Discrete wavelet-aided delineation of PCG signal events via analysis of an area curve length-based decision statistic

Cardiovascular Engineering

Volumn 10, Issue 4, 2010, Pages 218-234

  Homaeinezhad, M R ^a   Atyabi, S A ^a   Daneshvar, E ^a   Ghaffari, A ^a   Tahmasebi, M ^b  

^a K N TOOSI UNIVERSITY OF TECHNOLOGY   (Iran)

^b Holy City Qom   (Iran)

Author keywords

Area; Curve length; Discrete wavelet transform; Electronic stethoscope; False alarm probability; Neyman pearson hypothesis test; PCG sounds detection delineation

Indexed keywords

ACCURACY; ARTICLE; CLASSIFIER; COMPUTER ANALYSIS; COMPUTER PROGRAM; CONTROLLED STUDY; CORONARY ARTERY OBSTRUCTION; FALSE NEGATIVE RESULT; FALSE POSITIVE RESULT; HEART FAILURE; HEART MURMUR; HEART SOUND; HEART VALVE REGURGITATION; HEART VENTRICLE SEPTUM DEFECT; HISTOGRAM; MATHEMATICAL ANALYSIS; PHONOCARDIOGRAPHY; PROBABILITY; SIGNAL PROCESSING; STETHOSCOPE;

ALGORITHMS; HEART AUSCULTATION; HEART MURMURS; HEART SOUNDS; HUMANS; MODELS, CARDIOVASCULAR; PHONOCARDIOGRAPHY; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 79952694324     PISSN: 15678822     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10558-010-9110-3     Document Type: Article

References (30)

1. Ahlstrom C, Lanne T, Ask P, Johansson A. A method for accurate localization of the first heart sound and possible applications. Physiol Meas. 2008;29:417-28. (Pubitemid 351423050)
2. Ari S, Saha G. In search of an optimization technique for artificial neural network to classify abnormal heart sounds. Appl Soft Comput. 2009;9:330-40.
3. Babaei S, Geranmayeh A. Heart sound reproduction based on neural network classification of cardiac valve disorders using wavelet transforms of PCG signals. Comput Biol Med. 2009;39:8-15.
4. Cherif LH, Debbal SM, Bereksi-Reguig F. Choice of the wavelet analyzing in the phonocardiogram signal analysis using the discrete and the packet wavelet transform. Expert Syst Appl. 2010;37:913-8.
5. Choi S. Detection of valvular heart disorders using wavelet packet decomposition and support vector machine. Expert Syst Appl. 2008;35:1679-87.
6. Choi S, Jiang Z. Comparison of envelope extraction algorithms for cardiac sound signal segmentation. Expert Syst Appl. 2008;34:1056-69. (Pubitemid 350117476)
7. Choi S, Jiang Z. Cardiac sound murmurs classification with autoregressive spectral analysis and multi-support vector machine technique. Comput Biol Med. 2010;40:8-20.
8. Columbus Technical College. Nursing student heart sound database. http://www.ctcadn.com/heartsounds; 2010.
9. Debbal SM, Bereksi-Reguig F. Time-frequency analysis of the first and the second heartbeat sounds. Appl Math Comput. 2007a; 184:1041-52. (Pubitemid 46176157)
10. Debbal SM, Bereksi-Reguig F. Automatic measure of the split in the second cardiac sound by using the wavelet transform technique. Comput Biol Med. 2007b;37:269-76. (Pubitemid 46048781)
11. Dokur Z, Ölmez T. Heart sound classification using wavelet transform and incremental self-organizing map. Digit Signal Process. 2008;18:951-9.
12. Dokur Z, Ölmez T. Feature determination for heart sounds based on divergence analysis. Digit Signal Process. 2009;19:521-31.
13. Fliege NJ. Multirate digital signal processing: multirate systems - filter banks - wavelets. NJ: Wiley; 1994.
14. Ghaffari A, Homaeinezhad MR, Atarod M, Akraminia M. Parallel processing of ecg and blood pressure waveforms for detection of acute hypotensive episodes: a simulation study using a risk scoring model. Computer methods in biomechanics and biomedical engineering. Taylor & Francis Publishing; 2010 (in press).
15. Ghaffari A, Homaeinezhad MR, Khazraee M, Daevaeiha M. Segmentation of holter ECG waves via analysis of a discrete wavelet-derived multiple skewness-kurtosis based metric. Ann Biomed Eng. 2010;38(4):1497-510.
16. Gray RM, Davisson LD. An introduction to statistical signal processing. Cambridge: Cambridge University Press; 2007.
17. Gupta CN, Palaniappan R, Swaminathan S, Krishnan SM. Neural network classification of homomorphic segmented heart sounds. Appl Soft Comput. 2007;7:286-97. (Pubitemid 44739433)
18. Hadjileontiadis LJ, Panas SM. A wavelet-based reduction of heart sound noise from lung sounds. Int J Med Inform. 1998;52:183-90.
19. Jin F, Sattar F, Goh DYT. A filter bank-based source extraction algorithm for heart sound removal in respiratory sounds. Comput Biol Med. 2009;39:768-77.
20. Kumar D, Carvalho P, Antunes M, Henriques J, SaeMelo A, Schmidt R, Habeth J. Third heart sound detection using wavelet transform-simplicity filter. In: Proceedings of the 29th annual international conference of the IEEE EMBS. Lyon, France; 23-26 Aug 2007.
21. Libby P, Bonow RO, Mann DL, Zipes DP. Braunwald's heart disease: a textbook of cardiovascular medicine, 8th ed. Saunders; 2007.
22. Mallet S. A wavelet tour of signal processing. London: Academic Press; 1999.
23. Montgomery DC, Runger GC. Applied statistics and probability for engineers. 3rd ed. NJ: Wiley; 2003.
24. Nigam V, Priemer R. Accessing heart dynamics to estimate durations of heart sounds. Physiol Meas. 2005;26:1005-18. (Pubitemid 41744558)
25. Sengur A. An expert system based on principal component analysis, artificial immune system and fuzzy k-NN for diagnosis of valvular heart diseases. Comput Biol Med. 2008a;38:329-38.
26. Sengur A. An expert system based on linear discriminant analysis and adaptive neuro-fuzzy inference system to diagnosis heart valve diseases. Expert Syst Appl. 2008b;35:214-22.
27. Sepehri AA, Gharehbaghi A, Dutoit T, Kocharian A, Kiani A. A novel method for pediatric heart sound segmentation without using the ECG. Comput Methods Programs Biomed. 2010;99(1):43-8.
28. Sepehri AA, Hancq J, Dutoit T, Gharehbaghi A, Kocharian A, Kiani A. Computerized screening of children congenital heart diseases. Comput Methods Programs Biomed. 2008;92:186-92.
29. Uguz H, Arslan A, Saracoglu R, Turkoglu I. Detection of heart valve diseases by using fuzzy discrete hidden Markov model. Expert Syst Appl. 2008;34:2799-811. (Pubitemid 351173785)
30. Yana Z, Jiang Z, Miyamoto A, Wei Y. The moment segmentation analysis of heart sound pattern. Comput Methods Programs Biomed. 2010;98(2):140-50.