Reduction of Periodic Motion Artifacts in Photoplethysmography

Periodic motion artifacts affect photoplethysmography (PPG) signals in activities of daily living (ADL), cardiopulmonary exercise testing (CPX), and cardiopulmonary resuscitation (CPR). This hampers measurement of interbeat intervals (IBIs) and oxygen saturation (SpO 2 ). Our objective was to develo...

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Published inIEEE transactions on biomedical engineering Vol. 64; no. 1; pp. 196 - 207
Main Authors Wijshoff, Ralph W. C. G. R., Mischi, Massimo, Aarts, Ronald M.
Format Journal Article
LanguageEnglish
Published United States IEEE 01.01.2017
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN0018-9294
1558-2531
1558-2531
DOI10.1109/TBME.2016.2553060

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Abstract Periodic motion artifacts affect photoplethysmography (PPG) signals in activities of daily living (ADL), cardiopulmonary exercise testing (CPX), and cardiopulmonary resuscitation (CPR). This hampers measurement of interbeat intervals (IBIs) and oxygen saturation (SpO 2 ). Our objective was to develop a generic algorithm to remove periodic motion artifacts, recovering artifact-reduced PPG signals for beat-to-beat analysis. Methods: The algorithm was retrospectively evaluated on forehead PPG signals measured while walking on a treadmill. The step rate was tracked in a motion reference signal via a second-order generalized integrator with a frequency-locked loop. Two reference signals were compared: sensor motion relative to the skin (Δx[n]) measured via self-mixing interferometry and head motion (av[n]) measured via accelerometry. The step rate was used in a quadrature harmonic model to estimate the artifacts. Quadrature components need only two coefficients per frequency leading to a short filter and prevent undesired frequency-shifted components in the artifact estimate. Subtracting the estimate from the measured signal reduced the artifacts. Results: Compared to Δx[n], av[n] had a better signal-to-noise ratio and more consistently contained a component at the step rate. Artifact reduction was effective for distinct step rate and pulse rate, since the artifact-reduced signals provided more stable IBI and SpO 2 measurements. Conclusion: Accelerometry provided a more reliable motion reference signal. The proposed algorithm can be of significance for monitoring in ADL, CPX, or CPR, by providing artifact-reduced PPG signals for improved IBI and SpO 2 measurements during periodic motion.
AbstractList Periodic motion artifacts affect photoplethysmography (PPG) signals in activities of daily living (ADL), cardiopulmonary exercise testing (CPX), and cardiopulmonary resuscitation (CPR). This hampers measurement of interbeat intervals (IBIs) and oxygen saturation (SpO 2 ). Our objective was to develop a generic algorithm to remove periodic motion artifacts, recovering artifact-reduced PPG signals for beat-to-beat analysis.METHODSThe algorithm was retrospectively evaluated on forehead PPG signals measured while walking on a treadmill. The step rate was tracked in a motion reference signal via a second-order generalized integrator with a frequency-locked loop. Two reference signals were compared: sensor motion relative to the skin ( ∆x[n]) measured via self-mixing interferometry and head motion ( av[n] ) measured via accelerometry. The step rate was used in a quadrature harmonic model to estimate the artifacts. Quadrature components need only two coefficients per frequency leading to a short filter and prevent undesired frequency-shifted components in the artifact estimate. Subtracting the estimate from the measured signal reduced the artifacts.RESULTSCompared to ∆x[n] , av[n] had a better signal-to-noise ratio and more consistently contained a component at the step rate. Artifact reduction was effective for distinct step rate and pulse rate, since the artifact-reduced signals provided more stable IBI and SpO 2 measurements.CONCLUSIONAccelerometry provided a more reliable motion reference signal. The proposed algorithm can be of significance for monitoring in ADL, CPX, or CPR, by providing artifact-reduced PPG signals for improved IBI and SpO 2 measurements during periodic motion.
