IJBBB 2014 Vol.4(5): 318-321 ISSN: 2010-3638
DOI: 10.7763/IJBBB.2014.V4.362
DOI: 10.7763/IJBBB.2014.V4.362
Multidimensional Feature Extraction Based on Timbre Model for Heart Sound Analysis
Hai-Yang Wang, Guang-Pei Li, Bin-Bin Fu, Jun Huang, and Ming-Chui Dong
Abstract—Cardiovascular diseases (CVDs) are currently the
leading cause of deaths worldwide. The traditional auscultation
is cost-effective and time-saving for the public to diagnose
CVDs early. While many approaches in analysis of the heart
sound (HS) signal from auscultation have been utilized
successfully, few studies are focused on acoustic perspective to
interpret the HS signal. This paper creatively proposes a
multidimensional feature extraction technique based on timbre
model to interpret HS, which stems from clinical diagnostic
basis and medical knowledge. The extracted features have three
dimensions, including spectral centroid (SC), log attack time
(LT) and temporal centroid (TC). The simulation experiments
indicate that the proposed method is promising in HS feature
extraction and the later CVD diagnosis.
Index Terms—Acoustics, feature extraction, Hilbert transform, spectral centroid, temporal centroid.
Hai-Yang Wang, Guang-Pei Li, Bin-Bin Fu, Jun Huang, and Ming-Chui Dong are with the Electrical and Computer Department, Faculty of Science and Technology, University of Macau, Macau S.A.R., China (e-mail: dylanchriswang@hotmail.com, lee.gp@foxmail.com, ariespleo51@gmail.com, hjwongzeon@gmail.com, mcdong@umac.mo).
Index Terms—Acoustics, feature extraction, Hilbert transform, spectral centroid, temporal centroid.
Hai-Yang Wang, Guang-Pei Li, Bin-Bin Fu, Jun Huang, and Ming-Chui Dong are with the Electrical and Computer Department, Faculty of Science and Technology, University of Macau, Macau S.A.R., China (e-mail: dylanchriswang@hotmail.com, lee.gp@foxmail.com, ariespleo51@gmail.com, hjwongzeon@gmail.com, mcdong@umac.mo).
Cite: Hai-Yang Wang, Guang-Pei Li, Bin-Bin Fu, Jun Huang, and Ming-Chui Dong, "Multidimensional Feature Extraction Based on Timbre Model for Heart Sound Analysis," International Journal of Bioscience, Biochemistry and Bioinformatics vol. 4, no. 5, pp. 318-321, 2014.
General Information
ISSN: 2010-3638 (Online)
Abbreviated Title: Int. J. Biosci. Biochem. Bioinform.
Frequency: Quarterly
DOI: 10.17706/IJBBB
Editor-in-Chief: Prof. Ebtisam Heikal
Abstracting/ Indexing: Electronic Journals Library, Chemical Abstracts Services (CAS), Engineering & Technology Digital Library, Google Scholar, and ProQuest.
E-mail: ijbbb@iap.org
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