Heart Sounds Separation From Lung Sounds Using Independent Component Analysis

TitleHeart Sounds Separation From Lung Sounds Using Independent Component Analysis
Publication TypeConference Paper
Year of Publication2005
AuthorsPourazad, M. T., Z. Moussavi, F. Farahmand, and R. K. Ward
Conference NameEngineering in Medicine and Biology Society, 2005. IEEE-EMBS 2005. 27th Annual International Conference of the
Pagination2736 -2739
Date Publishedjan.
Keywordsbioacoustics, breathing, cardiology, Fourier transforms, heart beat, heart sound separation, independent component analysis, inverse short time Fourier transform, lung, lung sounds, medical signal processing, pneumodynamics, signal reconstruction, source separation, spectrograms, time domain signal reconstruction, time-domain analysis
Abstract

Heart beat is an unavoidable source of interference during lung sound recording. This disturbance is more significant at low and medium breathing flow rates. Removing heart sounds (HS) from lung sound recordings or vice versa is a challenging task but of great interest for respiratory specialists and cardiologists. In this study, to separate the two signals, a novel HS separation method based on independent component analysis (ICA) is developed. This method applies an ICA algorithm to the spectrograms of two simultaneous lung sound recordings obtained at two different locations on the chest and yields the independent spectrograms of the separated signals. Then, by implementing the inverse short time Fourier transform (ISTFT), the separated signals are reconstructed in the time domain. The method was applied to data of two healthy subjects. Analysis of the results as well as subjective inspections indicate the efficiency of the proposed method in terms of HS separation from lung sounds

URLhttp://dx.doi.org/10.1109/IEMBS.2005.1617037
DOI10.1109/IEMBS.2005.1617037

a place of mind, The University of British Columbia

Electrical and Computer Engineering
2332 Main Mall
Vancouver, BC Canada V6T 1Z4
Tel +1.604.822.2872
Fax +1.604.822.5949
Email:

Emergency Procedures | Accessibility | Contact UBC | © Copyright 2021 The University of British Columbia