DocumentCode :
140935
Title :
Noninvasive blood pressure and the second heart sound analysis
Author :
Castro, A. ; Mattos, Sandra S. ; Coimbra, M.T.
Author_Institution :
Fac. de Eng., Univ. do Porto, Porto, Portugal
fYear :
2014
fDate :
26-30 Aug. 2014
Firstpage :
5494
Lastpage :
5497
Abstract :
Heart sound characteristics are linked to blood pressure, and its interpretation is important for detection of cardiovascular disease. In this study, heart sounds´ auscultation, acquired from children patients (27 patients, 10.2±3.9 years, 35.7±20.8 kg, 132.3±25.5 cm), were automatically segmented to extract the two main components: the first sound (S1) and the second sound (S2). Following, a set of time, frequency, and wavelet based features, were extracted from the S2, and analyzed in relation to the noninvasive cuff-based measures of blood pressure (mean blood pressure of 78±8.8 mmHg). A multivariate regression analysis was performed for each S2 feature set to determine which features better related to the blood pressure measurements. The best results, in the leave-one-out evaluation, were obtained using the frequency features set, with a MAE of 6.08 mmHg, a MAPE of 7.85%, and a ME of 0.31 mmHg, in the estimation of the mean blood pressure.
Keywords :
blood pressure measurement; cardiovascular system; diseases; patient diagnosis; regression analysis; cardiovascular disease; heart sounds auscultation; leave-one-out evaluation; multivariate regression analysis; noninvasive blood pressure analysis; second heart sound analysis; wavelet based features; Biomedical monitoring; Blood pressure; Feature extraction; Heart; Monitoring; Pressure measurement; Time-frequency analysis;
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.2014.6944870
Filename :
6944870
Link To Document :
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