Reducing motion artifacts in photoplethysmograms by using relative sensor motion: Phantom study
Open accessAbstract
Currently, photoplethysmograms (PPGs) are mostly used to determine a patient's blood oxygenation and pulse rate. However, PPG morphology conveys more information about the patient's cardiovascular status. Extracting this information requires measuring clean PPG waveforms that are free of artifacts. PPGs are highly susceptible to motion, which can distort the PPG-derived data. Part of the motion artifacts are considered to result from sensor-tissue motion and sensor deformation. It is hypothesized that these motion artifacts correlate with movement of the sensor with respect to the skin. This hypothesis has been proven true in a laboratory setup. In vitro PPGs have been measured in a skin perfusion phantom that is illuminated by a laser diode. Optical motion artifacts are generated in the PPG by translating the laser diode with respect to the PPG photodiode. The optical motion artifacts have been reduced significantly in vitro, by using a normalized least-mean-square algorithm with only a single coefficient that uses the laser's displacement as a reference for the motion artifacts. Laser displacement has been measured accurately via self-mixing interferometry by a compact laser diode with a ball lens integrated into the package, which can be easily integrated into a commercial sensor.
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Many photodetectors are subject to creating artifacts from sensor-tissue motion and sensor deformation changes.
“For example, many of the photodetectors are subject to creating artifacts from sensor-tissue motion and sensor deformation changes [160].”
From Sources of inaccuracy in photoplethysmography for continuous cardiovascular monitoring (2021) · cites this paper as [160]
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Cites
Haykin, S. (1986) · Cited by 12,603 · see citing works
Rogers, S. (1996) · Control Engineering Practice · doi:10.1016/0967-0661(96)82838-3 · Cited by 10,013 · see citing works
Textbook of Medical Physiology
Guyton, A. C., & Hall, J. E. (1966) · Annals of Internal Medicine · doi:10.7326/0003-4819-64-6-1363_2 · Cited by 9,760 · see citing works
Photoplethysmography and its application in clinical physiological measurement
Allen, J. (2007) · Physiological Measurement · doi:10.1088/0967-3334/28/3/r01 · Cited by 3,967 · see citing works
TEXTBOOK OF MEDICAL PHYSIOLOGY
Guyton, A. C. (1967) · The American Journal of the Medical Sciences · doi:10.1097/00000441-196701000-00031 · Cited by 2,861 · see citing works
Theory and Application of Digital Signal Processing
Rabiner, L. R., Gold, B., & Yuen, C. K. (1978) · IEEE Transactions on Systems Man and Cybernetics · doi:10.1109/tsmc.1978.4309918 · Cited by 2,831 · see citing works
Theory and application of digital signal processing
Trick, T. N. (1975) · Proceedings of the IEEE · doi:10.1109/proc.1975.10027 · Cited by 1,885 · see citing works
Laser Diode Modulation and Noise
Petermann, K. (1988) · Springer eBooks · doi:10.1007/978-94-009-2907-4 · Cited by 1,202 · see citing works
Laser diode self-mixing technique for sensing applications
Giuliani, G., Norgia, M., Donati, S., & Bosch, T. M. (2002) · Journal of Optics A Pure and Applied Optics · doi:10.1088/1464-4258/4/6/371 · Cited by 527 · see citing works
The Cutaneous Microcirculation
Braverman, I. M. (2000) · Journal of Investigative Dermatology Symposium Proceedings · doi:10.1046/j.1087-0024.2000.00010.x · Cited by 488 · see citing works
Mobile monitoring with wearable photoplethysmographic biosensors
Asada, H. H., Shaltis, P., Reisner, A., Rhee, S., & Hutchinson, R. C. (2003) · IEEE Engineering in Medicine and Biology Magazine · doi:10.1109/memb.2003.1213624 · Cited by 466 · see citing works
