AUTOMATIC EXTREMES DETECTION ALGORITHM FOR PHOTOPLETHYSMOGRAPHIC SIGNALS
Keywords:
Post-Graduate Student of the Chair of Biotechnical SystemsAbstract
An extremes detection algorithm for photoplethysmographic signals using local maxima and minima have been proposed in the paper. This type of algorithms is needed in many clinical and research applications, such as the analysis of heart rate variability and morphological parameters of the pulse wave. The algorithm is validated against a publicly available validation dataset and registered photoplethysmographic signals, achieved a sensitivity of 99, 91 % and a positive predictability of 99,89 %. Algorithm is a simple calculation and may be implemented in hardware processing in real time.References
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2. Hlimonenko I. Waveform analysis of peripheral pulse wave detected in the fingertip with photoplethysmograph / I.Hlimonenko, K.Meigas, R.Vahisalu // Measurement Science Review. — 2003. — V. 3, S. 2. — Pp. 49—52.
3. Bilateral photoplethysmography studies of leg arterial stenosis / R. Erts, J. Spigulis, I. Kukulis, M. Ozols // Physiol. Meas. — 2005. — № 26 (5). — Pp. 865—874.
4. Pulse transit time as a derived non-invasive mean to monitor arterial distensibility changes in children / J. Y. A. Foo,
S. J. Wilson, G. Williams, M. A. Harris, D. Cooper // Journal of Human Hypertension. — 2005. — № 19. — Pp. 723—729.
5. Allen J. Photoplethysmography and its application in clinical physiological measurement // Physiological measurement. — 2007. — Pp. R1—R39.
6. Contour analysis of the photoplethysmographic pulse measured at the finger / S. C. Millasseau, J. M. Ritter, K. Takazawa, P. J. Chowienczyk // J Hypertens. — 2006. — № 24 (8). — Pp. 1449—1456.
7. Relation between respiratory variations in pulse oximetry plethysmographic waveform amplitude and arterial pulse pressure in ventilated patients / M. Cannesson, C. Besnard, P. G. Durand, J. Bohé, D. Jacques // Crit Care. — 2005. — № 9 (5). — Pp. R562— R568.
8. Пат. US 2014/0187884 A1. Systems and methods for ensemble averaging in pulse oximetry / Paul S. Addison, Scotland (GB); James N. Watson, Scotland (GB); правонаступник Covidien LP, Mansfield, MA (Us) — № 13/730,415; заявл. 28 грудня 2012; опубл. 3 липня 2014.
9. Малиновский Е. Л. Учебно-методическое пособие по использованию пальцевой фотоплетизмографии [Електронний ресурс] : Научная библиотека — Режим доступу : http://www.tokranmed.ru/metod/fpg.htm.
10. An automatic beat detection algorithm for pressure signals / M. Aboy, J. McNames, T. Thong, D. Tsunami,
M. S. Ellenby, B. Goldstein // IEEE Trans. on Biomed. Eng. — 2005. — № 52 (10). — Pp. 1662—1670.
11. A Real-Time Pulse Peak Detection Algorithm for the Photoplethysmogram / D. G. Jang, S. Park, M. Hahn, S. H. Park // International Journal of Electronics and Electrical Engineering. — 2014. — V. 2, № 1. — Pp. 45—49.
12. Li B. N. On an automatic delineator for arterial blood pressure waveforms / B. N. Li, M. C. Dong, M. I. Vai // Biomedical Signal Processing and Control. — 2010. — № 5. — Pp. 76—81.
13. Systolic peak detection in acceleration photoplethysmograms measured from emergency responders in tropical conditions / M. Elgendi, I. Norton, M. Brearley, D. Abbott, D. Schuurmans // PLoS One. — 2013. — № 8 (10). — e76585.
14. Automated beat onset and peak detection algorithm for field-collected photoplethysmograms : 31st Annual International Conference of the IEEE EMBS / Minneapolis, Minnesota, USA. — 2009. — Pp. 5689—5692.
15. Nara S. Novel Notch Detection Algorithm for Detection of Dicrotic Notch in PPG Signals / S. Nara, M. Kaur,
K. L. Verma // International Journal of Computer Applications. — 2014. — V. 86, № 17. — Pp. 36—39.
16. Zong W. An open-source algorithm to detect onset of arterial blood pressure pulses / W. Zong, T. Heldt, G. Moody,
R. Mark // Computers in Cardiology. — 2003. — № 30. — Pp. 259—262.
17. Kuntamal S. An Efficient and Automatic Systolic Peak Detection Algorithm for Photoplethysmographic Signals /
S. Kuntamalla, L. Ram Gopal Reddy // International Journal of Computer Applications. — 2014. — V. 97, № 19. — Pp. 18—23.
18. Billauer E. Peak detection using MATLAB [Електронний ресурс] — Режим доступу: http://billauer.co.il/peakdet.html (aсcessed Jul 20, 2012).
19. Association for the Advancement of Medical Instrumentation. Recommended Practice /American National Standard. [Електронний ресурс] — Режим доступу: http://www.aami.org.
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Published
2015-12-18
How to Cite
[1]
M. A. Sverediuk, “AUTOMATIC EXTREMES DETECTION ALGORITHM FOR PHOTOPLETHYSMOGRAPHIC SIGNALS”, Вісник ВПІ, no. 5, pp. 98–103, Dec. 2015.
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Information technologies and computer sciences
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