Unraveling cEMG-wet sEMG Correlation Dynamics: Investigating Influential Factors

IF 2 4区 医学 Q3 NEUROSCIENCES
Md. Sazzad Hossain , Md. Johirul Islam , Md. Rezaul Islam
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引用次数: 0

Abstract

The electromyography (EMG) signal provides insight into neuromuscular activity which is used in medical and technological fields. Traditional needle electrodes and surface electrodes have several drawbacks making them less suitable for portable and long-term use. In contrast, emerging capacitive electrodes offer promising features over the existing electrodes. Yet, the full potential of capacitive electrodes remains untapped due to the lack of comprehensive design optimization for consistently reliable signal quality. This study highlights the complex interplay of factors influencing correlation in capacitive EMG (cEMG) and wet surface EMG (wet sEMG) signals. The study emphasizes the importance of the surface area of capacitive electrodes, muscle force, preprocessing, and sampling frequency in understanding and improving the correlation between cEMG and wet sEMG signals, providing valuable insights for future research and applications in the field. The study reveals that the electrode area has no significant effect on the correlation. However, the correlation significantly depends on the muscle force. In addition, removing artifacts from the cEMG signal increases the correlation, especially for lower force where artifacts are significant. Again, oversampling the EMG signal above 800 Hz does not have any impact on increasing the correlation but the correlation decreases with higher inter-electrode distance (IED). In this research, the highest correlation of 82.89% (normalized-91.62%) between cEMG and sEMG has been achieved for high muscle force with a plate area of 4 cm2. Therefore, the capacitive electrode can be an alternative for EMG signal acquisition.

揭示 cEMG 与湿式 sEMG 的相关动态:调查影响因素。
肌电图(EMG)信号可提供神经肌肉活动的信息,可用于医疗和技术领域。传统的针式电极和表面电极有几个缺点,不适合便携和长期使用。相比之下,新兴的电容式电极与现有电极相比具有更多优势。然而,由于缺乏全面的设计优化,电容式电极的潜力仍未得到充分挖掘,从而无法获得稳定可靠的信号质量。本研究强调了影响电容式肌电图(cEMG)和湿表面肌电图(wet sEMG)信号相关性的各种因素之间复杂的相互作用。研究强调了电容电极表面积、肌肉力量、预处理和采样频率对理解和改善 cEMG 和湿表面 EMG 信号相关性的重要性,为该领域的未来研究和应用提供了宝贵的见解。研究表明,电极面积对相关性没有显著影响。但是,相关性明显取决于肌肉力量。此外,去除 cEMG 信号中的伪影可提高相关性,尤其是在伪影明显的低肌力情况下。同样,对高于 800 Hz 的肌电信号进行超采样对提高相关性没有任何影响,但相关性会随着电极间距(IED)的增加而降低。在本研究中,当平板面积为 4 平方厘米时,高肌力时 cEMG 与 sEMG 的相关性最高,达到 82.89%(归一化为 91.62%)。因此,电容电极可作为 EMG 信号采集的替代方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
4.70
自引率
8.00%
发文量
70
审稿时长
74 days
期刊介绍: Journal of Electromyography & Kinesiology is the primary source for outstanding original articles on the study of human movement from muscle contraction via its motor units and sensory system to integrated motion through mechanical and electrical detection techniques. As the official publication of the International Society of Electrophysiology and Kinesiology, the journal is dedicated to publishing the best work in all areas of electromyography and kinesiology, including: control of movement, muscle fatigue, muscle and nerve properties, joint biomechanics and electrical stimulation. Applications in rehabilitation, sports & exercise, motion analysis, ergonomics, alternative & complimentary medicine, measures of human performance and technical articles on electromyographic signal processing are welcome.
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