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菲茨休-纳古莫神经元系统中的频谱共振:与随机共振的关系及其在肌电图信号表征中的作用。

Spectral resonance in Fitzhugh-Nagumo neuron system: relation with stochastic resonance and its role in EMG signal characterization.

作者信息

Cek Mehmet Emre, Uludag Irem Fatma

机构信息

Department of Electrical and Electronics Engineering, Dokuz Eylul University, Izmir, Turkey.

Department of Neurology, Health Sciences University Izmir Tepecik Training & Research Hospital, Izmir, Turkey.

出版信息

Cogn Neurodyn. 2024 Aug;18(4):1779-1787. doi: 10.1007/s11571-023-10043-3. Epub 2023 Dec 15.

Abstract

This paper examines the existence of spectral resonance in the Fitzhugh-Nagumo (FHN) system driven by periodical signal and unbounded noise having Gaussian distribution. It is newly revealed that if the inter-spike-interval (ISI) distribution is accumulated on a single cluster, there exists a dual relationship between stochastic resonance and spectral resonance determined by commonly used metric normalized standard deviation of ISI. Furthermore, the ISI distribution is also concentrated on more than one cluster depending on different driving signal frequency. Consequently, the apparent regular spiking behavior is observed to occur at specified driving signal frequencies which result in a local minimum in entropy function indicating spectral resonance. Therefore it is proposed that occurrence of spectral resonance strongly depends on the shape of ISI distribution tuned by the stochastic and deterministic driving signal parameters and conventional metrics may not indicate entire resonance behavior. Correspondingly, the entropy function is utilized in this paper as an alternative metric to enable the detection of the spectral resonance occurrence. The ISI distribution obtained from the FHN system is investigated to relate the real electromyography (EMG) measurements under different conditions such as myokymia and neuromyotonia. It is seen that ISI distribution observed from myokymic EMG exhibits notably close behavior as in the case of spectral resonance generated by FHN whereas a wider distribution is monitored in the case of neuromyotonia. It is contributed that the modeling and parameterization based on ISI distribution can be potentially used to identify different neural activities.

摘要

本文研究了由周期性信号和具有高斯分布的无界噪声驱动的Fitzhugh-Nagumo(FHN)系统中的频谱共振现象。新发现的是,如果峰间期(ISI)分布聚集在单个簇上,则由常用的ISI归一化标准差度量确定的随机共振和频谱共振之间存在对偶关系。此外,根据不同的驱动信号频率,ISI分布也会集中在多个簇上。因此,在特定的驱动信号频率下观察到明显的规则尖峰行为,这导致熵函数出现局部最小值,表明存在频谱共振。因此,有人提出频谱共振的发生强烈依赖于由随机和确定性驱动信号参数调整的ISI分布的形状,传统度量可能无法表明整个共振行为。相应地,本文利用熵函数作为替代度量来检测频谱共振的发生。研究了从FHN系统获得的ISI分布,以关联不同条件下(如肌束震颤和神经性肌强直)的实际肌电图(EMG)测量结果。可以看出,从肌束震颤性EMG观察到的ISI分布表现出与FHN产生的频谱共振情况明显相似的行为,而在神经性肌强直的情况下监测到更广泛的分布。有人认为,基于ISI分布的建模和参数化可潜在地用于识别不同的神经活动。

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