DocumentCode
3186354
Title
Estimation of instantaneous frequency from empirical mode decomposition on respiratory sounds analysis
Author
Lozano, Manuel ; Fiz, Jose A. ; Jane, Raimon
Author_Institution
Innovation Group at Fundacio Inst. d´Investigacio en Cienc. de la Salut Germans Trias i Pujol (IGTP), Badalona, Spain
fYear
2013
fDate
3-7 July 2013
Firstpage
981
Lastpage
984
Abstract
Instantaneous frequency (IF) calculated by empirical mode decomposition (EMD) provides a novel approach to analyze respiratory sounds (RS). Traditionally, RS have been analyzed using classical time-frequency distributions, such as short-time Fourier transform (STFT) or wavelet transform (WT). However, EMD has become a powerful tool for nonlinear and non-stationary data analysis. IF estimated by EMD has two major advantages: its high temporal resolution and the fact that a priori knowledge of the signal characteristics is not required. In this study, we have estimated IF by EMD on real RS signals in order to identify continuous adventitious sounds (CAS), such as wheezes, within inspiratory sounds cycles. We show that there are differences in IF distribution among frequency scales of RS signal when CAS are within RS. Therefore, a new method for RS analysis and classification may be developed by combining both EMD and IF.
Keywords
bioelectric potentials; lung; medical signal detection; medical signal processing; pneumodynamics; continuous adventitious sound; empirical mode decomposition; inspiratory sound cycle; instantaneous frequency calculation; instantaneous frequency estimation; nonlinear data analysis; nonstationary data analysis; priori knowledge; respirator sound signal classification; respiratory sound signal analysis; short-time Fourier transform; temporal resolution; time-frequency distribution; wavelet transform; wheeze detection; Data analysis; Empirical mode decomposition; Estimation; Frequency estimation; Lungs; Time-frequency analysis; Algorithms; Humans; Respiratory Sounds; Signal Processing, Computer-Assisted;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location
Osaka
ISSN
1557-170X
Type
conf
DOI
10.1109/EMBC.2013.6609667
Filename
6609667
Link To Document