Literature DB >> 17282806

Heart sounds separation from lung sounds using independent component analysis.

M Pourazad1, Z Moussavi, F Farahmand, R Ward.   

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.

Year:  2005        PMID: 17282806     DOI: 10.1109/IEMBS.2005.1617037

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  4 in total

Review 1.  The electronic stethoscope.

Authors:  Shuang Leng; Ru San Tan; Kevin Tshun Chuan Chai; Chao Wang; Dhanjoo Ghista; Liang Zhong
Journal:  Biomed Eng Online       Date:  2015-07-10       Impact factor: 2.819

2.  Performance evaluation of heart sound cancellation in FPGA hardware implementation for electronic stethoscope.

Authors:  Chun-Tang Chao; Nopadon Maneetien; Chi-Jo Wang; Juing-Shian Chiou
Journal:  ScientificWorldJournal       Date:  2014-03-25

3.  Use of Wavelet Transform to Detect Compensated and Decompensated Stages in the Congestive Heart Failure Patient.

Authors:  Pratibha Sharma; Kimberly Newman; Carlin S Long; A J Gasiewski; Frank Barnes
Journal:  Biosensors (Basel)       Date:  2017-09-20

4.  Precision wearable accelerometer contact microphones for longitudinal monitoring of mechano-acoustic cardiopulmonary signals.

Authors:  Pranav Gupta; Mohammad J Moghimi; Yaesuk Jeong; Divya Gupta; Omer T Inan; Farrokh Ayazi
Journal:  NPJ Digit Med       Date:  2020-02-12
  4 in total

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