Detection of heart murmurs using wavelet analysis and artificial neural networks

Journal of Biomechanical Engineering

Volumn 127, Issue 6, 2005, Pages 899-904

  Andrisevic, Nicholas ^a   Ejaz, Khaled ^a   Rios Gutierrez, Fernando ^a   Alba Flores, Rocio ^a   Nordehn, Glenn ^b   Burns, Stanley ^a  

^a UNIVERSITY OF MINNESOTA DULUTH   (United States)

^b UNIVERSITY OF MINNESOTA MEDICAL SCHOOL   (United States)

Author keywords

Artificial Neural Networks; Cardiovascular; Digital Image Processing; Heart Murmur; Medical Diagnostic Device; Wavelet Packet Analysis

Indexed keywords

ALGORITHMS; CARDIOLOGY; HEART VALVE PROSTHESES; IMAGE PROCESSING; MEDICAL APPLICATIONS; MEDICAL IMAGING; NEURAL NETWORKS; WAVELET TRANSFORMS;

CARDIOVASCULAR; HEART MURMUR; MEDICAL DIAGNOSTIC DEVICE; WAVELET PACKET ANALYSIS;

BIOMEDICAL ENGINEERING;

ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; COMPUTER ANALYSIS; COMPUTER PROGRAM; DEVICE; DIAGNOSTIC ACCURACY; DIAGNOSTIC TEST; DISEASE CLASSIFICATION; HEART AUSCULTATION; HEART MURMUR; HEART SOUND; PRIMARY HEALTH CARE; PRINCIPAL COMPONENT ANALYSIS; SENSITIVITY AND SPECIFICITY; TECHNIQUE; WAVELET PACKET ANALYSIS;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; DIAGNOSIS, COMPUTER-ASSISTED; HEART AUSCULTATION; HEART MURMURS; HUMANS; NEURAL NETWORKS (COMPUTER); PATTERN RECOGNITION, AUTOMATED; PRINCIPAL COMPONENT ANALYSIS; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SIGNAL PROCESSING, COMPUTER-ASSISTED; SOUND SPECTROGRAPHY;

EID: 27444437211     PISSN: 01480731     EISSN: None     Source Type: Journal    
DOI: 10.1115/1.2049327     Document Type: Article

References (34)

