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Exact results for power spectrum and susceptibility of a leaky integrate-and-fire neuron with two-state noise

机译:功率谱的准确结果和泄漏的易感性   整合和激发神经元与两态噪声

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摘要

The response properties of excitable systems driven by colored noise are ofgreat interest, but are usually mathematically only accessible viaapproximations. For this reason, dichotomous noise, a rare example of a colorednoise leading often to analytically tractable problems, has been extensivelyused in the study of stochastic systems. Here, we calculate exact expressionsfor the power spectrum and the susceptibility of a leaky integrate-and-fireneuron driven by asymmetric dichotomous noise. While our results are inexcellent agreement with simulations, they also highlight a limitation of usingdichotomous noise as a simple model for more complex fluctuations: Both powerspectrum and susceptibility exhibit an undamped periodic structure, the originof which we discuss in detail.
机译:由有色噪声驱动的可激励系统的响应特性令人关注,但通常只能通过近似方法在数学上访问。因此,在随机系统的研究中已经广泛使用了二分频噪声,它是有色噪声的罕见例子,经常导致分析上容易解决的问题。在这里,我们计算出功率谱和由不对称二分频噪声驱动的泄漏积分与火神经元的磁化率的精确表达式。尽管我们的结果与模拟结果不一致,但它们也凸显了使用二分噪声作为简单模型来处理更复杂的波动的局限性:功率谱和磁化率均显示出无阻尼的周期性结构,我们将详细讨论其起源。

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