Periodic motion artifacts affect photoplethysmography (PPG) signals in activities of daily living (ADL), cardiopulmonary exercise testing (CPX), and cardiopulmonary resuscitation (CPR). This hampers measurement of interbeat intervals (IBIs) and oxygen saturation (SpO ). Our objective was to develop a generic algorithm to remove periodic motion artifacts, recovering artifact-reduced PPG signals for beat-to-beat analysis. The algorithm was retrospectively evaluated on forehead PPG signals measured while walking on a treadmill. The step rate was tracked in a motion reference signal via a second-order generalized integrator with a frequency-locked loop. Two reference signals were compared: sensor motion relative to the skin ( ∆x[n]) measured via self-mixing interferometry and head motion ( a [n] ) measured via accelerometry. The step rate was used in a quadrature harmonic model to estimate the artifacts. Quadrature components need only two coefficients per frequency leading to a short filter and prevent undesired frequency-shifted components in the artifact estimate. Subtracting the estimate from the measured signal reduced the artifacts. Compared to ∆x[n] , a [n] had a better signal-to-noise ratio and more consistently contained a component at the step rate. Artifact reduction was effective for distinct step rate and pulse rate, since the artifact-reduced signals provided more stable IBI and SpO measurements. Accelerometry provided a more reliable motion reference signal. The proposed algorithm can be of significance for monitoring in ADL, CPX, or CPR, by providing artifact-reduced PPG signals for improved IBI and SpO measurements during periodic motion.
Periodic motion artifacts affect photoplethysmography (PPG) signals in activities of daily living (ADL), cardiopulmonary exercise testing (CPX), and cardiopulmonary resuscitation (CPR). This hampers measurement of interbeat intervals (IBIs) and oxygen saturation (SpO2). Our objective was to develop a generic algorithm to remove periodic motion artifacts, recovering artifact-reduced PPG signals for beat-to-beat analysis. Methods: The algorithm was retrospectively evaluated on forehead PPG signals measured while walking on a treadmill. The step rate was tracked in a motion reference signal via a second-order generalized integrator with a frequency-locked loop. Two reference signals were compared: sensor motion relative to the skin (Δx[n]) measured via self-mixing interferometry and head motion (av[n]) measured via accelerometry. The step rate was used in a quadrature harmonic model to estimate the artifacts. Quadrature components need only two coefficients per frequency leading to a short filter and prevent undesired frequency-shifted components in the artifact estimate. Subtracting the estimate from the measured signal reduced the artifacts. Results: Compared to Δx[n], av[n] had a better signal-to-noise ratio and more consistently contained a component at the step rate. Artifact reduction was effective for distinct step rate and pulse rate, since the artifact-reduced signals provided more stable IBI and SpO2 measurements. Conclusion: Accelerometry provided a more reliable motion reference signal. The proposed algorithm can be of significance for monitoring in ADL, CPX, or CPR, by providing artifact-reduced PPG signals for improved IBI and SpO2 measurements during periodic motion.
Periodic motion artifacts affect photoplethysmography (PPG) signals in activities of daily living (ADL), cardiopulmonary exercise testing (CPX), and cardiopulmonary resuscitation (CPR). This hampers measurement of interbeat intervals (IBIs) and oxygen saturation (SpO 2 ). Our objective was to develop a generic algorithm to remove periodic motion artifacts, recovering artifact-reduced PPG signals for beat-to-beat analysis. Methods: The algorithm was retrospectively evaluated on forehead PPG signals measured while walking on a treadmill. The step rate was tracked in a motion reference signal via a second-order generalized integrator with a frequency-locked loop. Two reference signals were compared: sensor motion relative to the skin (Δx[n]) measured via self-mixing interferometry and head motion (av[n]) measured via accelerometry. The step rate was used in a quadrature harmonic model to estimate the artifacts. Quadrature components need only two coefficients per frequency leading to a short filter and prevent undesired frequency-shifted components in the artifact estimate. Subtracting the estimate from the measured signal reduced the artifacts. Results: Compared to Δx[n], av[n] had a better signal-to-noise ratio and more consistently contained a component at the step rate. Artifact reduction was effective for distinct step rate and pulse rate, since the artifact-reduced signals provided more stable IBI and SpO 2 measurements. Conclusion: Accelerometry provided a more reliable motion reference signal. The proposed algorithm can be of significance for monitoring in ADL, CPX, or CPR, by providing artifact-reduced PPG signals for improved IBI and SpO 2 measurements during periodic motion.
Author Mischi, Massimo
Wijshoff, Ralph W. C. G. R.
Aarts, Ronald M.