1. American Heart Association, 2005, "Heart Disease and Stroke Statistics-2005 Update," American Heart Association, Dallas, TX. http://www.amhrt.org/presenter.jhtml?identifier=3000090
2. Pearson T. A., et al., 2002, "AHA Guidelines for Primary Prevention of Cardiovascular Disease and Stroke: 2002 Update," Circulation, 106, pp. 388-391.
3. Bonow, R. O., et al., 1998, "ACC/AHA Task Force Report," J. Am. Coll. Cardiol., 32(5), pp. 1486-1588.
4. Mangione, S., and Nieman, L. Z., 1997, "Cardiac Auscultatory Skills of Internal Medicine and Family Practice Trainee," J. Am. Med. Assoc., 278, pp. 717-722.
5. Lembo, N. J., Dell'Italia, L. J., Crawford, M. H., O'Rourke, R. A., 1988, "Bedside Diagnosis of Systolic Murmurs," N. Engl. J. Med., 318(24), pp. 1572-1578.
6. Roldan, C. A., Shively, B. K., and Crawford, M. H., 1996, "Value of the Cardiovascular Physical Examination for Detecting Valvular Heart Disease in Asymptomatic Subjects," Am. J. Cardiol., 77(15), pp. 1327-1331.
7. Braunwald, E., 2001, Heart Disease: A Textbook of Cardiovascular Medicine, 6th ed., edited by E. Braunwald et al., W. B. Saunders, Philadelphia, PI.
8. Etchells, E., Bell, C., and Robb, K., 1997, "Does this Patient have an Abnormal Systolic Murmur?" J. Am. Med. Assoc., 277, pp. 564-571.
9. Shub, C., 2003, "Echocardiography or Auscultation? How to Evaluate Systolic Murmurs," Can. Fam. Physician, 49, pp. 163-167.
10. th Annual Rocky Mountain Bioengineering Symposium, Biomedical Sciences Instrumentation, The Instrumentation, Systems, and Automation Society (ISA), Copper Mountain, CO, 38, pp. 59-70.
11. Fritzson, P., Reed, N. E., and Reed, T. R., 2001, "The Analysis of Heart Sounds for Symptom Detection and Machine-Aided Diagnosis," Proceedings of EUROSIM 2001, Delft, The Netherlands, pp. 38-45.
12. Zervakis, M. E., Kwon, T. M., and Yang, J. S., 1995, " Multiresolution Image Restoration in the Wavelet Domain," IEEE Trans. Circuits Syst., II: Analog Digital Signal Process., 42(9), pp. 578-591.
13. Sava, H. P., and McDonnell, J. T. E., 1996, "Spectral Composition of Heart Sounds Before and After Mechanical Heart Valve Implantation Using a MBFBM Method," IEEE Trans. Biomed. Eng., 43(7), pp. 734-742.
14. Durand, L. G., Guo, Z., Sabbah, H. N., and Stein, P. D., 1993, "Comparison of Spectral Techniques for Computer-Assisted Classification of Spectra of Heart Sounds in Patients with Porcine Bioprosthetic Valves," Med. Biol. Eng. Comput., 31(3), pp. 229-236.
15. DeGroff, C. G., Bhatikar, S., Hertzberg, J., Shandas, R., Valdes-Cruz, L., and Mahajan, R. L., 2001, "Artificial Neural Network-Based Method of Screening Heart Murmurs in Children," Circulation, 103(22), pp. 2711-2716.
16. Digital.WAV Recordings of Heart Sounds, Synapse Publishing Inc. Heart Sound Database. Retrieved 2004 from: http://www.medlib.com/spi/coolstuff2.htm
17. Digital.WAV Recording of Heart Sounds, 2000, "The Cardiac Exam: Auscultation", Case Western Reserve University, Retrieved 2004 from: http://home.cwru.edu/~dck3/heart/listen.html#Heart%20Sounds
18. Liang, H., Lukkarinen, S., and Hartimo, I., 1997, "Heart Sound Segmentation Algorithm Based on Heart Sound Envelogram," Comput. Cardiol. pp. 105-108.
19. Oskiper, T., and Watrous, R., 2002, "Results on the Time-Frequency Characterization of the First Heart Sound in Normal Man," Proceedings of the Second Joint EMBS/BMES Conference, 1, pp. 126-127.
20. Abdel-Alim, O., Hamdy, N., and El-Hanjouri, M. A., 2002, "Heart Diseases Diagnosis Using Heart Sounds," Proceedings of the Nineteenth National Radio Science Conference, (NRSC), pp. 634-640.
21. Graps, A. L., 1995, "An Introduction to Wavelets," IEEE Comput. Sci. Eng., 2(2), pp. 50-61.
22. Gonzalez, R. C., and Woods, R. E., 2002, Digital Image Processing, 2nd ed., Prentice Hall.
23. Huiying, L., Sakari, L., and Iiro, H., 1997, "A Heart Sound Segmentation Algorithm Using Wavelet Decomposition and Reconstruction," Proceedings of the 19th Annual International Conference of the IEEE/EMBS, 4(30), pp. 1630-1633.
24. Turkoglu, I, and Arslan, A., 2001, "An Intelligent Pattern Recognition System Based on Neural Network and Wavelet Decomposition for Interpretation of Heart Sounds," Proceedings of the 23rd Annual International Conference of the IEEE and Engineering in Medicine and Biology Society, 2, pp. 1747-1750.
25. Hudson, D. L., and Cohen, M. E., 2000, Neural Networks and Artificial Intelligence for Biomedical Engineering, Wiley-IEEE Press, Indianapolis, IN.
26. Belge, M., Kilmer, M. E., and Miller, E. L., 2000, "Wavelet Domain Image Restoration with Adaptive Edge-Preserving Regularity," IEEE Trans. Image Process., 9(4), pp. 597-608.
27. Polikar, R., 2003, "The Wavelet Tutorial," Science Magazine-NetWatch, 300(5621), pp. 873. http://users.rowan.edu/~polikar/WAVELETS/ WTtutorial.html
28. Lin, S., Rohde, G. K., and Aldroubi, A., 1998, "Wavelet Denoising of Epicardial Fluorescence Imaging," Proceedings of SPIE Symposium on Wavelet Applications in Signal and Imaging Processing IV, A. F. Laine, M. A. Unser, A. Aldroubi, eds., 3458, pp. 267-273.
29. Jain, A. K., Duin, R. P. W., and Mao, J., 2000, "Statistical Pattern Recognition: A Review," IEEE Trans. Pattern Anal. Mach. Intell., 2, pp. 4-37.
30. Stasis, A. C., Loukis, E. N., Pavlopoulos, S. A., and Koutsouris, D., 2003, "Using Decision Tree Algorithms as a Basis for a Heart Sound Diagnosis Decision Support System," 4th International IEEE EMBS Special Topic Conference on Information Technology Applications in Biomedicine, IEEE Press, pp. 354-357.
31. Akay, M., 2000, Nonlinear Biomedical Signal Processing, 1, Wiley-IEEE Press, New York, NY.
32. Oskiper, T., and Watrous, R., 2002, "Detection of the First Heart Sound Using a Time-Delay Neural Network," Comput. Cardiol., 29, pp. 537-540.
33. Jang, J. S. R., Sun, C. T., and Mizutani, E., 1997, Neuro-Fuzzy and Soft Computing, Prentice Hall.
34. The MathWorks, Inc., 2004, "Documentation for MathWorks Products, Release 14," http://www.mathworks.com/access/helpdesk/help/helpdesk.html. Natick, MA.