DocumentCode
140528
Title
Estimating blood pressure using Windkessel model on photoplethysmogram
Author
Choudhury, Anirban Dutta ; Banerjee, Rohan ; Sinha, Aloka ; Kundu, Sandipan
Author_Institution
Innovation Lab., Tata Consultancy Services Ltd., Kolkata, India
fYear
2014
fDate
26-30 Aug. 2014
Firstpage
4567
Lastpage
4570
Abstract
Simple and non-invasive methods to estimate vital signs are very important for preventive healthcare. In this paper, we present a methodology to estimate Blood Pressure (BP) using Photoplethysmography (PPG). Instead of directly relating systolic and diastolic BP values with PPG features, our proposed methodology initially maps PPG features with some person specific intermediate latent parameters and later derives BP values from them. The 2-Element Windkessel model has been considered in the current context to estimate total peripheral resistance and arterial compliance of a person using PPG features, followed by linear regression for simulating arterial blood pressure. Experimental results, performed on a standard hospital dataset yielded absolute errors of 0.78±13.1 mmHg and 0.59 ± 10.23 mmHg for systolic and diastolic BP values respectively. Results also indicate that the methodology is more robust than the standard methodologies that directly estimate BP values from PPG signal.
Keywords
blood vessels; feature extraction; haemodynamics; health care; medical signal processing; parameter estimation; photoplethysmography; physiological models; regression analysis; 2-element Windkessel model; BP value derivation; PPG feature mapping; absolute errors; arterial blood pressure simulation; arterial compliance estimation; blood pressure estimation; diastolic BP values; linear regression; noninvasive methods; person specific intermediate latent parameters; photoplethysmography; preventive healthcare; systolic BP values; total peripheral resistance estimation; vital sign estimation; Biomedical monitoring; Blood; Blood pressure; Estimation; Feature extraction; Mathematical model; Training;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location
Chicago, IL
ISSN
1557-170X
Type
conf
DOI
10.1109/EMBC.2014.6944640
Filename
6944640
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