Photoplethysmography: Beyond the Calculation of Arterial Oxygen Saturation and Heart Rate
Shelley, K. H. (2007) · Anesthesia & Analgesia · doi:10.1213/01.ane.0000269512.82836.c9 · Cited by 450 · see citing works
Utility of the Photoplethysmogram in Circulatory Monitoring
Reisner, A. T., Shaltis, P., McCombie, D. B., Asada, H. H., Warner, D. S., & Warner, M. A. A. (2008) · Anesthesiology · doi:10.1097/aln.0b013e31816c89e1 · Cited by 365 · see citing works
(1997) · Series in medical physics and biomedical engineering · doi:10.1201/9781420050790 · Cited by 364 · see citing works
Handbook of Continued Fractions for Special Functions
(2008) · doi:10.1007/978-1-4020-6949-9 · Cited by 340 · see citing works
Lu, S. F., Zhao, H., Ju, K., Shin, K., Lee, M., Shelley, K. H., & Chon, K. H. (2007) · Journal of Clinical Monitoring and Computing · doi:10.1007/s10877-007-9103-y · Cited by 284 · see citing works
Masimo Signal Extraction Pulse Oximetry
Goldman, J. M., Petterson, M. T., Kopotic, R. J., & Barker, S. J. (2000) · Journal of Clinical Monitoring and Computing · doi:10.1023/a:1011493521730 · Cited by 283 · see citing works
Acket, G. A., Lenstra, D., den Boef, A. J., & Verbeek, B. H. (1984) · IEEE Journal of Quantum Electronics · doi:10.1109/jqe.1984.1072281 · Cited by 261 · see citing works
The peripheral pulse wave: Information overlooked
Murray, W. B., & Foster, P. A. (1996) · The Journal of Clinical Monitoring · doi:10.1007/bf02077634 · Cited by 231 · see citing works
Nitzan, M., Babchenko, A., Khanokh, B., & Landau, D. (1998) · Physiological Measurement · doi:10.1088/0967-3334/19/1/008 · Cited by 217 · see citing works
Ranging and velocimetry signal generation in a backscatter-modulated laser diode
de Groot, P. J., Gallatin, G. M., & Macomber, S. H. (1988) · Applied Optics · doi:10.1364/ao.27.004475 · Cited by 206 · see citing works
Optical parameters of milk fat globules for laser light scattering measurements
Michalski, M., Briard, V., & Michel, F. (2001) · Le Lait · doi:10.1051/lait:2001105 · Cited by 198 · see citing works
The Light–Tissue Interaction of Pulse Oximetry
Mannheimer, P. D. (2007) · Anesthesia & Analgesia · doi:10.1213/01.ane.0000269522.84942.54 · Cited by 194 · see citing works
The Effect of Motion on Pulse Oximetry and Its Clinical Significance
Petterson, M. T., Begnoche, V. L., & Graybeal, J. M. (2007) · Anesthesia & Analgesia · doi:10.1213/01.ane.0000278134.47777.a5 · Cited by 177 · see citing works
Reduction of motion artifact in pulse oximetry by smoothed pseudo Wigner-Ville distribution
Yan, Y. S., Poon, C. C. Y., & Zhang, Y. (2005) · Journal of NeuroEngineering and Rehabilitation · doi:10.1186/1743-0003-2-3 · Cited by 157 · see citing works
Lee, B., Han, J., Baek, H. J., Shin, J. H., Park, K. S., & Yi, W. J. (2010) · Physiological Measurement · doi:10.1088/0967-3334/31/12/003 · Cited by 155 · see citing works
Humbert, P. G., Maibach, H. I., Fanian, F., & Agache, P. G. (2011) · Medical Entomology and Zoology · Cited by 139 · see citing works
Qin, J., & Lu, R. (2007) · Applied Spectroscopy · doi:10.1366/000370207780466190 · Cited by 138 · see citing works
A new method for pulse oximetry possessing inherent insensitivity to artifact
Hayes, M. J., & Smith, P. R. (2001) · IEEE Transactions on Biomedical Engineering · doi:10.1109/10.915711 · Cited by 122 · see citing works
Validity of pulse oximetry during maximal exercise in normoxia, hypoxia, and hyperoxia
YAMAYA, Y., Bogaard, H. J., Wagner, P. D., Niizeki, K., & Hopkins, S. R. (2002) · Journal of Applied Physiology · doi:10.1152/japplphysiol.00409.2001 · Cited by 115 · see citing works
Multichannel reflective PPG earpiece sensor with passive motion cancellation
