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噪声对节律性神经元放电的抑制与调制

Inhibition and modulation of rhythmic neuronal spiking by noise.

作者信息

Tuckwell Henry C, Jost Jürgen, Gutkin Boris S

机构信息

Max Planck Institute for Mathematics in the Sciences, Inselstr 22, 04103 Leipzig, Germany.

出版信息

Phys Rev E Stat Nonlin Soft Matter Phys. 2009 Sep;80(3 Pt 1):031907. doi: 10.1103/PhysRevE.80.031907. Epub 2009 Sep 18.

Abstract

We investigated the effects of noise on periodic firing in the Hodgkin-Huxley nonlinear system. With mean input current mu as a bifurcation parameter, a bifurcation to repetitive spiking occurs at a critical value microc approximately 6.44 . The firing behavior was studied as a function of the mean and variance of the input current, firstly with initial resting conditions. Noise of a small amplitude can turn off the spiking for values of micro close to microc, and the number of spikes undergoes a minimum as a function of the noise level. The robustness of these phenomena was confirmed by simulations with random initial conditions and with random time of commencement of the noise. Furthermore, their generality was indicated by their occurrence when additive noise was replaced by conductance-based noise. For long periods of observation, many frequent transitions may occur from spiking to nonspiking activity when the noise is sufficiently strong. Explanations of the above phenomena are sought in terms of the underlying bifurcation structure and the probabilities that noise shifts the process from the basin of attraction of a stable limit cycle to that of a stable rest state. The waiting times for such transitions depend strongly on the values of mu and sigma and on the forms of the basins of attraction. The observed effects of noise are expected to occur in diverse fields in systems with the same underlying dynamical structure.

摘要

我们研究了噪声对霍奇金-赫胥黎非线性系统中周期性放电的影响。以平均输入电流μ作为分岔参数,在临界值μc约为6.44时会发生向重复尖峰的分岔。首先在初始静止条件下,研究了放电行为作为输入电流均值和方差的函数。对于接近μc的μ值,小幅度噪声可使尖峰消失,并且尖峰数量随噪声水平呈现最小值。通过使用随机初始条件和噪声起始的随机时间进行模拟,证实了这些现象的稳健性。此外,当用基于电导的噪声替代加性噪声时出现这些现象,表明了它们的普遍性。在长时间观测中,当噪声足够强时,从尖峰活动到非尖峰活动可能会发生许多频繁的转变。根据潜在的分岔结构以及噪声将过程从稳定极限环的吸引盆转移到稳定静止状态吸引盆的概率来寻求对上述现象的解释。此类转变的等待时间强烈依赖于μ和σ的值以及吸引盆的形式。预计在具有相同潜在动力学结构的系统的不同领域中会出现所观察到的噪声效应。

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