Estimation of Heart Rate during Exercise from a Photoplethysmographic Signal Considering Exercise Intensity

被引:0
作者
Hayashi, Takahiro [1 ]
Ooi, Tatsuya [2 ]
机构
[1] Niigata Univ, Inst Sci & Technol, Nishi Ku, 8050 Ikarashi 2 No Cho, Niigata, Niigata 9502181, Japan
[2] Niigata Univ, Grad Sch Sci & Tehnocl, Nishi Ku, 8050 Ikarashi 2 No Cho, Niigata, Niigata 9502181, Japan
关键词
heart rate estimation; photoplethysmography (PPG) sensors; acceleration sensors; healthcare systems; smart sensing; MOTION ARTIFACTS;
D O I
10.18494/SAM.2016.1184
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
Heart rate estimation during exercise with photoplethysmographic (PPG) sensors is a difficult problem because motion artifacts (MAs) contaminate PPG signals. In this paper, we propose a method of accurately estimating heart rate during exercise from a PPG signal by considering exercise intensity. The exercise intensity is estimated from acceleration signals simultaneously recorded with the PPG signal. The proposed method dynamically limits the estimation range of heart rate depending on the exercise intensity, resulting in an accurate heart rate estimation during exercise. From the experimental results, we have confiimed that the proposed method can estimate heart rate more accurately than conventional methods.
引用
收藏
页码:341 / 348
页数:8
相关论文
共 16 条
[1]   Photoplethysmography and its application in clinical physiological measurement [J].
Allen, John .
PHYSIOLOGICAL MEASUREMENT, 2007, 28 (03) :R1-R39
[2]  
Fukushima H., 2014, P INT C ENG MED BIOL, P2901
[3]   Motion artifact reduction in photoplethysmography using independent component analysis [J].
Kim, BS ;
Yoo, SK .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2006, 53 (03) :566-568
[4]   Two-Stage Approach for Detection and Reduction of Motion Artifacts in Photoplethysmographic Data [J].
Krishnan, Rajet ;
Natarajan, Balasubramaniam ;
Warren, Steve .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2010, 57 (08) :1867-1876
[5]   Improved elimination of motion artifacts from a photoplethysmographic signal using a Kalman smoother with simultaneous accelerometry [J].
Lee, Boreom ;
Han, Jonghee ;
Baek, Hyun Jae ;
Shin, Jae Hyuk ;
Park, Kwang Suk ;
Yi, Won Jin .
PHYSIOLOGICAL MEASUREMENT, 2010, 31 (12) :1585-1603
[6]  
Raghuram M., 2010, 2010 10th International Conference on Information Sciences, Signal Processing and their Applications (ISSPA 2010), P460, DOI 10.1109/ISSPA.2010.5605443
[7]   A Novel Approach for Motion Artifact Reduction in PPG Signals Based on AS-LMS Adaptive Filter [J].
Ram, M. Raghu ;
Madhav, K. Venu ;
Krishna, E. Hari ;
Komalla, Nagarjuna Reddy ;
Reddy, K. Ashoka .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2012, 61 (05) :1445-1457
[8]   Wearable Photoplethysmographic Sensors-Past and Present [J].
Tamura, Toshiyo ;
Maeda, Yuka ;
Sekine, Masaki ;
Yoshida, Masaki .
ELECTRONICS, 2014, 3 (02) :282-302
[9]  
Temko A., 2015, P INT C MED BIOL SOC, P1500
[10]  
Xuxue Sun, 2012, 2012 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI), P775, DOI 10.1109/BHI.2012.6211698