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噪声频谱与通过一群脉冲发放神经元的信号传输

Noise spectrum and signal transmission through a population of spiking neurons.

作者信息

Spiridon M, Gerstner W

机构信息

Center for Neuromimetic Systems, Swiss Federal Institute of Technology, Lausanne.

出版信息

Network. 1999 Aug;10(3):257-72.

Abstract

How reliably can a population of spiking neurons transmit a continuous-time signal? We study the noise spectrum of a fully connected population of spiking neurons with relative and absolute refractoriness. Spikes are generated stochastically with a rate that depends on the postsynaptic potential. The analytical solution of the noise spectrum of the population activity is compared with simulations. We find that strong inhibitory couplings can considerably reduce the noise level in a certain frequency band. This allows the population to reliably transmit signals at frequencies close to or even above the single-neuron firing rate.

摘要

一群发放脉冲的神经元能多可靠地传输连续时间信号?我们研究了具有相对和绝对不应期的全连接发放脉冲神经元群体的噪声谱。脉冲以取决于突触后电位的速率随机产生。将群体活动的噪声谱的解析解与模拟结果进行比较。我们发现强抑制性耦合可以显著降低特定频带内的噪声水平。这使得该群体能够在接近甚至高于单个神经元发放率的频率上可靠地传输信号。

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