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Comparison of Motion Artefact Reduction Methods and the Implementation of Adaptive Motion Artefact Reduction in Wearable Electrocardiogram Monitoring

机译:运动人工制品减少方法的比较与可穿戴心电图监测的自适应运动人工制品的实施

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摘要

A motion artefact is a kind of noise that exists widely in wearable electrocardiogram (ECG) monitoring. Reducing motion artefact is challenging in ECG signal preprocessing because the spectrum of motion artefact usually overlaps with the very important spectral components of the ECG signal. In this paper, the performance of the finite impulse response (FIR) filter, infinite impulse response (IIR) filter, moving average filter, moving median filter, wavelet transform, empirical mode decomposition, and adaptive filter in motion artefact reduction is studied and compared. The results of this study demonstrate that the adaptive filter performs better than other denoising methods, especially in dealing with the abnormal ECG signal which is measured from a patient with heart disease. In the implementation of adaptive motion artefact reduction, the results show that the use of the impedance pneumography signal as the reference input signal for the adaptive filter can effectively reduce the motion artefact in the ECG signal.
机译:运动人工制品是一种在可穿戴心电图(ECG)监测中存在的一种噪声。减少运动人工制品在ECG信号预处理中挑战,因为运动人工制品的光谱通常与ECG信号的非常重要的光谱分量重叠。本文研究了有限脉冲响应(FIR)滤波器,无限脉冲响应(IIR)滤波器,移动平均滤波器,移动中值滤波器,小波变换,经验模式分解和自适应滤波器的性能,并进行了比较。该研究的结果表明,自适应过滤器比其他去噪方法更好地表现出,特别是在处理由心脏病患者测量的异常ECG信号。在实施自适应运动人工制品的降低中,结果表明,使用阻抗散波信号作为自适应滤波器的参考输入信号可以有效地降低ECG信号中的运动伪影。

著录项

  • 作者

    Xiang An; George K. Stylios;

  • 作者单位
  • 年度 2020
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  • 原文格式 PDF
  • 正文语种 eng
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