Title :
A Knowledge-Based Approach to Arterial Stiffness Estimation Using the Digital Volume Pulse
Author :
Dae-Geun Jang ; Farooq, U. ; Seung-Hun Park ; Choong-Won Goh ; Minsoo Hahn
Author_Institution :
Dept. of Electr. Eng., Korea Adv. Inst. of Sci. & Technol., Daejeon, South Korea
Abstract :
We have developed a knowledge based approach for arterial stiffness estimation. The proposed new approach reliably estimates arterial stiffness based on the analysis of age and heart rate normalized reflected wave arrival time. The proposed new approach reduces cost, space, technical expertise, specialized equipment, complexity, and increases the usability compared to recently researched noninvasive arterial stiffness estimators. The proposed method consists of two main stages: pulse feature extraction and linear regression analysis. The new approach extracts the pulse features and establishes a linear prediction equation. On evaluating proposed methodology with pulse wave velocity (PWV) based arterial stiffness estimators, the proposed methodology offered the error rate of 8.36% for men and 9.52% for women, respectively. With such low error rates and increased benefits, the proposed approach could be usefully applied as low cost and effective solution for ubiquitous and home healthcare environments.
Keywords :
biomechanics; blood vessels; cardiovascular system; elastic constants; feature extraction; haemodynamics; knowledge based systems; medical signal processing; photoplethysmography; regression analysis; age normalized reflected wave arrival time; arterial stiffness estimation; digital volume pulse; heart rate normalized reflected wave arrival time; home healthcare environment; knowledge based approach; linear prediction equation; linear regression analysis; noninvasive arterial stiffness estimator; photoplethysmography; pulse feature extraction; pulse wave velocity; ubiquitous healthcare environment; Biomedical measurements; Correlation; Estimation; Feature extraction; Heart rate; Signal detection; Training; Arterial stiffness; cardiovascular disease; digital volume pulse; pulse contour analysis; Algorithms; Ankle Brachial Index; Arteries; Biomedical Engineering; Blood Pressure; Computers; Electrocardiography; Electronics; Equipment Design; Female; Heart Rate; Humans; Linear Models; Male; Photoplethysmography; Pulse; Pulse Wave Analysis; Reproducibility of Results; Signal Processing, Computer-Assisted; Vascular Stiffness;
Journal_Title :
Biomedical Circuits and Systems, IEEE Transactions on
DOI :
10.1109/TBCAS.2011.2177835