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
Link To Document :
بازگشت