表面肌电信号的双谱分析

P. Kaplanis, C. Pattichis, L. Hadjileontiadis, S. Panas
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引用次数: 43

摘要

本研究的目的是探讨双谱分析(BS),一种特殊形式的高阶谱(HOS),是否可以用于分析表面肌电信号(SEMG)。双相干指数用于表征信号的高斯性。结果表明,在低强度和高强度时,表面肌电信号分布高度非高斯性,而在最大自愿收缩(MVC)的中间水平,即50%时,分布具有最大高斯性。对信号线性度的测量,基于确定估计的双相干是否为常数,遵循与高斯性测量相反的模式。功率谱(PS)的中位数频率随着力的增加从105 Hz降低到93 Hz,而匝数和零叉数则随着力的增加而增加。目前正在进行进一步的工作,以评估HOS对正常受试者和患有神经肌肉疾病的受试者的有用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Bispectral analysis of surface EMG
The objective of this ongoing study is to investigate whether or not bispectral analysis (BS), a particular form of higher order spectra (HOS), may be utilized for analyzing the surface electromyographic signal (SEMG). The bicoherence index was used for characterizing the Gaussianity of the signal. Results indicate that SEMG signal distribution is highly nonGaussian at low and high levels of force whereas the distribution has its maximum Gaussianity at the mid level of maximum voluntary contraction (MVC), i.e. at 50%. A measure of the linearity of the signal, based on deciding whether or not the estimated bicoherence is constant, follows the reverse pattern with the measure of Gaussianity. The power spectrum's (PS) median frequency, decreases from 105 to 93 Hz with increase of force, whereas the number of turns and the number of zero crosses increase with force. Further work is currently in progress in order to evaluate the usefulness of HOS in normal subjects and subjects suffering from neuromuscular disorders.
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