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Spatial coherence resonance on diffusive and small-world networks of Hodgkin-Huxley neurons.霍奇金-赫胥黎神经元扩散网络和小世界网络上的空间相干共振
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噪声诱导的复杂性:小世界神经元网络中的模式和集体现象。

Noise induced complexity: patterns and collective phenomena in a small-world neuronal network.

机构信息

Department of Dynamics and Control, Beihang University, Beijing, 100191 China ; School of Mathematics and Computer Science, Fujian Normal University, Fuzhou, 350007 China.

Department of Dynamics and Control, Beihang University, Beijing, 100191 China.

出版信息

Cogn Neurodyn. 2014 Apr;8(2):143-9. doi: 10.1007/s11571-013-9257-x. Epub 2013 May 28.

DOI:10.1007/s11571-013-9257-x
PMID:24624233
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3945462/
Abstract

The effects of noise on patterns and collective phenomena are studied in a small-world neuronal network with the dynamics of each neuron being described by a two-dimensional Rulkov map neuron. It is shown that for intermediate noise levels, noise-induced ordered patterns emerge spatially, which supports the spatiotemporal coherence resonance. However, the inherent long range couplings of small-world networks can effectively disrupt the internal spatial scale of the media at small fraction of long-range couplings. The temporal order, characterized by the autocorrelation of a firing rate function, can be greatly enhanced by the introduction of small-world connectivity. There exists an optimal fraction of randomly rewired links, where the temporal order and synchronization can be optimized.

摘要

研究了噪声对具有二维 Rulkov 映射神经元动力学的小世界神经元网络中模式和集体现象的影响。结果表明,对于中等噪声水平,空间上会出现噪声诱导的有序模式,这支持了时空相干共振。然而,小世界网络的固有长程耦合可以有效地破坏介质的内部空间尺度,其长程耦合的分数很小。通过引入小世界连接,可以大大增强由点火率函数的自相关所表示的时间顺序。存在一个最优的随机重连链路分数,在这个分数下可以优化时间顺序和同步。