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arXiv 1012.3743physics.bio-phq-bio.NC
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含噪声的周期激励Hodgkin-Huxley模型的双稳态与共振

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

L. S. Borkowski

摘要:

我们描述了Hodgkin-Huxley神经元对具有高斯噪声的周期性短电流脉冲训练的响应的一般特性。确定性神经元的反共振频率是确定的。当刺激达到共振频率时,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,其中$I_{th}$是近似阈值。连续的不规则响应间隔与具有双激发边的整数锁模区交替出现。在主共振附近的2:1和3:1状态之间存在偶全多峰跃迁,这类似于先前在高频区发现的奇全跃迁。对于$I_0<I_{th}$和小噪声,激发速率在谐振频率处具有最大值。对于较大的噪声和阈下刺激,最大放电率最初向较低的频率移动,然后在大噪声的限制下返回到较高的频率。随机相干反共振,定义为最大的变异系数作为噪声强度的函数,发生在很宽的参数值范围内,包括单稳态区域。

英文摘要:

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 $(I_0-I_{th})^{1/2}$, where $I_{th}$ is an approximate threshold. 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 towards lower frequencies, then returns to higher frequencies in the limit of large noise. The stochastic coherence antiresonance, defined as the maximum of the coefficient of variation as a function of noise intensity, occurs over a wide range of parameter values, including monostable regions.

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