论文标题

关于杂音局部神经元在交叉中的作用,以不断变化雪崩活动的指数

On the role of anaxonic local neurons in the crossover to continuously varying exponents for avalanche activity

论文作者

Rahimi-Majd, M., Seifi, M. A., de Arcangelis, L., Najafi, M. N.

论文摘要

具有分级潜在释放的局部厌氧神经元是神经系统的重要成分,它存在于哺乳动物的嗅球系统,人类视觉系统以及节肢动物和线虫中。我们开发了一个神经元网络模型,包括轴突和副神经元,并通过以下参数调节的活性:局部神经元中分级电位的衰减长度,局部神经元的比例,邻接矩阵的最大特征值和局部神经元的连接范围。调整局部神经元的比例,我们得出了相位图,其中包括两个过渡线:将亚临界和超临界区域分开的临界线,其特征是雪崩大小和持续时间的功率法分布以及分叉线。我们发现,系统的整体行为是由一个参数调节局部神经元传输相对于轴突的参数控制的。自发活性的统计特性受到局部神经元的影响,并且在分级电位透射率主导轴突的情况下。在这种情况下,自发活动的缩放特性表现出连续变化的指数,而不是平均场分支模型通用类别。

Local anaxonic neurons with graded potential release are important ingredients of nervous systems, present in the olfactory bulb system of mammalians, in the human visual system, as well as in arthropods and nematodes. We develop a neuronal network model including both axonic and anaxonic neurons and monitor the activity tuned by the following parameters: The decay length of the graded potential in local neurons, the fraction of local neurons, the largest eigenvalue of the adjacency matrix and the range of connections of the local neurons. Tuning the fraction of local neurons, we derive the phase diagram including two transition lines: A critical line separating subcritical and supercritical regions, characterized by power law distributions of avalanche sizes and durations, and a bifurcation line. We find that the overall behavior of the system is controlled by a parameter tuning the relevance of local neuron transmission with respect to the axonal one. The statistical properties of spontaneous activity are affected by local neurons at large fractions and in the condition that the graded potential transmission dominates the axonal one. In this case the scaling properties of spontaneous activity exhibit continuously varying exponents, rather than the mean field branching model universality class.

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