Accuracy enhancement in reflective pulse oximetry by considering wavelength-dependent pathlengths
Identifikátory výsledku
Kód výsledku v IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21730%2F22%3A00364570" target="_blank" >RIV/68407700:21730/22:00364570 - isvavai.cz</a>
Výsledek na webu
<a href="https://doi.org/10.1088/1361-6579/ac890c" target="_blank" >https://doi.org/10.1088/1361-6579/ac890c</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1088/1361-6579/ac890c" target="_blank" >10.1088/1361-6579/ac890c</a>
Alternativní jazyky
Jazyk výsledku
angličtina
Název v původním jazyce
Accuracy enhancement in reflective pulse oximetry by considering wavelength-dependent pathlengths
Popis výsledku v původním jazyce
Objective. Noninvasive measurement of oxygen saturation (SpO (2)) using transmissive photoplethysmography (tPPG) is clinically accepted and widely employed. However, reflective photoplethysmography (rPPG)-currently present in smartwatches-has not become equally accepted, partially because the pathlengths of the red and infrared PPGs are patient-dependent. Thus, even the most popular 'Ratio of Modulation' (R) method requires patient-dependent calibration to reduce the errors in the measurement of SpO (2) using rPPGs. Approach. In this paper, a correction factor or 'pathlength ratio' beta is introduced in an existing calibration-free algorithm that compensates the patient-dependent pathlength variations, and improved accuracy is obtained in the measurement of SpO (2) using rPPGs. The proposed pathlength ratio beta is derived through the analytical model of a rPPG signal. Using the new expression and data obtained from a human hypoxia study wherein arterial oxygen saturation values acquired through Blood Gas Analysis were employed as a reference, beta is determined. Main results. The results of the analysis show that a specific combination of the beta and the measurements on the pulsating part of the natural logarithm of the red and infrared PPG signals yields a reduced root-mean-square error (RMSE). It is shown that the average RMSE in measuring SpO (2) values reduces to 1 %. Significance. The human hypoxia study data used for this work, obtained in a previous study, covers SpO (2) values in the range from 70 % to 100 %, and thus shows that the pathlength ratio beta proposed here works well in the range of clinical interest. This work demonstrates that the calibration-free method applicable for transmission type PPGs can be extended to determine SpO (2) using reflective PPGs with the incorporation of the correction factor beta. Our algorithm significantly reduces the number of parameters needed for the estimation, while keeping the RMSE below the clinically accepted 2
Název v anglickém jazyce
Accuracy enhancement in reflective pulse oximetry by considering wavelength-dependent pathlengths
Popis výsledku anglicky
Objective. Noninvasive measurement of oxygen saturation (SpO (2)) using transmissive photoplethysmography (tPPG) is clinically accepted and widely employed. However, reflective photoplethysmography (rPPG)-currently present in smartwatches-has not become equally accepted, partially because the pathlengths of the red and infrared PPGs are patient-dependent. Thus, even the most popular 'Ratio of Modulation' (R) method requires patient-dependent calibration to reduce the errors in the measurement of SpO (2) using rPPGs. Approach. In this paper, a correction factor or 'pathlength ratio' beta is introduced in an existing calibration-free algorithm that compensates the patient-dependent pathlength variations, and improved accuracy is obtained in the measurement of SpO (2) using rPPGs. The proposed pathlength ratio beta is derived through the analytical model of a rPPG signal. Using the new expression and data obtained from a human hypoxia study wherein arterial oxygen saturation values acquired through Blood Gas Analysis were employed as a reference, beta is determined. Main results. The results of the analysis show that a specific combination of the beta and the measurements on the pulsating part of the natural logarithm of the red and infrared PPG signals yields a reduced root-mean-square error (RMSE). It is shown that the average RMSE in measuring SpO (2) values reduces to 1 %. Significance. The human hypoxia study data used for this work, obtained in a previous study, covers SpO (2) values in the range from 70 % to 100 %, and thus shows that the pathlength ratio beta proposed here works well in the range of clinical interest. This work demonstrates that the calibration-free method applicable for transmission type PPGs can be extended to determine SpO (2) using reflective PPGs with the incorporation of the correction factor beta. Our algorithm significantly reduces the number of parameters needed for the estimation, while keeping the RMSE below the clinically accepted 2
Klasifikace
Druh
J<sub>imp</sub> - Článek v periodiku v databázi Web of Science
CEP obor
—
OECD FORD obor
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Návaznosti výsledku
Projekt
—
Návaznosti
I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace
Ostatní
Rok uplatnění
2022
Kód důvěrnosti údajů
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Údaje specifické pro druh výsledku
Název periodika
Physiological Measurement
ISSN
0967-3334
e-ISSN
1361-6579
Svazek periodika
43
Číslo periodika v rámci svazku
9
Stát vydavatele periodika
GB - Spojené království Velké Británie a Severního Irska
Počet stran výsledku
20
Strana od-do
—
Kód UT WoS článku
000852492400001
EID výsledku v databázi Scopus
2-s2.0-85137164165