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Novel hyperchaotic image encryption method using machine learning-RBF

delete2024-07-21
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OA
AI
S
Shuang Zhou *
H
Hongling Zhang
Y
Yingqian Zhang
张浩 封面图
张浩 (Hao Zhang)
DOI:10.1007/s11071-024-09966-1delete
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摘要

摘要

En 中文
In this paper, we put forward a novel hyperchaotic image encryption method using machine learning-RBF. First, a new 4D continuous hyperchaotic system is designed to address the degradation issue of low-dimensional continuous chaotic systems, which has a simpler structure, wider chaotic range, better distribution, and higher complexity compared with other chaotic systems based on Hopfield-type neural networks. Additionally, it has good randomness and can be implemented using hardware-based digital signal processing. Then, based on this system, we explore a new image encryption method using machine learning-radial basis function (RBF) neural network and true random numbers. Results show that compared with some other algorithms, our method is more secure and withstand common attacks.
Keyword:
Chaotic systems
Radial basis function
Image encryption

期刊

Nonlinear Dynamics 封面图
Nonlinear Dynamics
IF:
6
论文数:
1.4W
被引数:
4.1W

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T
Taiyuan University of Technology
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2.2W
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X
xiamen university malaysia campus
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888
论文数: 960
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C
Chongqing Normal University
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被引数: 3.8K
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