Dynamics of Hindmarsh–Rose neuron with locally active memristor and its analog circuit simulation

IF 1.7 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER
Xinying Li, Longxia Zhang, Yang Liu, Lianchao Zhang, Zheng Wang
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引用次数: 0

Abstract

When neurons are exposed to external electromagnetic radiation, the movement of charged ions can be influenced by the electromagnetic field, resulting in an induced current. At present, research on the bifurcation and firing patterns of neurons under the combined effects of multiple parameters is still insufficient, which cannot meet the needs of multiple stimuli acting on the nervous system simultaneously in real-world scenarios. In this paper, we propose a novel locally active memristor with bistable characteristics, which is introduced into a two-dimensional Hindmarsh–Rose neuron system to simulate induced current, constructing a neuron system under magnetic induction. We conducted detailed numerical analysis and experimental studies, varying parameters such as memristor parameter, external stimulation current, and electromagnetic induction intensity, to identify the unique and rich dynamical behaviors of the neuronal system in different regions. We discovered the distribution patterns of periodic firing in different regions, including interesting and rare regions with self-similar structures, such as shrimp-shaped regions and mosaic-shaped periodic firing regions, as well as firing activity clusters with composite cascade structures, which have not been reported in the previous studies on memristor neurons. The model proposed in this paper can exhibit firing activity in multiple modes, laying the foundation for further research on the effects of electromagnetic radiation on neuronal activity. Finally, to validate the accuracy of the numerical simulations, we designed an analog equivalent circuit for the neural system to verify the physical feasibility of the system circuit experiments.

Graphical abstract

Abstract Image

局部有源忆阻器Hindmarsh-Rose神经元动力学及其模拟电路仿真
当神经元受到外部电磁辐射时,带电离子的运动受到电磁场的影响,产生感应电流。目前,对多参数联合作用下神经元的分岔和放电模式的研究还不够充分,无法满足现实场景中多种刺激同时作用于神经系统的需要。本文提出了一种具有双稳态特性的局部有源忆阻器,并将其引入二维Hindmarsh-Rose神经元系统中模拟感应电流,构建了磁感应作用下的神经元系统。我们在不同的忆阻器参数、外部刺激电流和电磁感应强度等参数下进行了详细的数值分析和实验研究,以识别不同区域神经元系统独特而丰富的动态行为。我们发现了不同区域的周期放电分布模式,包括具有自相似结构的有趣和罕见的区域,如虾形区域和马赛克形周期放电区域,以及具有复合级联结构的放电活动簇,这些在以往的记忆电阻神经元研究中尚未报道。本文提出的模型可以显示多种模式下的放电活动,为进一步研究电磁辐射对神经元活动的影响奠定了基础。最后,为了验证数值模拟的准确性,我们为神经系统设计了一个模拟等效电路,以验证系统电路实验的物理可行性。图形抽象
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
The European Physical Journal B
The European Physical Journal B 物理-物理:凝聚态物理
CiteScore
2.80
自引率
6.20%
发文量
184
审稿时长
5.1 months
期刊介绍: Solid State and Materials; Mesoscopic and Nanoscale Systems; Computational Methods; Statistical and Nonlinear Physics
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