{"title":"Generating digital chaotic systems of the simplest structure via a strongly connected graph inverse approach","authors":"Qianxue Wang, Dongsheng Kuang, Simin Yu","doi":"10.1016/j.chaos.2024.115655","DOIUrl":null,"url":null,"abstract":"<div><div>This paper designs the simplest <span><math><mi>m</mi></math></span>-dimensional (<span><math><mrow><mi>m</mi><mo>=</mo><mn>2</mn><mo>,</mo><mn>3</mn><mo>,</mo><mn>4</mn><mo>,</mo><mo>…</mo></mrow></math></span>) digital chaotic system using a strongly connected graph inverse approach. Compared to previous systems, this approach significantly simplifies the system structure while enhancing statistical performance. First, in the <span><math><mi>m</mi></math></span>-dimensional digital iterative system, we construct <span><math><msup><mrow><mn>2</mn></mrow><mrow><mi>m</mi></mrow></msup></math></span>-state transition graph with bidirectional direct paths between any two states. Under the condition that the bitwise XOR result between any two states equals the combination of the current <span><math><mi>m</mi></math></span> unilateral infinite sequence outputs, we derive the corresponding simplest uncoupled <span><math><mi>m</mi></math></span>-dimensional iterative functions based on the inverse approach. Second, based on the simplest uncoupled <span><math><mi>m</mi></math></span>-dimensional iterative functions, we develop a cascaded closed-loop coupling approach to obtain the corresponding simplest fully coupled <span><math><mi>m</mi></math></span>-dimensional iterative functions, theoretically proving that they satisfy Devaney’s chaos definition. Compared to previous systems, this closed-loop coupling method not only simplifies the system structure, making it the simplest form among all fully coupled <span><math><mi>m</mi></math></span>-dimensional iterative functions, but also significantly improves statistical performance, as evidenced by passing both NIST and TestU01 tests. Finally, we validate the effectiveness and superiority of the simplest <span><math><mi>m</mi></math></span>-dimensional digital chaotic system through circuit design and FPGA simulation experiments.</div></div>","PeriodicalId":9764,"journal":{"name":"Chaos Solitons & Fractals","volume":null,"pages":null},"PeriodicalIF":5.3000,"publicationDate":"2024-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Chaos Solitons & Fractals","FirstCategoryId":"100","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0960077924012074","RegionNum":1,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MATHEMATICS, INTERDISCIPLINARY APPLICATIONS","Score":null,"Total":0}
引用次数: 0
Abstract
This paper designs the simplest -dimensional () digital chaotic system using a strongly connected graph inverse approach. Compared to previous systems, this approach significantly simplifies the system structure while enhancing statistical performance. First, in the -dimensional digital iterative system, we construct -state transition graph with bidirectional direct paths between any two states. Under the condition that the bitwise XOR result between any two states equals the combination of the current unilateral infinite sequence outputs, we derive the corresponding simplest uncoupled -dimensional iterative functions based on the inverse approach. Second, based on the simplest uncoupled -dimensional iterative functions, we develop a cascaded closed-loop coupling approach to obtain the corresponding simplest fully coupled -dimensional iterative functions, theoretically proving that they satisfy Devaney’s chaos definition. Compared to previous systems, this closed-loop coupling method not only simplifies the system structure, making it the simplest form among all fully coupled -dimensional iterative functions, but also significantly improves statistical performance, as evidenced by passing both NIST and TestU01 tests. Finally, we validate the effectiveness and superiority of the simplest -dimensional digital chaotic system through circuit design and FPGA simulation experiments.
本文利用强连接图逆方法设计了最简单的 m 维(m=2,3,4,...)数字混沌系统。与以往的系统相比,这种方法大大简化了系统结构,同时提高了统计性能。首先,在 m 维数字迭代系统中,我们构建了 2m 状态转换图,任意两个状态之间都有双向直接路径。在任意两个状态之间的比特XOR结果等于当前m个单边无穷序列输出组合的条件下,我们基于逆方法推导出相应的最简单的非耦合m维迭代函数。其次,在最简单的非耦合 m 维迭代函数的基础上,我们开发了一种级联闭环耦合方法,得到了相应的最简单的完全耦合 m 维迭代函数,并从理论上证明了它们满足 Devaney 的混沌定义。与以前的系统相比,这种闭环耦合方法不仅简化了系统结构,使其成为所有全耦合 m 维迭代函数中最简单的形式,而且显著提高了统计性能,通过 NIST 和 TestU01 测试就是证明。最后,我们通过电路设计和 FPGA 仿真实验验证了最简单 m 维数字混沌系统的有效性和优越性。
期刊介绍:
Chaos, Solitons & Fractals strives to establish itself as a premier journal in the interdisciplinary realm of Nonlinear Science, Non-equilibrium, and Complex Phenomena. It welcomes submissions covering a broad spectrum of topics within this field, including dynamics, non-equilibrium processes in physics, chemistry, and geophysics, complex matter and networks, mathematical models, computational biology, applications to quantum and mesoscopic phenomena, fluctuations and random processes, self-organization, and social phenomena.