噪声驱动影响下水平模型中的神经元雪崩

IF 1.6 4区 物理与天体物理 Q3 PHYSICS, CONDENSED MATTER The European Physical Journal B Pub Date : 2024-10-09 DOI:10.1140/epjb/s10051-024-00794-1
Abdul Quadir, Rahul Chhimpa, Haider Hasan Jafri, Avinash Chand Yadav
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引用次数: 0

摘要

我们研究了一个神经级模型(Das 和 Levina Phys Rev X 9:021062, 2019),它表现出满足幂律分布的临界雪崩。该模型最近解释了缩放指数从3/2到5/4的变化,说明了驱动条件从无输入到中等强度的变化,以及驱动和耗散之间时间尺度分离的放宽。我们研究了中等输入条件下一类噪声刺激的影响。应用缩放方法,我们计算了与雪崩大小分布相关的缩放函数,发现了惊人的有限大小缩放。对于一类噪声驱动,我们发现缩放指数的取值可能不同于 5/4,而且与系统大小有明确的关系。
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Neuronal avalanches in level model under the influence of noisy drive

We study a neural-level model (Das and Levina Phys Rev X 9:021062, 2019) that exhibits critical avalanches satisfying power-law distribution. The model recently explained a change in the scaling exponent from 3/2 to 5/4, accounting for a change in the drive condition from no input to moderate strength, along with a relaxed separation of time scale between drive and dissipation. We examine the effect of a class of noisy stimuli in the moderate input regime. Applying the scaling method, we compute scaling functions associated with the avalanche size distribution, revealing striking finite-size scaling. For a class of noisy drives, we find that the scaling exponent can take a value different from 5/4, with an explicit system size dependence.

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来源期刊
The European Physical Journal B
The European Physical Journal B 物理-物理:凝聚态物理
CiteScore
2.80
自引率
6.20%
发文量
184
审稿时长
5.1 months
期刊介绍: Solid State and Materials; Mesoscopic and Nanoscale Systems; Computational Methods; Statistical and Nonlinear Physics
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