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含噪声的周期刺激霍奇金 - 赫胥黎模型中的双稳性与共振

Bistability and resonance in the periodically stimulated Hodgkin-Huxley model with noise.

作者信息

Borkowski L S

机构信息

Department of Physics, Adam Mickiewicz University, Poznan, Poland.

出版信息

Phys Rev E Stat Nonlin Soft Matter Phys. 2011 May;83(5 Pt 1):051901. doi: 10.1103/PhysRevE.83.051901. Epub 2011 May 2.

Abstract

We describe general characteristics of the Hodgkin-Huxley neuron's response to a periodic train of short current pulses with Gaussian noise. The deterministic neuron is bistable for antiresonant frequencies. When the stimuli arrive at the resonant frequency the firing rate is a continuous function of the current amplitude I(0) and scales as (I(0)-I(th))(1/2), characteristic of a saddle-node bifurcation at the threshold I(th). Intervals of continuous irregular response alternate with integer mode-locked regions with bistable excitation edge. There is an even-all multimodal transition between the 2 : 1 and 3 : 1 states in the vicinity of the main resonance, which is analogous to the odd-all transition discovered earlier in the high-frequency regime. For I(0)<I(th) and small noise the firing rate has a maximum at the resonant frequency. For larger noise and subthreshold stimulation the maximum firing rate initially shifts toward lower frequencies, then returns to higher frequencies in the limit of large noise. The stochastic coherence antiresonance, defined as a simultaneous occurrence of (i) the maximum of the coefficient of variation and (ii) the minimum of the firing rate vs the noise intensity, occurs over a wide range of parameter values, including monostable regions. Results of this work can be verified experimentally.

摘要

我们描述了霍奇金 - 赫胥黎神经元对带有高斯噪声的短电流脉冲周期性序列的响应的一般特征。对于反共振频率,确定性神经元是双稳态的。当刺激以共振频率到达时,放电率是电流幅度(I(0))的连续函数,并且按((I(0) - I(th))^{1/2})缩放,这是阈值(I(th))处鞍结分岔的特征。连续不规则响应的区间与具有双稳态激发边缘的整数锁模区域交替出现。在主共振附近,(2:1)和(3:1)状态之间存在偶数 - 全多峰转变,这类似于早期在高频区域发现的奇数 - 全转变。对于(I(0) < I(th))且噪声较小时,放电率在共振频率处有最大值。对于较大噪声和阈下刺激,最大放电率最初向较低频率移动,但在大噪声极限下又回到较高频率。随机相干反共振定义为(i)变异系数的最大值和(ii)放电率与噪声强度关系的最小值同时出现,它在包括单稳态区域在内的广泛参数值范围内发生。这项工作的结果可以通过实验验证。

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