arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 0708.2563cond-mat.stat-mechcond-mat.dis-nn
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色噪声下Langevin模型的动力学:泛函积分方法

Dynamics of the Langevin model subjected to colored noise: Functional-integral method

Hideo Hasegawa

摘要:

本文利用泛函积分方法,结合状态变量的均值和方差运动方程,讨论了色噪声作用下的Langevin模型的动力学.研究了两组有色噪声:(a)一个加性有色噪声和一个乘性有色噪声,以及(b)一个加性有色噪声和两个乘性有色噪声。的情况下(b)检查与最近的争议的稳态亚阈值电压分布的集成和消防模型,包括随机兴奋性和抑制性突触和噪声输入。我们研究了线性朗之万模型的稳态概率分布和对时间相关(脉冲和正弦)输入的动态响应。模型计算表明,数值模拟的结果与直接模拟(DS)的结果吻合得很好。各种近似解析解,如通用色噪声近似(UCNA)之间的比较。有人指出,由UCNA计算的脉冲和正弦输入的动态响应是相当不同的,从DS和的ESTA,虽然它们产生相同的平稳分布。

英文摘要:

We have discussed the dynamics of Langevin model subjected to colored noise, by using the functional-integral method (FIM) combined with equations of motion for mean and variance of the state variable. Two sets of colored noise have been investigated: (a) one additive and one multiplicative colored noise, and (b) one additive and two multiplicative colored noise. The case (b) is examined with the relevance to a recent controversy on the stationary subthreshold voltage distribution of an integrate-and-fire model including stochastic excitatory and inhibitory synapses and a noisy input. We have studied the stationary probability distribution and dynamical responses to time-dependent (pulse and sinusoidal) inputs of the linear Langevin model. Model calculations have shown that results of the FIM are in good agreement with those of direct simulations (DSs). A comparison is made among various approximate analytic solutions such as the universal colored noise approximation (UCNA). It has been pointed out that dynamical responses to pulse and sinusoidal inputs calculated by the UCNA are rather different from those of DS and the FIM, although they yield the same stationary distribution.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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