Reduction of Motion Artifact in PPG signal with CDS-LMS Filter

Woobean Lee, Pangi Park, Seonghwan Cho
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Abstract

This paper presents correlated double sampling least mean squares (CDS-LMS) filter to reduce the motion artifacts of the PPG signal. By using red and green PPG signals as the inputs of the LMS filter, the motion artifacts with the same frequency component as PPG signals can be removed without losing information in PPG. Also, CDS is employed before the LMS filter to remove the effect of ambient light offset. With the proposed CDS-LMS filter, the RMS error in heart-beat interval is reduced by 86.49%, 87.54%, and 89.09% compared to a conventional bandpass filter when the PPG signal is measured during squatting, walking, and running. The mean absolute error in heart rate is 2.59 beats per minute while running.
用CDS-LMS滤波降低PPG信号中的运动伪影
本文提出了一种相关双采样最小均方(CDS-LMS)滤波器,以减小PPG信号的运动伪影。通过使用红色和绿色的PPG信号作为LMS滤波器的输入,可以去除与PPG信号具有相同频率成分的运动伪影,而不会丢失PPG中的信息。此外,在LMS滤波器之前使用CDS来消除环境光偏移的影响。采用所提出的CDS-LMS滤波器,在深蹲、行走和跑步时测量PPG信号时,心跳间隔的均方根误差比传统带通滤波器分别降低了86.49%、87.54%和89.09%。跑步时心率的平均绝对误差为每分钟2.59次。
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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