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Firing activities in a fractional-order Hindmarsh–Rose neuron with multistable memristor as autapse

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【作者】 李志军谢文强曾金芳曾以成

【Author】 Zhi-Jun Li;Wen-Qiang Xie;Jin-Fang Zeng;Yi-Cheng Zeng;School of Automation and Electronic Information, Xiangtan University;School of Physics and Optoelectronics, Xiangtan University;

【通讯作者】 李志军;

【机构】 School of Automation and Electronic Information, Xiangtan UniversitySchool of Physics and Optoelectronics, Xiangtan University

【摘要】 Considering the fact that memristors have the characteristics similar to biological synapses, a fractional-order multistable memristor is proposed in this paper. It is verified that the fractional-order memristor has multiple local active regions and multiple stable hysteresis loops, and the influence of fractional-order on its nonvolatility is also revealed. Then by considering the fractional-order memristor as an autapse of Hindmarsh–Rose(HR) neuron model, a fractional-order memristive neuron model is developed. The effects of the initial value, external excitation current, coupling strength and fractional-order on the firing behavior are discussed by time series, phase diagram, Lyapunov exponent and inter spike interval(ISI) bifurcation diagram. Three coexisting firing patterns, including irregular asymptotically periodic(A-periodic)bursting, A-periodic bursting and chaotic bursting, dependent on the memristor initial values, are observed. It is also revealed that the fractional-order can not only induce the transition of firing patterns, but also change the firing frequency of the neuron. Finally, a neuron circuit with variable fractional-order is designed to verify the numerical simulations.

【Abstract】 Considering the fact that memristors have the characteristics similar to biological synapses, a fractional-order multistable memristor is proposed in this paper. It is verified that the fractional-order memristor has multiple local active regions and multiple stable hysteresis loops, and the influence of fractional-order on its nonvolatility is also revealed. Then by considering the fractional-order memristor as an autapse of Hindmarsh–Rose(HR) neuron model, a fractional-order memristive neuron model is developed. The effects of the initial value, external excitation current, coupling strength and fractional-order on the firing behavior are discussed by time series, phase diagram, Lyapunov exponent and inter spike interval(ISI) bifurcation diagram. Three coexisting firing patterns, including irregular asymptotically periodic(A-periodic)bursting, A-periodic bursting and chaotic bursting, dependent on the memristor initial values, are observed. It is also revealed that the fractional-order can not only induce the transition of firing patterns, but also change the firing frequency of the neuron. Finally, a neuron circuit with variable fractional-order is designed to verify the numerical simulations.

【基金】 Project supported by the National Key Research and Development Program of China (Grant No. 2018AAA0103300);the National Natural Science Foundation of China (Grant Nos. 62171401 and 62071411)
  • 【文献出处】 Chinese Physics B ,中国物理B , 编辑部邮箱 ,2023年01期
  • 【分类号】TN60;TP183
  • 【下载频次】3
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