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Cites_doi 10.1109/TBCAS.2007.910900
10.2478/aee-2014-0031
10.1152/ajplegacy.1938.124.2.328
10.1364/AO.37.007437
10.1109/10.7286
10.1016/j.ijcard.2012.03.119
10.3390/s16010010
10.1007/978-1-4614-7411-1_55
10.1109/IEMBS.2007.4352374
10.1109/TBME.2015.2406332
10.1097/00004311-198702530-00009
10.1213/01.ane.0000269522.84942.54
10.1016/j.clp.2012.06.012
10.1109/TIM.2011.2175832
10.1109/TBCAS.2011.2164247
10.1016/1350-4533(95)00066-6
10.1186/1743-0003-2-3
10.1109/EMBC.2012.6346570
10.1109/TASSP.1977.1162997
10.1109/TITB.2010.2042607
10.2147/MDER.S47319
10.1887/0750304677
10.1016/0010-4825(95)00049-6
10.1161/CIR.0b013e3181e52e69
10.1016/j.seizure.2006.03.005
10.1109/TBCAS.2011.2161304
10.1007/s00540-003-0192-6
10.1088/0967-3334/31/12/003
10.1016/j.yebeh.2015.02.018
10.1117/12.874170
10.1109/IEMBS.2007.4352592
10.1109/TBME.2009.2039568
10.1093/clinchem/38.9.1601
10.1109/TIE.2010.2042420
10.3810/pgm.2010.11.2225
10.1109/TBME.2014.2359372
10.1109/TITB.2007.902173
10.1016/0165-1684(95)00084-Q
10.1007/s10877-014-9575-5
10.1016/j.resuscitation.2013.07.019
10.1097/ALN.0b013e31816c89e1
10.1109/PROC.1975.10036
10.1109/10.855928
10.1109/TBME.1984.325244
10.1023/A:1011493521730
10.3390/electronics3020282
10.1109/10.915711
10.1109/MEMB.2003.1213624
10.1088/0967-3334/28/3/R01
10.1109/PESC.2006.1711988
10.1109/JBHI.2013.2264358
10.1109/TBME.2005.869784
10.1016/j.compbiomed.2011.12.005
10.1117/1.JBO.17.11.117007
10.1109/TBME.2014.2370649
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References ref57
ref13
ref12
ref15
ref58
ref14
ref53
ref52
ref55
ref11
ref54
ref10
ref17
ref16
ref19
ref18
gibbs (ref25) 0; 3
ref51
ref50
mo?d?y?ski (ref56) 2014; 63
mendelson (ref7) 1992; 38
ref46
ref45
ref48
ref42
ref41
ref44
hertzman (ref6) 1938; 124
ref43
ref49
ref8
ref9
ref4
ref3
ref5
ref35
ref34
ref37
ref36
ref31
ref30
ref33
ref32
ref2
ref1
ref39
ref38
yan (ref47) 2008; 12
ref24
ref26
ref20
ref22
ref21
ref28
ref27
ref29
lee (ref40) 2007; 5
ferranti (ref23) 2015
References_xml – ident: ref45
  doi: 10.1109/TBCAS.2007.910900
– volume: 63
  start-page: 423
  year: 2014
  ident: ref56
  article-title: Application of the second order generalized integrator in digital control systems
  publication-title: Arch Electr Eng
  doi: 10.2478/aee-2014-0031
– volume: 124
  start-page: 328
  year: 1938
  ident: ref6
  article-title: The blood supply of various skin areas as estimated by the photoelectric plethysmograph
  publication-title: Am J Physiol
  doi: 10.1152/ajplegacy.1938.124.2.328
– ident: ref32
  doi: 10.1364/AO.37.007437
– ident: ref53
  doi: 10.1109/10.7286
– ident: ref22
  doi: 10.1016/j.ijcard.2012.03.119
– ident: ref44
  doi: 10.3390/s16010010
– ident: ref52
  doi: 10.1007/978-1-4614-7411-1_55
– ident: ref26
  doi: 10.1109/IEMBS.2007.4352374
– volume: 3
  start-page: 1581
  year: 0
  ident: ref25
  article-title: Reducing motion artifact in wearable bio-sensors using MEMS accelerometers for active noise cancellation
  publication-title: Proc Amer Control Conf
– ident: ref43
  doi: 10.1109/TBME.2015.2406332
– ident: ref10
  doi: 10.1097/00004311-198702530-00009
– ident: ref13
  doi: 10.1213/01.ane.0000269522.84942.54
– ident: ref3
  doi: 10.1016/j.clp.2012.06.012
– ident: ref36
  doi: 10.1109/TIM.2011.2175832
– ident: ref54
  doi: 10.1109/TBCAS.2011.2164247
– ident: ref8
  doi: 10.1016/1350-4533(95)00066-6
– ident: ref48
  doi: 10.1186/1743-0003-2-3
– ident: ref41
  doi: 10.1109/EMBC.2012.6346570
– ident: ref31
  doi: 10.1109/TASSP.1977.1162997
– ident: ref28
  doi: 10.1109/TITB.2010.2042607
– volume: 5
  start-page: 701
  year: 2007
  ident: ref40
