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Transient termination of synaptically sustained spiking by stochastic inputs in a pair of coupled Type 1 neurons

机译:通过随机的瞬时终止突触持续尖峰   在一对耦合的1型神经元中输入

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摘要

We examine the effects of stochastic input currents on the firing behavior oftwo excitable neurons coupled with fast excitatory synapses. In such cells(models), typified by the quadratic integrate and fire model, mutual synapticcoupling can cause sustained firing or oscillatory behavior which isnecessarily antiphase. Additive Gaussian white noise can transiently terminatethe oscillations, hence destroying the stable limit cycle. Further applicationof the noise may return the system to spiking activity. In a particular noiserange, the transition times between the oscillating and the resting state arestrongly asymmetric. We numerically investigate an approximate basin ofattraction, A, of the periodic orbit and use Markov process theory to explainthe firing behavior in terms of the probability of escape of trajectories fromA
机译:我们研究了随机输入电流对两个可兴奋神经元与快速兴奋性突触的放电行为的影响。在以二次积分和发射模型为代表的此类细胞(模型)中,相互的突触耦合可引起持续的发射或振荡行为,这必然是反相的。加性高斯白噪声会暂时终止振荡,从而破坏稳定的极限循环。进一步施加噪声可能会使系统恢复尖峰状态。在特定的噪声范围内,振荡和静止状态之间的过渡时间非常不对称。我们用数值方法研究了周期轨道的近似吸引盆A,并使用马尔可夫过程理论以从A逃逸轨迹的可能性来解释点火行为。

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