Application of the continuous wavelet transform for the analysis of pathological severity degree of electromyograms (EMGs) signals

IF 0.7 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Polish Journal of Medical Physics and Engineering Pub Date : 2020-09-01 DOI:10.2478/pjmpe-2020-0017
A. Mokdad, S. Debbal, F. Meziani
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引用次数: 2

Abstract

Abstract The aim of this work was twofold: first, to propose signal processing methods for assessing the temporal and spectral changes of parameters (mean absolute value, the energy and standard deviation as temporal parameters, total and mean power as frequency parameters) of the surface myoelectric signal of the various patient groups like normal, myopathic and neuropathic during muscles contraction of biceps. Secondly, to analyze this electrical manifestation of neuromuscular disorders by the implementation of time-frequency analysis using continuous wavelet that allows us to qualify this method to evaluate, appreciate the pathology and determine its degree of severity which was unable by extracting mentioned parameters. Our results showed that this approach presents satisfactory performances especially to follow patients with the least severe pathology.
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连续小波变换在肌电信号病理严重程度分析中的应用
摘要本研究的目的有两个:一是提出评估正常、肌病、神经病等不同患者组在肱二头肌肌肉收缩过程中表面肌电信号参数(平均绝对值、能量和标准差为时间参数,总功率和平均功率为频率参数)的时间和频谱变化的信号处理方法。其次,通过使用连续小波的时频分析来分析神经肌肉疾病的电表现,这使我们能够用这种方法来评估、理解病理并确定其严重程度,而提取上述参数是无法做到的。我们的结果表明,这种方法表现出令人满意的效果,特别是对病理不严重的患者。
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来源期刊
Polish Journal of Medical Physics and Engineering
Polish Journal of Medical Physics and Engineering RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING-
CiteScore
1.30
自引率
0.00%
发文量
19
期刊介绍: Polish Journal of Medical Physics and Engineering (PJMPE) (Online ISSN: 1898-0309; Print ISSN: 1425-4689) is an official publication of the Polish Society of Medical Physics. It is a peer-reviewed, open access scientific journal with no publication fees. The issues are published quarterly online. The Journal publishes original contribution in medical physics and biomedical engineering.
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