Research on Information Identification of Chaotic Map with Multi-Stability

IF 3.6 2区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS
You Li, Yuexi Peng
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引用次数: 0

Abstract

Influenced by the rapid development of artificial intelligence, the identification of chaotic systems with intelligent optimization algorithms has received widespread attention in recent years. This paper focuses on the intelligent information identification of chaotic maps with multi-stability properties, and an improved sparrow search algorithm is proposed as the identification algorithm. Numerical simulations show that different initial values can lead to the same dynamic behavior, making it impossible to stably and accurately identify the initial values of multi-stability chaotic maps. An identification scheme without considering the initial values is proposed for solving this problem, and simulations demonstrate that the proposed method has the highest identification precision among seven existing intelligent algorithms and a certain degree of noise resistance. In addition, the above research reveals that chaotic systems with multi-stability may have more potential applications in fields such as secure communication.
多稳定混沌映射的信息识别研究
受人工智能快速发展的影响,近年来利用智能优化算法对混沌系统进行辨识得到了广泛的关注。研究了具有多稳定性的混沌映射的智能信息识别问题,提出了一种改进的麻雀搜索算法作为识别算法。数值模拟表明,不同的初始值会导致相同的动态行为,使得多稳定混沌映射的初始值无法稳定准确地识别。针对这一问题,提出了一种不考虑初始值的识别方案,仿真结果表明,该方法在现有的7种智能算法中具有最高的识别精度和一定的抗噪性。此外,上述研究还揭示了具有多稳定性的混沌系统在保密通信等领域具有更大的应用潜力。
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来源期刊
Fractal and Fractional
Fractal and Fractional MATHEMATICS, INTERDISCIPLINARY APPLICATIONS-
CiteScore
4.60
自引率
18.50%
发文量
632
审稿时长
11 weeks
期刊介绍: Fractal and Fractional is an international, scientific, peer-reviewed, open access journal that focuses on the study of fractals and fractional calculus, as well as their applications across various fields of science and engineering. It is published monthly online by MDPI and offers a cutting-edge platform for research papers, reviews, and short notes in this specialized area. The journal, identified by ISSN 2504-3110, encourages scientists to submit their experimental and theoretical findings in great detail, with no limits on the length of manuscripts to ensure reproducibility. A key objective is to facilitate the publication of detailed research, including experimental procedures and calculations. "Fractal and Fractional" also stands out for its unique offerings: it warmly welcomes manuscripts related to research proposals and innovative ideas, and allows for the deposition of electronic files containing detailed calculations and experimental protocols as supplementary material.
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