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Bifurcation of orbits and synchrony in inferior olive neurons

机译:下橄榄神经元的轨道分叉与同步

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摘要

Inferior olive neurons (IONs) have rich dynamics and can exhibit stable, unstable, periodic, and even chaotic trajectories. This paper presents an analysis of bifurcation of periodic orbits of an ION when its two key parameters (a, μ) are varied in a two-dimensional plane. The parameter a describes the shape of the parabolic nonlinearity in the model and μ is the extracellular stimulus. The four-dimensional ION model considered here is a cascade connection of two subsystems (S _a and S _b). The parameter plane (a - μ) is delineated into several subregions. The ION has distinct orbit structure and stability property in each subregion. It is shown that the subsystem S _a or S _b undergoes supercritical Poincare-Andronov-Hopf (PAH) bifurcation at a critical value μ _c(a) of the extracellular stimulus and periodic orbits of the neuron are born. Based on the center manifold theory, the existence of periodic orbits in the asymptotically stable S _a, when the subsystem S _b undergoes PAH bifurcation, is established. In such a case, both subsystems exhibit periodic orbits. Interestingly when S _b is under PAH bifurcation and S _a is unstable, the trajectory of S _a exhibits periodic bursting, interrupted by periods of quiescence. The bifurcation analysis is followed by the design of (i) a linear first-order filter and (ii) a nonlinear control system for the synchronization of IONs. The first controller uses a single output of each ION, but the nonlinear control system uses two state variables for feedback. The open-loop and closed-loop responses are presented which show bifurcation of orbits and synchronization of oscillating neurons.
机译:劣质橄榄神经元(IONs)具有丰富的动力学特性,可以表现出稳定,不稳定,周期性甚至混乱的轨迹。当离子的两个关键参数(a,μ)在二维平面中变化时,本文介绍了离子周期轨道的分叉。参数a描述模型中抛物线形非线性的形状,而μ是细胞外刺激。这里考虑的四维ION模型是两个子系统(S _a和S _b)的级联。参数平面(a-μ)划分为几个子区域。 ION在每个子区域均具有独特的轨道结构和稳定性能。结果表明,子系统S _a或S _b在细胞外刺激的临界值μ_c(a)处经历超临界Poincare-Andronov-Hopf(PAH)分叉,并且神经元的周期性轨道诞生了。基于中心流形理论,建立了当子系统S _b经历PAH分叉时,渐近稳定的S _a中周期轨道的存在。在这种情况下,两个子系统都表现出周期性的轨道。有趣的是,当S _b在PAH分叉下且S _a不稳定时,S _a的轨迹表现出周期性的爆发,并被静止期打断。分叉分析之后是(i)线性一阶滤波器和(ii)用于ION同步的非线性控制系统的设计。第一个控制器使用每个ION的单个输出,但是非线性控制系统使用两个状态变量进行反馈。提出了开环和闭环响应,它们显示了轨道的分叉和振荡神经元的同步。

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