Wang, L., Lo, B. P., & Yang, G.-Z. (2007) · IEEE Transactions on Biomedical Circuits and Systems · doi:10.1109/tbcas.2007.910900 · Cited by 114 · see citing works
Addison, P. S., Watson, J. N., Mestek, M. L., & Mecca, R. S. (2012) · Journal of Clinical Monitoring and Computing · doi:10.1007/s10877-011-9332-y · Cited by 97 · see citing works
Self-mixing interferometry based on a double-modulation technique for absolute distance measurement
Guo, D., & Wang, M. (2007) · Applied Optics · doi:10.1364/ao.46.001486 · Cited by 95 · see citing works
Koelink, M. H., Slot, M., de Mul, F. F. M., Greve, J., Graaff, R., Dassel, A. C. M., & Aarnoudse, J. G. (1992) · Applied Optics · doi:10.1364/ao.31.003401 · Cited by 87 · see citing works
Multiwavelength Pulse Oximetry: Theory for the Future
Aoyagi, T., Fuse, M., Kobayashi, N., Machida, K., & Miyasaka, K. (2007) · Anesthesia & Analgesia · doi:10.1213/01.ane.0000268716.07255.2b · Cited by 65 · see citing works
Forehead oximetry in critically ill patients: the case for a new monitoring site
Branson, R. D., & Mannheimer, P. D. (2004) · Respiratory Care Clinics · doi:10.1016/j.rcc.2004.04.003 · Cited by 48 · see citing works
The pulse in reflectance pulse oximetry: Modeling and experimental studies
Reuss, J. L., & Siker, D. (2004) · Journal of Clinical Monitoring and Computing · doi:10.1007/s10877-005-2909-6 · Cited by 47 · see citing works
Gibbs, P., Wood, L. B., & Asada, H. H. (2005) · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · doi:10.1117/12.600781 · Cited by 41 · see citing works
Choi, S. J., AHN, H. J., Yang, M., Kim, C. S., Sim, W.-S., Kim, J. A., Kang, J. G., KIM, J. K., & Kang, J. (2009) · Acta Anaesthesiologica Scandinavica · doi:10.1111/j.1399-6576.2009.02101.x · Cited by 41 · see citing works
Lohwasser, R., & Soelkner, G. (1999) · Applied Optics · doi:10.1364/ao.38.002128 · Cited by 39 · see citing works
King, P. (1998) · IEEE Engineering in Medicine and Biology Magazine · doi:10.1109/memb.1998.677180 · Cited by 27 · see citing works
The Challenge of Motion Artifact Suppression in Wearable Monitoring Solutions
Such, O., & Muehlsteff, J. (2006) · IEEE/EMBS International Summer School on Medical Devices and Biosensors (ISSS-MDBS) · doi:10.1109/issmdbs.2006.360094 · Cited by 22 · see citing works
Accuracy of pulse oximetry at various haematocrits and during haemolysis in anin vitro model
Vegfors, M., Lindberg, L., Öberg, P. Å., & Lennmarken, C. (1993) · Medical & Biological Engineering & Computing · doi:10.1007/bf02446671 · Cited by 20 · see citing works
How Tissue Optics Influences Reflectance Pulse Oximetry
Graaff, R., Dassel, A. C. M., Zijlstra, W. G., de Mul, F. F. M., & Aarnoudse, J. G. (1996) · Advances in experimental medicine and biology · doi:10.1007/978-1-4613-0333-6_14 · Cited by 17 · see citing works
Oxygen Transport to Tissue XVII
(1996) · Advances in experimental medicine and biology · doi:10.1007/978-1-4613-0333-6 · Cited by 16 · see citing works
PPG motion artifact handling using a self-mixing interferometric sensor
Wijshoff, R. W. C. G. R., Veen, J., van der Lee, A. M., Mulder, L., Stijnen, M., van Tuijl, S., & Aarts, R. M. (2011) · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · doi:10.1117/12.874170 · Cited by 13 · see citing works
Oxygen saturation determined using a novel wavelet ratio surface
Addison, P. S., & Watson, J. N. (2004) · Medical Engineering & Physics · doi:10.1016/j.medengphy.2004.10.002 · Cited by 11 · see citing works
Flagged first, then by citations
4 of the 51 references couldn’t be matched to a known paper.
Research works printed but not linked: 2
- J. Muehlsteff et al., "Phase-space representation of photoplethysmogra- phy signals as visualization concept," in Proc. BMT 2010, 44. Jahrestagung der Deutschen Gesellschaft für Biomedizinische Technik, De Gruyter, Rostock, Germany (2010).
