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低成本肌电图 (EMG) 系统的验证:使用商业精确 EMG 设备进行的初步研究。

Validation of a Low-Cost Electromyography (EMG) System via a Commercial and Accurate EMG Device: Pilot Study.

机构信息

Mechanical Engineering Department, Universidad Carlos III de Madrid, Avda. de la Universidad 30, 28911 Leganés, Spain.

Institute for Automotive Vehicle Safety (ISVA), Universidad Carlos III de Madrid, Avda. de la Universidad 30, 28911 Leganés, Spain.

出版信息

Sensors (Basel). 2019 Nov 28;19(23):5214. doi: 10.3390/s19235214.

Abstract

Electromyography (EMG) devices are well-suited for measuring the behaviour of muscles during an exercise or a task, and are widely used in many different research areas. Their disadvantage is that commercial systems are expensive. We designed a low-cost EMG system with enough accuracy and reliability to be used in a wide range of possible ways. The present article focuses on the validation of the low-cost system we designed, which is compared with a commercially available, accurate device. The evaluation was done by means of a set of experiments, in which volunteers performed isometric and dynamic exercises while EMG signals from the rectus femoris muscle were registered by both the proposed low-cost system and a commercial system simultaneously. Analysis and assessment of three indicators to estimate the similarity between both signals were developed. These indicated a very good result, with spearman's correlation averaging above 0.60, the energy ratio close to the 80% and the linear correlation coefficient approximating 100%. The agreement between both systems (custom and commercial) is excellent, although there are also some limitations, such as the delay of the signal (<1 s) and noise due to the hardware and assembly in the proposed system.

摘要

肌电图(EMG)设备非常适合测量运动或任务期间肌肉的行为,并且广泛应用于许多不同的研究领域。其缺点是商业系统价格昂贵。我们设计了一种低成本的 EMG 系统,具有足够的准确性和可靠性,可以以多种不同的方式使用。本文重点介绍我们设计的低成本系统的验证,该系统与商用的高精度设备进行了比较。评估是通过一组实验完成的,志愿者在进行等长和动态运动时,同时由提出的低成本系统和商业系统记录股直肌的肌电图信号。开发了三个指标来分析和评估,以估计两个信号之间的相似性。这些指标表明了非常好的结果,Spearman 相关系数平均超过 0.60,能量比接近 80%,线性相关系数接近 100%。两个系统(定制和商业)之间的一致性非常好,尽管也存在一些限制,例如信号延迟(<1 s)和由于拟议系统中的硬件和组件引起的噪声。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/18e3/6928739/9dce3ddb2b4b/sensors-19-05214-g001.jpg

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