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Comparison of methods for removing electromagnetic noise from electromyographic signals

机译:从肌电信号中去除电磁噪声的方法比较

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摘要

The purpose of this investigation was to compare three different methods of removing noise from monopolar electromyographic (EMG) signals: (a) electrical shielding with a Faraday cage, (b) denoising with a digital notch-filter and (c) applying a bipolar differentiation with another monopolar EMG signal. Ten men and ten women (mean age = 24.0 years) performed isometric muscle actions of the leg extensors at 10100% of their maximal voluntary contraction on two separate occasions. One trial was performed inside a Faraday tent (a flexible Faraday cage made from conductive material), and the other was performed outside the Faraday tent. The EMG signals collected outside the Faraday tent were analyzed three separate ways: as a raw signal, as a bipolar signal, and as a signal digitally notch filtered to remove 60 Hz noise and its harmonics. The signal-to-noise ratios were greatest after notch-filtering (range: 3.033.8), and lowest for the bipolar arrangement (1.610.2). Linear slope coefficients for the EMG amplitude versus force relationship were also used to compare the methods of noise removal. The results showed that a bipolar arrangement had a significantly lower linear slope coefficient when compared to the three other conditions (raw, notch and tent). These results suggested that an appropriately filtered monopolar EMG signal can be useful in situations that require a large pick-up area. Furthermore, although it is helpful, a Faraday tent (or cage) is not required to achieve an appropriate signal-to-noise ratio, as long as the correct filters are applied.
机译:这项研究的目的是比较三种从单极肌电(EMG)信号中去除噪声的方法:(a)用法拉第笼进行电屏蔽,(b)用数字陷波滤波器去噪,以及(c)应用双极微分与另一个单极肌电信号。十个男人和十个女人(平均年龄= 24.0岁)在两次单独的情况下,以其最大自愿收缩的10100%进行了腿部伸肌的等长肌动作。一个试验在法拉第帐篷(由导电材料制成的柔性法拉第笼)内进行,而另一个试验在法拉第帐篷外进行。在法拉第帐篷外收集的EMG信号通过三种单独的方式进行了分析:作为原始信号,作为双极信号以及作为经过数字陷波滤波以去除60 Hz噪声及其谐波的信号。陷波滤波后的信噪比最大(范围:3.033.8),而双极排列的信噪比最低(1.610.2)。 EMG振幅与力的关系的线性斜率系数也用于比较噪声消除方法。结果表明,与其他三个条件(原始,缺口和帐篷)相比,双极型布置的线性斜率系数明显更低。这些结果表明,在需要较大拾取区域的情况下,经过适当滤波的单极EMG信号会很有用。此外,尽管有帮助,但只要应用正确的过滤器,就不需要法拉第帐篷(或笼子)来实现适当的信噪比。

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