Noise-induced phenomena in two strongly pulse-coupled spiking neurons

Kazuki Nakada, Keiji Miura, Hatsuo Hayashi

研究成果: Conference article査読

1 被引用数 (Scopus)

抄録

In this study, we address noise-induced phenomena in a system of two pulse-coupled resonate-and-fire neuron models as a piecewise smooth dynamical system. The model is a spiking neuron model that has second-order membrane dynamics with a firing threshold, and it exhibits subthreshold oscillation of membrane potential, resulting in the sensitivity to the timing of inputs. The pulse-coupled system shows the grazing bifurcation, a specific feature of a piecewise smooth dynamical system, as well as the saddle-node bifurcation. We numerically investigated mixture bifurcation structure of the system, leading to complex behaviors, such as burst synchronization and chaotic phenomena. Moreover, we found that a novel type of noise-induced order and chaos occur in the system when additive noise are given as a perturbation on the firing threshold. Finally, we will discuss a considerable mechanism of such noise-induced phenomena and the relationship to discontinuity-induced bifurcation in view of the piecewise smooth dynamical system theory.

本文言語English
ページ(範囲)272-278
ページ数7
ジャーナルProcedia IUTAM
5
DOI
出版ステータスPublished - 2012
イベントIUTAM Symposium on 50 Years of Chaos: Applied and Theoretical - Kyoto, Japan
継続期間: 2011 11 282011 12 2

ASJC Scopus subject areas

  • Mechanical Engineering

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