DocumentCode
838696
Title
A robust method for heart sounds localization using lung sounds entropy
Author
Yadollahi, Azadeh ; Moussavi, Zahra M K
Author_Institution
Dept. of Electr. Eng., Sharif Univ. of Technol., Tehran, Iran
Volume
53
Issue
3
fYear
2006
fDate
3/1/2006 12:00:00 AM
Firstpage
497
Lastpage
502
Abstract
Heart sounds are the main unavoidable interference in lung sound recording and analysis. Hence, several techniques have been developed to reduce or cancel heart sounds (HS) from lung sound records. The first step in most HS cancellation techniques is to detect the segments including HS. This paper proposes a novel method for HS localization using entropy of the lung sounds. We investigated both Shannon and Renyi entropies and the results of the method using Shannon entropy were superior. Another HS localization method based on multiresolution product of lung sounds wavelet coefficients adopted from was also implemented for comparison. The methods were tested on data from 6 healthy subjects recorded at low (7.5 ml/s/kg) and medium (15 ml/s/kg) flow rates. The error of entropy-based method using Shannon entropy was found to be 0.1 ± 0.4% and 1.0 ± 0.7% at low and medium flow rates, respectively, which is significantly lower than that of multiresolution product method and those of other methods reported in previous studies. The proposed method is fully automated and detects HS included segments in a completely unsupervised manner.
Keywords
acoustic signal processing; bioacoustics; cardiology; entropy; lung; medical signal processing; Renyi entropy; Shannon entropy; heart sound cancellation; heart sounds localization; lung sounds entropy; wavelet coefficients; Energy resolution; Entropy; Frequency; Heart; Interference; Lungs; Noise reduction; Robustness; Signal resolution; Wavelet coefficients; Entropy; heart sounds localization; lung sounds; multiresolution product; wavelet; Adult; Artifacts; Diagnosis, Computer-Assisted; Female; Heart; Heart Sounds; Humans; Lung; Male; Reproducibility of Results; Respiratory Sounds; Sensitivity and Specificity; Sound Spectrography;
fLanguage
English
Journal_Title
Biomedical Engineering, IEEE Transactions on
Publisher
ieee
ISSN
0018-9294
Type
jour
DOI
10.1109/TBME.2005.869789
Filename
1597500
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