The periodic moving average filter for removing motion artifacts from PPG signals

被引:1
|
作者
Lee, Han-Wook
Lee, Ju-Won
Jung, Won-Geun
Lee, Gun-Ki
机构
[1] Gyeongsang Natl Univ, Dept Elect Engn, Jinju Si 660701, Kyungnam, South Korea
[2] Nam Hae Coll, Dept Elect & Commun, Kyungnam 668801, South Korea
关键词
heart rate; motion artifact; moving average; PPG; SpO(2);
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The measurement accuracy for heart rate or SpO(2) using photoplethysmography (PPG) is influenced by how well the noise from motion artifacts and other sources can be removed. Eliminating the motion artifacts is particularly difficult since its frequency band overlaps that of the basic PPG signal. Therefore, we propose the Periodic Moving Average Filter (PMAF) to remove motion artifacts. The PMAF is based on the quasi-periodicity of the PPG signals. After segmenting the PPG signal on periodic boundaries, we average the m(th) samples of each period. As a result, we remove the motion artifacts well without the deterioration of the characteristic point.
引用
收藏
页码:701 / 706
页数:6
相关论文
共 50 条
  • [21] Periodic autoregressive moving average model for the prediction of intrafraction respiratory motion
    McCall, K.
    MEDICAL PHYSICS, 2007, 34 (06) : 2572 - 2572
  • [22] Effectiveness of Employing Multimodal Signals in Removing Artifacts from Neuronal Signals: An Empirical Analysis
    Fabietti, Marcos
    Mahmud, Mufti
    Lotfi, Ahmad
    BRAIN INFORMATICS, BI 2020, 2020, 12241 : 183 - 193
  • [23] An Implementation of Motion Artifacts Elimination for PPG Signal Processing Based on Recursive Least Squares Adaptive Filter
    Wu, Chih-Chin
    Chen, I-Wei
    Fang, Wai-Chi
    2017 IEEE BIOMEDICAL CIRCUITS AND SYSTEMS CONFERENCE (BIOCAS), 2017,
  • [24] Removing ocular artifacts from mixed EEG signals with FastKICA and DWT
    Li Mingai
    Guo Shuoda
    Zuo Guoyu
    Sun Yanjun
    Yang Jinfu
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2015, 28 (06) : 2851 - 2861
  • [25] Removing artifacts from electrocardiographic signals using independent components analysis
    Barros, AK
    Mansour, A
    Ohnishi, N
    NEUROCOMPUTING, 1998, 22 (1-3) : 173 - 186
  • [26] NEW ONLINE METHOD FOR REMOVING OCULAR ARTIFACTS FROM EEG SIGNALS
    IFEACHOR, EC
    JERVIS, BW
    MORRIS, EL
    ALLEN, EM
    HUDSON, NR
    MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 1986, 24 (04) : 356 - 364
  • [27] Reduction of Periodic Motion Artifacts from Impedance Plethysmography
    Ansari, Sardar
    Belle, Ashwin
    Hobson, Rosalyn
    Ward, Kevin
    Najarian, Kayvan
    2011 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE WORKSHOPS, 2011, : 540 - 547
  • [28] A comb filter based signal processing method to effectively reduce motion artifacts from photoplethysmographic signals
    Peng, Fulai
    Liu, Hongyun
    Wang, Weidong
    PHYSIOLOGICAL MEASUREMENT, 2015, 36 (10) : 2159 - 2170
  • [29] Application of SVD for Removing Motion Artifacts from the Measurements of a Wireless Electrocardiogram
    Dargie, Waltenegus
    Lilienthal, Jannis
    2019 22ND INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION 2019), 2019,
  • [30] Spectral Matrix Decomposition-Based Motion Artifacts Removal in Multi-Channel PPG Sensor Signals
    Xiong, Jiping
    Cai, Lisang
    Jiang, Dingde
    Song, Houbing
    He, Xiaowei
    IEEE ACCESS, 2016, 4 : 3076 - 3086