Heart sound classification using wavelet transform and incremental self-organizing map

Digital Signal Processing: A Review Journal

Volumn 18, Issue 6, 2008, Pages 951-959

  Dokur, Zümray ^a   Ölmez, Tamer ^a  

^a ISTANBUL TECHNICAL UNIVERSITY   (Turkey)

Author keywords

Classification of heart sounds; Heart sound analysis; Incremental neural networks; Kohonen's SOM network; Segmentation of S1 S2 sounds; Wavelet transform

Indexed keywords

CARDIOLOGY; COMPUTER AIDED ANALYSIS; CONFORMAL MAPPING; DECISION MAKING; DISCRETE WAVELET TRANSFORMS; PERSONNEL TRAINING; SELF ORGANIZING MAPS; WAVELET TRANSFORMS;

CLASSIFICATION OF HEART SOUNDS; HEART SOUND ANALYSIS; INCREMENTAL NEURAL NETWORKS; KOHONEN'S SOM NETWORK; SEGMENTATION OF S1-S2 SOUNDS;

HEART;

EID: 50549087406     PISSN: 10512004     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.dsp.2008.06.001     Document Type: Article

References (32)

1. Debjais F., Durand L.G., Ouo Z., and Guarlo R. Time-frequency analysis of heart murmurs. Part II: Optimization of time-frequency representations and performance evaluation. Med. Biol. Eng. Comput. 35 (1997) 480-485
2. P.M. Bently, Time-frequency analysis of native and prosthetic heart valve sounds, PhD thesis, Electrical and Electronics Department, University of Edinburgh, 1996
3. T.S. Leung, P.R. White, W.B. Collis, E. Brown, A.P. Salmon, Acoustic diagnosis of heart diseases, in: Proceedings of the 3rd International Conference on Acoustical and Vibratory Surveillance Methods and Diagnostic Techniques, 1998, pp. 389-398
4. H. Yoshida, H. Shine, K. Yana, Instantaneous frequency analysis of systolic murmur for phonocardiogram, in: Proceedings of the 19th Annual International Conference of the IEEE-EMBS, 1997, pp. 1645-1647
5. Rangayyan R.M., and Lehner R.J. Phonocardiogram signal analysis: A review. Crit. Rev. Biomed. Eng. 15 3 (1987) 211-236
6. Maurice B., Rappaport E.E., Haward B., and Sprague M.D. The acoustic stethoscope and the electrical amplifying stethoscope and stethograph. Am. Heart J. 21 3 (1940) 257-318
7. Iwata A., Ishii N., Suzumura N., and Ikegaya K. Algorithm for detecting the first and the second heart sounds by spectral tracking. Med. Biol. Eng. Comput. 18 1 (1980) 19-26
8. W.W. Myint, B. Dillard, An electronic stethoscope with diagnosis capability, in: Proceedings of the 33rd IEEE Southeastern Symposium on System Theory, 2001
9. Lukkarinen S., Noponen A.-L., Sikio K., and Angerla A. A new phonocardiographic recording system. Comput. Cardiol. 24 (1997) 117-120
10. Haghighi-Mood A., and Torry J.N. A sub-band energy tracking algorithm for heart sound segmentation. Comput. Cardiol. (September 1995) 501-504
11. Liang H., Lukkarinen S., and Hartimo I. Heart sound segmentation algorithm based on heart sound envelogram. Comput. Cardiol. (1997) 105-108
12. H. Liang, S. Lukkarinen, I. Hartimo, A heart sound segmentation algorithm using wavelet decomposition and reconstruction, in: Proceedings of the 19th Annual International Conference of the IEEE EMBS, vol. 4, 1997, pp. 1630-1633
13. J.E. Hebden, J.N. Torry, Neural network and conventional classifiers to distinguish between first and second heart sounds, in: IEE Colloquium (Digest), 1996, pp. 3/1-3/6
14. Tovar-Corona B., and Torry J.N. Time-frequency representation of systolic murmurs using wavelets. Comput. Cardiol. (1998) 601-604
15. P.R. White, W.B. Collis, A.P. Salmon, Analysing heart murmurs using time-frequency methods, time-frequency and time-scale analysis, in: Proceedings of the IEEE-SP International Symposium, 1996, pp. 385-388
16. W. Yanjun, X. Jingping, Z. Yan, W. Jing, W. Bo, C. Jingzhi, Time-frequency analysis of the second heart sound signals, in: Proceedings of IEEE 17th Annual Conference Engineering in Medicine and Biology Society, vol. 1, 1995, pp. 131-132
17. Wang W., Guo Z., Yang J., Zhang Y., Durand L.G., and Loew M. Analysis of the first heart sound using the matching pursuit method. Med. Biol. Eng. Comput. 39 6 (2001) 644-648
18. H. Liang, I. Hartimo, A heart sound feature extraction algorithm based on wavelet decomposition and reconstruction, in: Proceedings of the 20th Annual International Conference of the IEEE EMBS, vol. 3, 1998, pp. 1539-1542
19. Sharif Z., Zainal M.S., Sha'ameri A.Z., and Salleh S.H.S. Analysis and classification of heart sounds and murmurs based on the instantaneous energy and frequency estimations. TENCON 2000. Proc. IEEE 2 (2000) 130-134
20. Andrisevic N., Ejaz K., Gutierrez F.R., and Flores R.A. Detection of heart murmurs using wavelet analysis and artificial neural networks. J. Biomech. Eng. 127 (2005) 899-904
21. Gupta C.N., Palaniappan R., Swaminathan S., and Krishnan S.M. Neural network classification of homomorphic segmented heart sounds. Appl. Soft Comput. 7 (2007) 286-297
22. Uguz H., Arslan A., and Turkoglu I. A biomedical system based on hidden Markov model for diagnosis of the heart valve diseases. Pattern Recogn. Lett. 28 (2007) 395-404
23. Comak E., Arslan A., and Turkoglu I. A decision support system based on support vector machines for diagnosis of the heart valve diseases. Comput. Biol. Med. 37 (2007) 21-27
24. Ubeyli E.D. ECG beats classification using multiclass support vector machines with error correcting output codes. Digital Signal Process. 17 3 (2007) 675-684
25. Dokur Z., and Ölmez T. Feature determination for heart sounds based on divergence analysis. Digital Signal Process. (2008) 10.1016/j.dsp.2007.11.003
26. Poornachandra S. Wavelet-based denoising using subband dependent threshold for ECG signals. Digital Signal Process. 18 1 (2008) 49-55
27. Al-Shrouf A., Abo-Zahhad M., and Ahmed S.M. A novel compression algorithm for electrocardiogram signals based on the linear prediction of the wavelet coefficients. Digital Signal Process. 13 4 (2003) 604-622
28. Singh B.N., and Tiwari A.K. Optimal selection of wavelet basis function applied to ECG signal denoising. Digital Signal Process. 16 3 (2006) 275-287
29. Kohonen T. Self-Organization and Associative Memory (1988), Springer-Verlag, Berlin
30. http://www.bioscience.org/atlases/heart/sound/sound.htm
31. Novey D.W., Pencak M., and Stang J.M. The Guide to Heart Sounds: Normal and Abnormal (1988), CRC Press, Boca Raton, FL
32. Cohen A. Biomedical Signal Processing, vol. II (1986), CRC Press, Boca Raton, FL pp. 75-79