Vertaile menetelmiä

	Pan-Tompkins QRS-detektio	Sydämen sykevälivaihtelu	Fotoplethysmografia
Tieteenala	Biomekaniikka	Biomekaniikka	Biomekaniikka
Menetelmäperhe	Process / pipeline	Process / pipeline	Process / pipeline
Syntyvuosi	1985	1996	1937
Kehittäjä	Jiapu Pan	Task Force of European Society of Cardiology	Hertzman
Tyyppi	Digital signal processing pipeline	Time-series and frequency-domain analysis pipeline	Optical signal acquisition and analysis pipeline
Alkuperäislähde	Pan, J., & Tompkins, W. J. (1985). A real-time QRS detection algorithm. IEEE Transactions on Biomedical Engineering, BME-32(3), 230-236.	Task Force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology. (1996). Heart rate variability: standards of measurement, physiological interpretation, and clinical use. Circulation, 93(5), 1043-1065.	Allen, J. (2007). Photoplethysmography and its application in clinical physiology. Physiology & Behavior, 107(4), 540-548.
Rinnakkaisnimet	QRS detection, R-peak detection, Heartbeat detection	HRV, RR interval analysis, Cardiac variability	PPG, Pulse oximetry, Reflectance photometry
Liittyvät	3	3	3
Tiivistelmä	The Pan-Tompkins algorithm is a real-time QRS detection method for electrocardiograms (ECGs) that identifies the R-peaks (ventricular depolarization) and QRS complexes from continuous cardiac waveforms. Published by Jiapu Pan and Willis Tompkins in 1985, it remains a standard reference for ECG processing and is widely implemented in clinical monitoring systems.	Heart rate variability (HRV) analysis quantifies the variation in time intervals between consecutive heartbeats as a window into autonomic nervous system function and cardiovascular health. Formalized by the European Society of Cardiology Task Force in 1996, HRV metrics are now standard in cardiology, physiology, and sports science for assessing stress, recovery, and disease risk.	Photoplethysmography (PPG) measures blood volume changes in tissue using light absorption, providing a non-invasive optical window into cardiovascular dynamics. Originally developed by Hertzman in 1937, PPG is now ubiquitous in pulse oximetry, smartwatches, and research applications for monitoring heart rate, blood oxygenation, and vascular function.