Title :
Auscultatory Blood Pressure Measurement using HMMs
Author :
Wolff, Marcus ; Kordon, U. ; Husssein, H. ; Eichner, M. ; Hoffmann, Raik ; Tschope, C.
Author_Institution :
Lab. of Acousti. & Speech Commun., Tech. Univ. Dresden, Germany
Abstract :
This paper reports on a study of applying an HMM-based labeler along with a tailored feature extraction to Korotkoff sounds. These sounds can be heard through a stethoscope during the auscultatory blood pressure measurement usually done at medical practices. While this method works well when the patient is at rest, interfering noise from muscles and joints cause major problems when the subject is doing any activities like sports or fitness exercises. We propose a signal processing and classification method to overcome these difficulties and present first promising results.
Keywords :
biomedical equipment; blood pressure measurement; feature extraction; hidden Markov models; medical signal processing; signal classification; HMM-based labeler; Korotkoff sounds; auscultatory blood pressure measurement; feature extraction; fitness exercises; medical practices; signal classification method; signal processing; sports; stethoscope; Acoustic measurements; Arteries; Biomedical measurements; Biomedical signal processing; Blood pressure; Hidden Markov models; Muscles; Pressure measurement; Signal processing algorithms; Stethoscope; Bioengineering; Biomedical signal processing; HMM; Korotkoff sounds;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
DOI :
10.1109/ICASSP.2007.366702