- S. Kaestle, H. Block, and M. Block, "Method and apparatus for determin- ing the concentration of a component," U. S. Patent No. 6,122,535 (2000).
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Sources of inaccuracy in photoplethysmography for continuous cardiovascular monitoring
Fine, J., Branan, K. L., Rodriguez, A. J., Boonya-ananta, T., Ajmal, Ramella-Roman, J. C., McShane, M. J., & Coté, G. L. (2021) · Biosensors · doi:10.3390/bios11040126 · Cited by 348 · see citing works
Fonseca, P., Weysen, T., Goelema, M. S., Møst, E. I. S., Radha, M., Lunsingh Scheurleer, C., van den Heuvel, L., & Aarts, R. M. (2017) · SLEEP · doi:10.1093/sleep/zsx097 · Cited by 148 · see citing works
E-Tattoos: Toward Functional but Imperceptible Interfacing with Human Skin
Li, H., Tan, P., Rao, Y., Bhattacharya, S., Wang, Z., Kim, S., Gangopadhyay, S., Shi, H., Jankovic, M., Huh, H., et al. (2024) · Chemical Reviews · doi:10.1021/acs.chemrev.3c00626 · Cited by 140 · see citing works
Stretchable PPG sensor with light polarization for physical activity–permissible monitoring
Lee, G. H., Kang, H., Chung, J. W., Lee, Y., Yoo, H., Jeong, S., Cho, H. K., Kim, J., Kang, S., Jung, J. Y., et al. (2022) · Science Advances · doi:10.1126/sciadv.abm3622 · Cited by 95 · see citing works
Chong, J. W., Dao, D. K., Salehizadeh, S. M. A., McManus, D. D., Darling, C. E., Chon, K. H., & Mendelson, Y. (2014) · Annals of Biomedical Engineering · doi:10.1007/s10439-014-1080-y · Cited by 79 · see citing works
An Overview of the Sensors for Heart Rate Monitoring Used in Extramural Applications
Galli, A., Montree, R. J. H., Que, S., Peri, E., & Vullings, R. (2022) · Sensors · doi:10.3390/s22114035 · Cited by 79 · see citing works
Reduction of Periodic Motion Artifacts in Photoplethysmography
Wijshoff, R. W. C. G. R., Mischi, M., & Aarts, R. M. (2016) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2016.2553060 · Cited by 65 · see citing works
Lyu, Y., Luo, X., Zhou, J., Yu, C., Miao, C., Wang, T., Shi, Y., & Kameyama, K.-I. (2015) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2702123.2702399 · Cited by 60 · see citing works
Noninvasive hemoglobin sensing and imaging: optical tools for disease diagnosis
Taylor-Williams, M., Spicer, G. L. C., Bale, G. M., & Bohndiek, S. E. (2022) · Journal of Biomedical Optics · doi:10.1117/1.jbo.27.8.080901 · Cited by 59 · see citing works
Li, J., Chu, H., Chen, Z., Yiu, C. K., Qu, Q., Li, Z.-Y., & Yu, X. (2024) · ACS Nano · doi:10.1021/acsnano.4c04291 · Cited by 50 · see citing works
Tautan, A.-M., Young, A., Wentink, E., & Wieringa, F. (2015) · 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/embc.2015.7319795 · Cited by 47 · see citing works
Warren, K., Harvey, J. S., Chon, K. H., & Mendelson, Y. (2016) · Sensors · doi:10.3390/s16030342 · Cited by 47 · see citing works
Rodrigues, L. M., Rocha, C., Ferreira, H. A., & Silva, H. (2019) · Scientific Reports · doi:10.1038/s41598-019-53213-2 · Cited by 45 · see citing works
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Comparison of Pulse Rate Variability and Heart Rate Variability for Hypoglycemia Syndrome
Çelik, G., Yıldırım, M., Ilhan, M., Karaman, Ö., Taşan, E., Kara, S., & Okkesim, Ş. (2016) · Methods of Information in Medicine · doi:10.3414/me15-01-0088 · Cited by 11 · see citing works
Kasbekar, R. S., & Mendelson, Y. (2018) · Physiological Measurement · doi:10.1088/1361-6579/aacfe5 · Cited by 10 · see citing works
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Lyu, Y., Zhang, X., Luo, X., Hu, Z., Zhang, J., & Shi, Y. (2018) · ACM Transactions on Applied Perception · doi:10.1145/3185665 · Cited by 10 · see citing works
