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Robustification of a One-Dimensional Generic Sigmoidal Chaotic Map with Application of True Random Bit Generation

机译:一维通用S形混沌映射的鲁棒性与真正随机位生成的应用

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摘要

The search for generation approaches to robust chaos has received considerable attention due to potential applications in cryptography or secure communications. This paper is of interest regarding a 1-D sigmoidal chaotic map, which has never been distinctly investigated. This paper introduces a generic form of the sigmoidal chaotic map with three terms, i.e., x n +1 = ? Af NL ( B x n ) ± C x n ± D , where A , B , C , and D are real constants. The unification of modified sigmoid and hyperbolic tangent (tanh) functions reveals the existence of a “unified sigmoidal chaotic map” generically fulfilling the three terms, with robust chaos partially appearing in some parameter ranges. A simplified generic form, i.e., x n +1 = ? f NL ( B x n ) ± C x n , through various S-shaped functions, has recently led to the possibility of linearization using (i) hardtanh and (ii) signum functions. This study finds a linearized sigmoidal chaotic map that potentially offers robust chaos over an entire range of parameters. Chaos dynamics are described in terms of chaotic waveforms, histogram, cobweb plots, fixed point, Jacobian, and a bifurcation structure diagram based on Lyapunov exponents. As a practical example, a true random bit generator using the linearized sigmoidal chaotic map is demonstrated. The resulting output is evaluated using the NIST SP800-22 test suite and TestU01.
机译:由于在密码学或安全通信中的潜在应用,寻求用于解决鲁棒性混乱的生成方法已经引起了相当大的关注。本文对一维S型混沌映射感兴趣,但尚未对其进行明确研究。本文介绍了具有三个项的S形混沌映射的一般形式,即x n +1 =? Af NL(B x n)±C xn±D,其中A,B,C和D是实常数。修改后的S形和双曲正切(tanh)函数的统一揭示了存在一个“统一的S形混沌映射”,该映射通常满足这三个项,并且在某些参数范围内部分出现了鲁棒的混沌。简化的通用形式,即x n +1 =?通过各种S形函数,f NL(B x n)±C x n最近导致了使用(i)hardtanh和(ii)符号函数进行线性化的可能性。这项研究发现了一个线性化的S形混沌映射,它可能在整个参数范围内提供鲁棒的混沌。根据混沌波形,直方图,蜘蛛网图,固定点,雅可比行列式和基于Lyapunov指数的分叉结构图来描述混沌动力学。作为一个实际的例子,展示了使用线性S形混沌映射的真正随机位发生器。使用NIST SP800-22测试套件和TestU01对结果输出进行评估。

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