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首页> 外文期刊>Physics Letters, A >Stochastic resonance on Newman-Watts networks of Hodgkin-Huxley neurons with local periodic driving
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Stochastic resonance on Newman-Watts networks of Hodgkin-Huxley neurons with local periodic driving

机译:局部周期性驱动的霍奇金-赫克斯利神经元纽曼-瓦茨网络上的随机共振

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摘要

We study the phenomenon of stochastic resonance on Newman-Watts small-world networks consisting of biophysically realistic Hodgkin-Huxley neurons with a tunable intensity of intrinsic noise via voltage-gated ion channels embedded in neuronal membranes. Importantly thereby, the subthreshold periodic driving is introduced to a single neuron of the network, thus acting as a pacemaker trying to impose its rhythm on the whole ensemble. We show that there exists an optimal intensity of intrinsic ion channel noise by which the outreach of the pacemaker extends optimally across the whole network. This stochastic resonance phenomenon can be further amplified via fine-tuning of the small-world network structure, and depends significantly also on the coupling strength among neurons and the driving frequency of the pacemaker. In particular, we demonstrate that the noise-induced transmission of weak localized rhythmic activity peaks when the pacemaker frequency matches the intrinsic frequency of subthreshold oscillations. The implications of our findings for weak signal detection and information propagation across neural networks are discussed.
机译:我们研究了纽曼·瓦茨(Newman-Watts)小世界网络上的随机共振现象,该网络由生物物理学上真实的霍奇金-赫克斯利(Hodgkin-Huxley)神经元组成,通过嵌入神经元膜的电压门控离子通道,其固有噪声强度可调。因此,重要的是,亚阈值周期性驱动被引入到网络的单个神经元,从而充当起搏器,试图将其节奏强加于整个整体。我们表明,存在一个固有的离子通道噪声最佳强度,通过该强度,起搏器的作用范围可以在整个网络中最佳地扩展。这种随机共振现象可以通过小世界网络结构的微调来进一步放大,并且在很大程度上还取决于神经元之间的耦合强度和起搏器的驱动频率。特别是,我们证明了当起搏器频率与亚阈值振荡的固有频率匹配时,弱局部节律活动的噪声诱导传播达到峰值。讨论了我们的发现对跨神经网络的弱信号检测和信息传播的影响。

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