Coexisting Hyperchaos in a Memristive Neuromorphic Oscillator

IF 2.7 3区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Xin Zhang;Chunbiao Li;Tengfei Lei;Herbert Ho-Ching Iu;Tomasz Kapitaniak
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Abstract

Memristors have been widely integrated into neurons as the bridge for introducing external magnetic induction currents. The complex oscillation induced by the external magnetic stimulation is a hot topic in neuron dynamics. When a memristor is introduced into the Hindmarsh-Rose (HR) neuron to simulate the external magnetic field, a novel memristive neuromorphic hyperchaotic oscillator is constructed. The memristor weight can trigger complex neuronal firing dynamics, including the rare hyperchaotic bursting. Furthermore, when the technology of offset boosting-oriented attractor doubling is employed, a double-scroll hyperchaotic attractor can be generated, which could split into three independent coexisting attractors under some specific offsets. More interesting, two symmetric periodic attractors and two symmetric hyperchaotic attractors can coexist under certain conditions. In this work, a neuron with coexisting hyperchaotic attractors is constructed and exhaustively explored, which provides a good candidate for constituting large-scale brain-like neuromorphic oscillator. A PCB-based hardware circuit produces the oscillations validating the numerical simulations and theoretical analyses.
记忆性神经形态振荡器中的共存超混沌
忆阻器作为引入外部磁感应电流的桥梁已被广泛集成到神经元中。外加磁刺激引起的复杂振荡是神经元动力学研究的热点。在Hindmarsh-Rose (HR)神经元中引入忆阻器来模拟外加磁场,构造了一种新的忆阻神经形态超混沌振荡器。忆阻器的重量可以触发复杂的神经元放电动力学,包括罕见的超混沌爆发。此外,当采用偏移升压导向的吸引子加倍技术时,可以产生双涡旋超混沌吸引子,该吸引子在特定偏移量下可以分裂为三个独立共存的吸引子。更有趣的是,在一定条件下,两个对称周期吸引子和两个对称超混沌吸引子可以共存。本文构建了一个具有共存超混沌吸引子的神经元,并对其进行了详尽的探索,为构建大规模类脑神经形态振荡器提供了一个很好的候选体。基于pcb的硬件电路产生振荡,验证了数值模拟和理论分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
5.60
自引率
13.80%
发文量
500
审稿时长
7 months
期刊介绍: The purpose of this Transactions is to publish papers of interest to individuals in the area of computer-aided design of integrated circuits and systems composed of analog, digital, mixed-signal, optical, or microwave components. The aids include methods, models, algorithms, and man-machine interfaces for system-level, physical and logical design including: planning, synthesis, partitioning, modeling, simulation, layout, verification, testing, hardware-software co-design and documentation of integrated circuit and system designs of all complexities. Design tools and techniques for evaluating and designing integrated circuits and systems for metrics such as performance, power, reliability, testability, and security are a focus.
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