Browse > Article
http://dx.doi.org/10.6109/jkiice.2016.20.8.1431

Design of Filter to Remove Motionartifacts of Photoplethysmography Based on Indepenent Components Analysis and Filter Banks  

Lee, Ju-won (Department of Medical Engineering, Andong science college)
Lee, Byeong-ro (Department of Electronics Engineering, Gyeongnam Nat. Univ. of Science and Technology)
Abstract
In mobile healthcare device, when to measure the heart rate by using the PPG signal, its performance is reduced according to the motion artifacts that is the movement of user. This is because the frequency range of motion (0.01-10 Hz) and that of PPG signals overlap. Also, the motion artifacts cannot be rectified by general filters. To solve the problem, this paper proposes a method using filter banks and independent component analysis (ICA). To evaluate the performance of the proposed method, we were artificially applied various movements and compared heart rate errors of the moving average filter and ICA. In the experimental results, heart rate error of the proposed method showed very low than moving average filter and ICA. In this way, it is possible to measure stable heart rate if the proposed method is applied to the healthcare terminal design.
Keywords
Photoplethysmography; Heart Rate; Independent Components Analysis; Filter Bank; Motion Artifacts;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 K. Pilt, R. Ferenets, K. Meigas, L.-G. Lindberg, K. Temitski and M. Viigimaa, "New photoplethysmographic signal analysis algorithm for arterial stiffness estimation," The Scientific World J., vol. 2013, pp. 1-9, Aug. 2013.
2 J. Allen, "Photoplethysmography and its application in clinical physiological measurement," Physiol. Meas., vol. 28, no. 2, pp. R1-R39, February 2007.   DOI
3 C. K. Lao, et al, "Portable heart rate detector based on photoplethysmography with android programmable devices," Telecommunications and Signal Processing (TSP), 35th International Conference, IEEE, pp. 605-609, July 2012.
4 Z. Zhang, Z. Pi, B. Liu, "TROIKA: A General Framework for Heart Rate Monitoring Using Wrist-Type Photoplethysmographic Signals During Intensive Physical Exercise," IEEE Trans. on Biomedical Engineering, vol. 62, no. 2, pp. 522-531, September 2015.   DOI
5 J. Lee, W. Jung, I. Kang, Y. Kim, G. Lee, "Design of filter to reject motion artifact of pulse oximetry," Computer Standards and Interfaces vol. 26, no. 3, pp. 241-249, May 2004.   DOI
6 S. Zhu, K. Tan, X. Zhang, Z. Liu, B. Liu, "MICROST: A mixed approach for heart rate monitoring during intensive physical exercise using wrist-type PPG Signals," Engineering in Medicine and Biology Society (EMBC), 2015 37th Annual International Conference of the IEEE. pp. 2347-2350, Aug. 2015.
7 H. W. Lee, J. W. Lee, W. G. Jung, and G. K. Lee, "The Periodic Moving Average Filter for Removing Motion Artifacts from PPG Signals," International Journal of Control, Automation, and Systems, vol. 5, no. 6, pp. 701-706, Dec. 2007.
8 H. S. Shin, C. Lee, M. Lee, "Adaptive threshold method for the peak detection of photoplethysmographic waveform," Computers in Biology and Medicine, vol. 39, no. 12, pp. 1145-1152, Dec. 2009.   DOI
9 S. Bagha, L. Shaw. "A real time analysis of PPG signal for measurement of SpO2 and pulse rate." International journal of computer applications vol. 36, no.11, pp. 45-50, Dec. 2011.
10 M. B. Mashhadi, et al. "Heart Rate Tracking using Wrist-Type Photoplethysmographic (PPG) Signals during Physical Exercise with Simultaneous Accelerometry." Signal Processing Letters, IEEE vol. 23, no. 2, pp. 227-231, Dec. 2016.   DOI
11 B. Lee, et al, "Improved elimination of motion artifacts from a photoplethysmographic signal using a kalman smoother with simultaneous accelerometry," Physiol. Meas. vol. 31, no. 12, pp. 1585-1603, Oct. 2010.   DOI
12 A. Hyvarinen, J. Karhunen, E. Oja, Independent Component Analysis. 605, Third Avenue: John Wiley and Sons, New York, 2001.
13 M. Pfiugradt, M. Rose, R. Orglmeister, "A novel method for motion artifact removal in wearable ppg sensors based on blind source separation," Biomed Tech, vol. 58, pp. 1, Sep. 2013.