应用于 PRNG 的非退化 n 维整数域混沌图模型

IF 2.2 3区 工程技术 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Mengdi Zhao, Hongjun Liu
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引用次数: 0

摘要

针对现有混沌图的局限性,我们提出了一种非退化n维(n≥2)整数域混沌图(nD-IDCM)模型,它可以构造任意非退化n维整数域混沌图。此外,我们还通过Lyapunov指数分析了它的混沌行为,发现nD-IDCM能在整数域产生混沌序列,从而有效解决了在计算机或数字设备上实现现有混沌图时有限精度效应的问题。为了验证 nD-IDCM 的有效性,我们提出了两个实例,演示如何通过操纵参数矩阵来调节正 Lyapunov 指数。随后,我们通过 TestU01 使用科尔莫哥洛夫熵、样本熵、相关维度和随机性测试仔细研究了它们的动力学行为。最后,为了评估 nD-IDCM 的可行性,我们设计了一种基于 3D-IDCM 的密钥伪随机数生成器(PRNG),它能确保卓越的随机性和不可预测性。实验结果表明,利用 nD-IDCM 构建的整数域混沌图具有理想的 Lyapunov 指数,并在足够大的混沌范围内表现出遍历性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A non-degenerate n-dimensional integer domain chaotic map model with application to PRNG

To address the limitations of existing chaotic maps, we proposed a non-degenerate n-dimensional (n ≥ 2) integer domain chaotic map (nD-IDCM) model that can construct any non-degenerate n-dimensional integer domain chaotic maps. Moreover, we analyzed its chaotic behavior through Lyapunov exponent, and found that the nD-IDCM generates chaotic sequences in the integer domain, which effectively resolves the issue of finite precision effect when implementing existing chaotic maps on computers or digital devices. To verify the effectiveness of nD-IDCM, we presented two instances to demonstrate how the positive Lyapunov exponents can be regulated by manipulating the parameter matrix. Subsequently, we have scrutinized their dynamical behavior using Kolmogorov entropy, sample entropy, correlation dimension and randomness testing via TestU01. Finally, to assess the feasibility of nD-IDCM, we devised a keyed pseudo random number generator (PRNG) based on a 3D-IDCM that can ensure superior randomness and unpredictability. Experimental results indicated that integer domain chaotic maps constructed using nD-IDCM have desirable Lyapunov exponents and exhibit ergodicity within a sufficient larger chaotic range.

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来源期刊
Integration-The Vlsi Journal
Integration-The Vlsi Journal 工程技术-工程:电子与电气
CiteScore
3.80
自引率
5.30%
发文量
107
审稿时长
6 months
期刊介绍: Integration''s aim is to cover every aspect of the VLSI area, with an emphasis on cross-fertilization between various fields of science, and the design, verification, test and applications of integrated circuits and systems, as well as closely related topics in process and device technologies. Individual issues will feature peer-reviewed tutorials and articles as well as reviews of recent publications. The intended coverage of the journal can be assessed by examining the following (non-exclusive) list of topics: Specification methods and languages; Analog/Digital Integrated Circuits and Systems; VLSI architectures; Algorithms, methods and tools for modeling, simulation, synthesis and verification of integrated circuits and systems of any complexity; Embedded systems; High-level synthesis for VLSI systems; Logic synthesis and finite automata; Testing, design-for-test and test generation algorithms; Physical design; Formal verification; Algorithms implemented in VLSI systems; Systems engineering; Heterogeneous systems.
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