on Improved Non-Dominated Sorting Genetic Algorithm-III
    Liu, Huanyu
    Zhang, Lihan
    Zhao, Baidong
    Tang, Jiacheng
    Wang, Fulin
    Wang, Shuang
    IEEE ACCESS, 2024, 12 : 32584 - 32596
  • [5] Improving distance based image retrieval using non-dominated sorting genetic algorithm
    Arevalillo-Herraez, Miguel
    Ferri, Francesc J.
    Moreno-Picot, Salvador
    PATTERN RECOGNITION LETTERS, 2015, 53 : 109 - 117
  • [6] Hybrid Flow Shop Scheduling Problem with Energy Utilization using Non-Dominated Sorting Genetic Algorithm-III (NSGA-III) Optimization
    Mutasim, M. A. N.
    Rashid, M. F. F. A.
    INTERNATIONAL JOURNAL OF AUTOMOTIVE AND MECHANICAL ENGINEERING, 2023, 20 (04) : 10862 - 10877
  • [7] Image Encryption Based on a Genetic Algorithm and a Chaotic System
    Zhang, Xiaoqiang
    Wang, Xuesong
    Cheng, Yuhu
    IEICE TRANSACTIONS ON COMMUNICATIONS, 2015, E98B (05) : 824 - 833
  • [8] Beta Chaotic Map Based Image Encryption Using Genetic Algorithm
    Kaur, Manjit
    Kumar, Vijay
    INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2018, 28 (11):
  • [9] Secure communication using θ-non-dominated sorting genetic algorithm
    Kaur, Jasleen
    Kaur, Supreet
    SADHANA-ACADEMY PROCEEDINGS IN ENGINEERING SCIENCES, 2021, 46 (01):
  • [10] A New Image Watermarking Scheme Using Non-dominated Sorting Genetic Algorithm II
    Lee, Jiann-Shu
    Huang, Fei-Hsiang
    Kuo, Hsiao-Chen
    2013 INTERNATIONAL SYMPOSIUM ON BIOMETRICS AND SECURITY TECHNOLOGIES (ISBAST), 2013, : 56 - 61