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Optimizing Portable Pulse Oximeter Measurement Accuracy and Consistency During Exercise
LaPier, J., & Chatellier, M. (2017) · Journal of Acute Care Physical Therapy · doi:10.1097/jat.0000000000000056 · Cited by 5 · see citing works
Nemati, M., Wijshoff, R. W. C. G. R., Stijnen, J. M., van Tuijl, S., Bergmans, J. W. M., Bhattacharya, N., & Urbach, H. P. (2013) · Optics Letters · doi:10.1364/ol.38.005334 · Cited by 4 · see citing works
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Khan, M. S. Z., Khan, S. U., Alrumaihi, F., Alwanian, W. M., Alharbi, H. O., Alfifi, S. M., Makki, L. K., Sahli, M., Alnafjan, A. A., & Jackson, M. C. (2025) · Current Problems in Cardiology · doi:10.1016/j.cpcardiol.2025.103022 · Cited by 3 · see citing works
Pečík, M., Vavrinský, E., Vitazkova, D., Kosnacova, H., Nevřela, J., & Foltan, E. (2026) · Biosensors · doi:10.3390/bios16060306 · Cited by 3 · see citing works
Blomqvist, K. H., & Kärkkäinen, L. (2018) · Biomedical Physics & Engineering Express · doi:10.1088/2057-1976/aac57c · Cited by 2 · see citing works
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Optical low angle pass filter for high resolution robust photoplethysmography monitor
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Li, X., Li, X., Tan, H., Xu, J., & Yuan, M. (2017) · Journal of Medical and Biological Engineering · doi:10.1007/s40846-017-0241-5 · Cited by 1 · see citing works
Development of a Photoplethysmogram Based Heart Abnormality Detection Technique
Umadi, L. F., Azam, S. N. A. M., & Sidek, K. A. (2016) · International Journal of Bio-Science and Bio-Technology · doi:10.14257/ijbsbt.2016.8.4.10
Adaptive self-mixing interferometry for metrology applications
Atashkhooei, R. (2013) · doi:10.5821/dissertation-2117-95202
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- Authors
- Wijshoff, R. W. C. G. R., Mischi, M., Veen, J., & Van Der Lee, A. M.
- Affiliations
- Eindhoven University of Technology (NL)
- Philips (Netherlands) (NL)
- Philips Research
- Venue
- Journal of Biomedical Optics
- Publisher
- SPIE-Intl Soc Optical Eng
- Published
- 2012-11-29
- Volume
- 17
- Issue
- 11
- Pages
- 1-15
- ISSN
- 1083-3668 (ISSN-L)
- 1560-2281
- OpenAlex
- W2141505181
- Cited by
- 40
- References
- 51
- Citations by year
- 2026: 3 · 2025: 3 · 2024: 2 · 2023: 2 · 2022: 3 · 2021: 2 · 2020: 1 · 2019: 1 · 2018: 5 · 2017: 5 · 2016: 6 · 2015: 2 · 2014: 2 · 2013: 3
- FWCI
- 1.28
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Journal of Biomedical Optics (publishedVersion)
- PubMed (publishedVersion)
- TU/e Research Portal (submittedVersion)
- TU/e Research Portal (submittedVersion, other-oa)
- Data Archiving and Networked Services (DANS) (submittedVersion, other-oa)
- Funders
- IOP Photonic Devices (IPD083359)
- Topics
- Physical Sciences › Engineering › Biomedical Engineering › Non-Invasive Vital Sign Monitoring
- Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Optical Imaging and Spectroscopy Techniques
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Heart Rate Variability and Autonomic Control
- Keywords
- photoplethysmography, motion artifacts, laser displacement measurement, self-mixing interferometry, pulse rate monitoring, blood oxygenation
- MeSH terms
- Algorithms, Humans, Interferometry, Motion, Artifacts, Photoplethysmography, Phantoms, Imaging, Lasers, Semiconductor, Optical Phenomena, Signal-To-Noise Ratio
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