具有极端多稳定性的记忆性后马什-蔷薇神经元模型的同步控制

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

摘要

本文通过已建立的 Hindmarsh-Rose (HR) 神经元模型实现了电路仿真,并将该系统应用于投影同步。本文利用分岔图、Lyapunov 指数谱、相位图和时间序列图分析了神经网络模型的混沌行为。神经元模型的动力学分析显示了多种发射行为和极端多稳定性行为。然后通过电路 Multisim 对模型进行仿真,从物理意义上证明了这种可能性。最后,通过投影控制对记忆神经系统进行同步诱导,实验结果表明,该模型在投影同步过程中体现了良好的同步效果,有助于提高信号传输的安全性和系统的保密性,为之后的安全通信奠定了基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Synchronous control of memristive hindmarsh-rose neuron models with extreme multistability

In this paper, the circuit simulation is achieved by the established Hindmarsh-Rose (HR) neuron model and the system is applied in projection synchronization. The chaotic behaviors of the neural network model are analyzed using bifurcation diagrams, Lyapunov exponents spectra, phase diagrams and time series diagrams. The dynamics analysis of the neuron model shows a variety of firing behaviors and extreme multistability behavior. The model is then simulated through circuit multisim to demonstrate the possibility in a physical sense. Finally, synchronization is induced to the memristive neural system through projection control, and the experimental results show that the model embodies a good synchronization effect in the process of projection synchronization, which helps to improve the security of signal transmission and the confidentiality of the system, and lays the foundation for the secure communication afterwards.

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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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