Vertaile menetelmiä

	Pan-Tompkins QRS-detektio	Fotoplethysmografia	Windkessel-malli
Tieteenala	Biomekaniikka	Biomekaniikka	Biomekaniikka
Menetelmäperhe	Process / pipeline	Process / pipeline	Process / pipeline
Syntyvuosi	1985	1937	1969
Kehittäjä	Jiapu Pan	Hertzman	Nikolaos Westerhof
Tyyppi	Digital signal processing pipeline	Optical signal acquisition and analysis pipeline	Physiological lumped-parameter modeling
Alkuperäislähde	Pan, J., & Tompkins, W. J. (1985). A real-time QRS detection algorithm. IEEE Transactions on Biomedical Engineering, BME-32(3), 230-236.	Allen, J. (2007). Photoplethysmography and its application in clinical physiology. Physiology & Behavior, 107(4), 540-548.	Westerhof, N., Bosman, F., De Vries, N. C., & Noordergraaf, A. (1969). Analog studies of the human systemic arterial tree. Journal of Biomechanics, 2(2), 121-143.
Rinnakkaisnimet	QRS detection, R-peak detection, Heartbeat detection	PPG, Pulse oximetry, Reflectance photometry	Elastic chamber model, Arterial compliance model, Lumped parameter model
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.	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.	The Windkessel model is a lumped-parameter representation of the arterial system that captures the pulsatile dynamics of blood flow and pressure using simple mechanical analogs (resistors and capacitors). Named after the German word for air chamber, it was formalized by Westerhof and colleagues in the late 1960s and remains fundamental to understanding arterial hemodynamics and blood pressure regulation.