Segmentation of heart sounds based on dynamic clustering

Biomedical Signal Processing and Control

Volumn 7, Issue 5, 2012, Pages 509-516

  Tang, Hong ^a   Li, Ting ^a,b   Qiu, Tianshuang ^a   Park, Yongwan ^c  

^a DALIAN UNIVERSITY OF TECHNOLOGY   (China)

^b DALIAN NATIONALITIES UNIVERSITY   (China)

^c Yeungnam University   (South Korea)

Author keywords

Cycle detection; Density function; Dynamic clustering; Heart sound; Segmentation

Indexed keywords

ATOMS; CARDIOLOGY; IMAGE SEGMENTATION; PROBABILITY DENSITY FUNCTION;

CYCLE DETECTION; DYNAMIC CLUSTERING; HEART SOUND SIGNAL; HEART SOUNDS; INSTANTANEOUS CYCLE FREQUENCIES; SEGMENTATION OF HEART SOUNDS; SEGMENTATION SCHEME; TIME FREQUENCY DOMAIN;

HEART;

AORTA STENOSIS; AORTA VALVE REGURGITATION; ARTICLE; ATOM; CLINICAL ARTICLE; CLUSTER ANALYSIS; COMPUTER SIMULATION; CONTROLLED STUDY; DENSITY; DENSITY FUNCTIONAL THEORY; DIASTOLE; HEART CYCLE; HEART MURMUR; HEART SOUND; HUMAN; MITRAL VALVE REGURGITATION; MITRAL VALVE STENOSIS; NUCLEAR ENERGY; PHONOCARDIOGRAPHY; PRIORITY JOURNAL; PULMONARY VALVE STENOSIS; SYSTOLE; TRICUSPID VALVE REGURGITATION;

EID: 84863715646     PISSN: 17468094     EISSN: 17468108     Source Type: Journal    
DOI: 10.1016/j.bspc.2011.09.002     Document Type: Article

References (29)

1. M.B. Malarvili, I. Kamarulafizam, S. Hussain, and D. Helmi Heart sound segmentation algorithm based on instantaneous energy of electrocardiogram IEEE Computers in Cardiology 30 2003 327 330
2. M.W. Groch, J.R. Domnanovich, and W.D. Erwin A new heart-sounds gating devices for medical imaging IEEE Transactions on Biomedical Engineering 39 1992 307 310
3. R.J. Lehner, and R.M. Rangayyan A three-channel microcomputer system segmentation and characterization of the phonocardiogram IEEE Transactions on Biomedical Engineering 34 1987 485 489
4. A. Iwata, N. Ishii, and N. Suzamura Algorithm for detecting the first and the second heart sounds by spectral tracking Medical & Biology Engineering & Computer 1 1980 19 36
5. H. Liang, S. Lukkarinen, and I. Hartimo Heart sound segmentation algorithm based on heart sound envelogram IEEE Computers in Cardiology 24 1997 105 108
6. J. Vepa, P. Tolay, and A. Jain Segmentation of heart sounds using simplicity features and timing information IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) 2008 469 472
7. S. Ari, and G. Saha On a robust algorithm for heart sound segmentation Journal of Mechanics in Medicine and Biology 7 2 2007 129 150
8. Z. Dokur, and T. Olmez Feature determination for heart sounds based on divergence analysis Digital Signal Processing 19 2009 521 531
9. Z. Dokur, and T. Olmez Heart sound classification using wavelet transform and incremental self-organizing map Digital Signal Processing 18 2008 951 959
10. D. Kumar, P. Carvalho, M. Antunes, J. henriques, L. Eugenio, R. Schmidt, and J. Habetha Detection of S1 and S2 heart sounds by high frequency signatures Proceedings of 28th IEEE EMBS Annual International Conference New York, USA, August 30-September 3 2006 1410 1416 (Pubitemid 46520138)
11. Y.J. Chung Classification of continuous heart sound signals using the ergodic hidden Markov Model Third Iberian Conference on Pattern Recognition and Image Analysis Girona, Spain, June 6-8 2007 563 570 proceedings part I
12. J. Xu, L. Durand, and P. Pibarot Nonlinear transient chirp signal modeling of the aortic and pulmonary components of the second heart sound IEEE Transactions on Biomedical Engineering 47 7 2000 1328 1335
13. J. Xu, L. Durand, and P. Pibarot Extraction of the aortic and pulmonary components of the second heart sound using a nonlinear transient chirp signal model IEEE Transactions on Biomedical Engineering 48 3 2001 277 283 (Pubitemid 32249575)
14. A. Baykal, Y. Ziya Ider, and H. Koymen Distribution of aortic mechanical prosthetic valve closure sound model parameters on the surface of the chest IEEE Transactions on Biomedical Engineering 42 4 1995 358 370
15. H. Koymen, B.K. Altay, and Y.Z. Ider A study of prosthetic heart valve sounds IEEE Transactions on Biomedical Engineering 34 11 1987 853 863
16. H.P. Sava, and J.T.E. McDonnell Modified forward-backward overdetermined Prony's method and its application in modelling heart sounds IEE Proceedings: Vision Image and Signal Processing 142 6 1995 375 380
17. T.S. Leung, P.R. White, and W.B. Cook Analysis of the second heart sound for diagnosis of paediatric heart disease IEE Proceedings: Science, Measurement and Technology 145 6 1998 285 290 (Pubitemid 128727732)
18. A.M. Yip, C. Ding, and T.F. Chan Dyanmic cluster formation using level set methods IEEE Transactions on Pattern Analysis and Machine Intelligence 28 6 2006 877 889
19. S.M. Debbal, and F. Bereksi-Reguig Computerized heart sounds analysis Computers in Biology and Medicine 38 2008 263 280
20. M. El-Segaier, O. Lilja, S. Lukkarinen, L. Sornmo, R. Sepponenen, and E. Pesonen Computer-based on detection and analysis of heart sound and murmur Annals of Biomedical Engineering 33 7 2005 937 942 (Pubitemid 40997681)
21. Cardiology, Division of Medicine and Therapeutics, Ninewells Hospital & Medical School Dundee. Available from: http://www.dundee.ac.uk/medther/ Cardiology/ (28.04.10).
22. Medstudents' Heart sounds. Available from: http://www.medstudents.com.br/ cardio/heartsounds/heartsou.htm (10.10.09).
23. Heart Sounds and Murmurs. Available from: http://www.texasheart.org/ education/cme/explore/events/eventdetail -5469.cfm (10.10.09).
24. Demonstrations: Heart Sounds & Murmurs. Available from: http://depts.washington.edu/physdx/heart/demo.html (10.10.09).
25. The Cardiac Exam: Auscultation. Available from: http://filer.case.edu/ dck3/heart/listen.html (10.10.09).
26. Cardiac Auscultation of Heart Murmurs. Available from: http://www.egeneralmedical.com/listohearmur.html (07.07.11).
27. W.A. Gardner Measurement of spectral correlation IEEE Transaction Acoustics, Speech and Signal Processing 34 5 1986 1111 1123
28. H. Tang, T. Li, and T. Qiu Noise and disturbance reduction for heart sounds in the cycle frequency domain based on non-linear time scaling IEEE Transactions on Biomedical Engineering 57 2 2010 325 334
29. H. Tang, T. Li, T. Qiu, and Y. Park Separation of heart sound signal from noise in joint cycle frequency-time-frequency domain based on fuzzy detection IEEE Transactions on Biomedical Engineering 57 10 2010 2438 2447