归一化线性组合混沌系统:设计、分析、实现与应用

IF 5.2 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Md Sakib Hasan;Anurag Dhungel;Partha Sarathi Paul;Maisha Sadia;Md Razuan Hossain
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引用次数: 0

摘要

这项工作提出了一个开发多参数一维混沌系统的一般框架,用于跨参数空间的均匀和鲁棒混沌运行。这对于各种实际应用非常重要,其中参数扰动可能导致混沌特性的退化甚至完全消失。通过稳定性分析、分岔图、Lyapunov指数(LE)、Kolmogorov熵、Shannon熵和相关系数证明了该系统具有宽的不间断混沌范围和改进的混沌特性。我们还演示了所提出的系统对级联的适应性,以进一步提高性能。我们介绍了一种高效的基于现场可编程门阵列的实现,并通过仿真和实验结果的比较验证了其混沌特性。级联归一化线性组合混沌系统(NLCS)在10位参数值下的平均LE、混沌比和混沌参数空间分别为1.364、100%和$1.1\ × 10^{12}$。在性能和硬件成本方面,我们将我们的系统与以前的工作进行了彻底的比较。我们还介绍了一个简单的扩展方案来构建二维鲁棒超混沌NLCS映射。我们提出了一种新的可重构多参数伪随机数发生器,并使用两个标准的统计检验(即美国国家标准与技术研究所SP 800-22和FIPS PUB 140-2)验证了它的随机性。最后,我们概述了NLCS将有用的六个潜在应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Normalized Linearly-Combined Chaotic System: Design, Analysis, Implementation, and Application
This work presents a general framework for developing a multiparameter 1-D chaotic system for uniform and robust chaotic operation across the parameter space. This is important for diverse practical applications where parameter disturbance may cause degradation or even complete disappearance of chaotic properties. The wide uninterrupted chaotic range and improved chaotic properties are demonstrated with the aid of stability analysis, bifurcation diagram, Lyapunov exponent (LE), Kolmogorov entropy, Shannon entropy, and correlation coefficient. We also demonstrate the proposed system's amenability to cascading for further performance improvement. We introduce an efficient field-programmable gate array-based implementation and validate its chaotic properties using comparison between simulation and experimental results. Cascaded normalized linearly-combined chaotic system (NLCS) exhibits average LE, chaotic ratio, and chaotic parameter space of 1.364, 100%, and $1.1\times 10^{12}$, respectively, for 10-bit parameter values. We provide a thorough comparison of our system with prior works both in terms of performance and hardware cost. We also introduce a simple extension scheme to build 2-D robust, hyperchaotic NLCS maps. We present a novel reconfigurable multiparameter pseudorandom number generator and validate its randomness using two standard statistical tests, namely, National Institute of Standards and Technology SP 800-22 and FIPS PUB 140-2. Finally, we outline six potential applications where NLCS will be useful.
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来源期刊
IEEE Open Journal of the Industrial Electronics Society
IEEE Open Journal of the Industrial Electronics Society ENGINEERING, ELECTRICAL & ELECTRONIC-
CiteScore
10.80
自引率
2.40%
发文量
33
审稿时长
12 weeks
期刊介绍: The IEEE Open Journal of the Industrial Electronics Society is dedicated to advancing information-intensive, knowledge-based automation, and digitalization, aiming to enhance various industrial and infrastructural ecosystems including energy, mobility, health, and home/building infrastructure. Encompassing a range of techniques leveraging data and information acquisition, analysis, manipulation, and distribution, the journal strives to achieve greater flexibility, efficiency, effectiveness, reliability, and security within digitalized and networked environments. Our scope provides a platform for discourse and dissemination of the latest developments in numerous research and innovation areas. These include electrical components and systems, smart grids, industrial cyber-physical systems, motion control, robotics and mechatronics, sensors and actuators, factory and building communication and automation, industrial digitalization, flexible and reconfigurable manufacturing, assistant systems, industrial applications of artificial intelligence and data science, as well as the implementation of machine learning, artificial neural networks, and fuzzy logic. Additionally, we explore human factors in digitalized and networked ecosystems. Join us in exploring and shaping the future of industrial electronics and digitalization.
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