  article-title: The periodic moving average filter for removing motion artifacts from PPG signals
  publication-title: Int J Control Autom
– ident: ref14
  doi: 10.2147/MDER.S47319
– ident: ref11
  doi: 10.1887/0750304677
– ident: ref9
  doi: 10.1016/0010-4825(95)00049-6
– ident: ref16
  doi: 10.1161/CIR.0b013e3181e52e69
– ident: ref21
  doi: 10.1016/j.seizure.2006.03.005
– ident: ref34
  doi: 10.1109/TBCAS.2011.2161304
– ident: ref12
  doi: 10.1007/s00540-003-0192-6
– ident: ref27
  doi: 10.1088/0967-3334/31/12/003
– ident: ref20
  doi: 10.1016/j.yebeh.2015.02.018
– ident: ref50
  doi: 10.1117/12.874170
– ident: ref24
  doi: 10.1109/IEMBS.2007.4352592
– ident: ref39
  doi: 10.1109/TBME.2009.2039568
– volume: 38
  start-page: 1601
  year: 1992
  ident: ref7
  article-title: Pulse oximetry: Theory and applications for noninvasive monitoring
  publication-title: Clin Chem
  doi: 10.1093/clinchem/38.9.1601
– ident: ref49
  doi: 10.1109/TIE.2010.2042420
– year: 2015
  ident: ref23
  article-title: Atrial fibrillation detection in PPG signal recorded through a wristband device
– ident: ref17
  doi: 10.3810/pgm.2010.11.2225
– ident: ref42
  doi: 10.1109/TBME.2014.2359372
– volume: 12
  start-page: 399
  year: 2008
  ident: ref47
  article-title: An efficient motion-resistant method for wearable pulse oximeter
  publication-title: IEEE Trans Inf Technol Biomed
  doi: 10.1109/TITB.2007.902173
– ident: ref57
  doi: 10.1016/0165-1684(95)00084-Q
– ident: ref4
  doi: 10.1007/s10877-014-9575-5
– ident: ref18
  doi: 10.1016/j.resuscitation.2013.07.019
– ident: ref2
  doi: 10.1097/ALN.0b013e31816c89e1
– ident: ref30
  doi: 10.1109/PROC.1975.10036
– ident: ref35
  doi: 10.1109/10.855928
– ident: ref58
  doi: 10.1109/TBME.1984.325244
– ident: ref46
  doi: 10.1023/A:1011493521730
– ident: ref5
  doi: 10.3390/electronics3020282
– ident: ref33
  doi: 10.1109/10.915711
– ident: ref15
  doi: 10.1109/MEMB.2003.1213624
– ident: ref1
  doi: 10.1088/0967-3334/28/3/R01
– ident: ref55
  doi: 10.1109/PESC.2006.1711988
– ident: ref37
  doi: 10.1109/JBHI.2013.2264358
– ident: ref38
  doi: 10.1109/TBME.2005.869784
– ident: ref29
  doi: 10.1016/j.compbiomed.2011.12.005
– ident: ref51
  doi: 10.1117/1.JBO.17.11.117007
– ident: ref19
  doi: 10.1109/TBME.2014.2370649
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Snippet Periodic motion artifacts affect photoplethysmography (PPG) signals in activities of daily living (ADL), cardiopulmonary exercise testing (CPX), and...
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SubjectTerms Accelerometers
Accelerometry
Actigraphy - methods
Activities of daily living
Algorithms
Band-pass filters
Biomedical measurement
Cardiopulmonary resuscitation
correlation cancellation
CPR
Diagnosis, Computer-Assisted - methods
Forehead
Frequency locked loops
Frequency locking
Frequency measurement
frequency-locked loop (FLL)
harmonic model
Head movement
Head Movements - physiology
Humans
interbeat interval (IBI)
Interferometry
least mean-squares (LMS)
Motion
motion artifact reduction
Motion measurement
Oxygen - blood
Oxygen content
oxygen saturation
Periodicity
photoplethysmography (PPG)
Photoplethysmography - methods
Pulse rate
pulse rate (PR)
quadrature components
Quadratures
Reference signals
Reproducibility of Results
second-order generalized integrator (SOGI)
self-mixing interferometry (SMI)
Sensitivity and Specificity
Signal to noise ratio
Skin
Skin Physiological Phenomena
Walking
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  providerName: IEEE
Title Reduction of Periodic Motion Artifacts in Photoplethysmography
URI https://ieeexplore.ieee.org/document/7451256
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