Reducing Motion Artifacts of Pulse Intervals from Photoplethysmogram of a Commercial Wristband for Heart Rate Variability Analysis

被引:1
|
作者
Wang, Hui [1 ,2 ]
Jimison, Holly [3 ]
Pavel, Misha [3 ]
机构
[1] Northeaster Univ, Consortium Technol Proact Care CTPC, Boston, MA 02115 USA
[2] Northeaster Univ, ARTificially Intelligent Social Agents Lab ARTISA, Boston, MA 02115 USA
[3] Northeaster Univ, CTPC, Boston, MA 02115 USA
来源
2021 43RD ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY (EMBC) | 2021年
基金
美国国家科学基金会;
关键词
ALGORITHM; SERIES; TIME;
D O I
10.1109/EMBC46164.2021.9630551
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Heart rate monitoring based on photoplethysmography (PPG) is a noninvasive and inexpensive way of measuring many important cardiovascular metrics such as heart rate and heart rate variability, and has been used in many wearable devices. Unfortunately, the accuracy of the measurements is compromised by motion artifacts. We propose a theoretically sound method to reduce the motion artifacts of heart rate sensed by a commercial wristband. This method is based on outlier detection and singular spectrum analysis which enables us to reduce the movement-related noise in non-stationary signals. The results suggest that this method exhibits high correspondence to the simultaneously measured heart rate using ECG. Several metrics of heart rate variability computed from cleaned data also indicate high agreement with those obtained from ECG.
引用
收藏
页码:47 / 51
页数:5
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