计算机应用与软件2017，Vol.34Issue(12)：289-294,6.DOI:10.3969/j.issn.1000-386x.2017.12.055
基于三轴加速度信号的心率修正算法
HEART RATE CORRECTION ALGORITHM BASED ON THREE AXIS ACCELERATION SIGNAL
徐菁 1朱敏1
作者信息
- 1. 华东师范大学信息科学技术学院计算中心,上海200062
- 折叠
摘要
Abstract
Recently,heart rate monitoring using wrist-type PPG (PhotoPlethysmoGraphy) is the main measurement device for the heart rate detection.But it is a difficult problem,since the signals during subjects' intensive exercise are contaminated by strong motion artifacts caused by subjects' hand movements.The accuracy of the algorithm based on PPG signal to obtain heart rate is greatly reduced,and the existence of motion artifact increases the difficulty of spectrum analysis of PPG signals.In this study,we propose a modified algorithm for heart rate monitoring based on three-axis accelerometric data,it consists of two key parts,and heart rate estimated by exercise intensity and obtained final heart rate by caiman filter.Experimental data recorded the fast running results of ten subjects with 10 ～ 16 km/h,and the test data showed the absolute mean error of the proposed heart rate correction algorithm was 2.05 BPM.关键词
心率监测/三轴加速度计/卡尔曼滤波器/PPG信号/线性回归模型Key words
Heart rate monitoring/Three-axis accelerometric signal/Calman filter/PPG signal/Linear regression model分类
信息技术与安全科学引用本文复制引用
徐菁,朱敏..基于三轴加速度信号的心率修正算法[J].计算机应用与软件,2017,34(12):289-294,6.
