QRS complex detection based on multi wavelet packet decomposition

Applied Mathematics and Computation

Volumn 217, Issue 23, 2011, Pages 9508-9525

  Chouakri, S A ^a   Bereksi Reguig, F ^b   Taleb Ahmed, A ^c  

^a UNIVERSITY OF SIDI BEL ABBES   (Algeria)

^b UNIVERSITY OF TLEMCEN   (Algeria)

^c UNIVERSITÉ DE VALENCIENNES   (France)

Author keywords

ECG signal; Histogram; QRS complex; Wavelet packet transform

Indexed keywords

COMPLEXATION; DATABASE SYSTEMS; DISEASES; GRAPHIC METHODS; SIGNAL DETECTION; WAVELET ANALYSIS;

ECG SIGNALS; HISTOGRAM; MULTI-WAVELET PACKET; POSITIVE PREDICTIVE VALUES; QRS COMPLEX DETECTION; QRS COMPLEXES; QRS DETECTION ALGORITHMS; WAVELET PACKET TRANSFORMS;

WAVELET DECOMPOSITION;

EID: 79957464748     PISSN: 00963003     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.amc.2011.03.001     Document Type: Article

References (50)

1. D. Pellerin, Electrocardiogramme normal. Encyclopédie Médico-Chirugicale (Elsevier, Paris), Cardiologie-Angéiologie, 11-003-F-30, 1996.
2. J. Gay, M. Desnos, and P. Benoit L'électrocardiogramme savoir l'interpreter Editions OPU 1994 230 232
3. J.D. Bronzino, E.J. Berbari, P.L. Johnson, and W.M. Smith Bioelectronics and Instruments The Electrical Engineering Handbook 2000 CRC Press LLC
4. A.H. Kadish ACC/AHA clinical competence statement on electrocardiography and ambulatory electrocardiography J. American College Cardiol. 38 7 2001
5. P. Laguna, R. Jané, and P. Caminal Automatic detection of wave boundaries in multilead ECS signals: validation with the CSE Database Comput. Biomed. Res. 27 1994 45 60 (Pubitemid 24095330)
6. F. Bereksi-Reguig, and S.A. Chouakri Computerised cardiac arrhythmia detection AUTOMEDICA 17 1998 41 58
7. O.Y. De Vel R-wave detection in the presence of muscle artifacts IEEE Trans. Bio. Eng. 31 11 1984 715 717
8. G.M. Friesen, T.C. Jannett, M.A. Jadallah, S.L. Yates, S.R. Quint, and H.T. Nagle A comparison of the noise sensitivity of nine QRS detection algorithms IEEE Trans. Biomed. Eng. 37 1990 85 98 (Pubitemid 20123439)
9. V.X. Afonso, W.J. Tompkins, T.Q. Nguyen, and S. Luo ECG beat detection using filter banks Trans. Biomed. Eng. 2 1999 192 201
10. P.V.E. Mc Clintock, and A. Stefanovska Noise and deterministic in cardiovascular dynamics Physica A 314 2002 69 76
11. B.U. Köhler, C. Hennig, and R. Orglmeister The principles of software QRS detection IEEE Eng. Biol. Mag. 21 2002 42 57 (Pubitemid 34263918)
12. A. Amann, R. Tratnig, and K. Unterkofler Reliability of old and new ventricular fibrillation detection algorithms for automated external defibrillators BioMed. Eng. OnLine 4 60 2005
13. J. Pan, and W.J. Tompkins A real-time QRS detection algorithm IEEE Trans. Bio-Med. Eng 32 3 1985 230 235
14. I.A. Dotsinsky, and T.V. Stoyanov Ventricular beat detection in single channel electrocardiograms BioMed. Eng. OnLine 3 2004 3
15. F. Bereksi Reguig, and Z.E. Hadj Slimane A powerful algorithm to aid cardiac arrhythmia diagnosis Comput. Methods Biomech. Biomed. Eng. 3 2000 119 127
16. I.I. Christov Real time electrocardiogram QRS detection using combined adaptive threshold BioMed. Eng. OnLine 3 2004 28
17. V.A. Nagin, and S.V. Selishchev Implementation of algorithms for identification of QRS-complexes in real-time ECG systems Biomed. Eng. 35-36 2001 304 309 (Pubitemid 34606156)
18. I.K. Daskalov, I.A. Dotsinsky, and I.I. Christov Developments in ECG acquisition, preprocessing, parameter measurement and recording IEEE Eng. Med. Biol. 17 1998 50 58
19. P. Hamilton, and W. Tompkins Quantitative investigation of QRS detection rules using the MIT/BIH arrhythmia database IEEE Trans. Biomed. Eng. 33 12 1986 1157 1165 (Pubitemid 17517265)
20. P.S. Addison Wavelet transforms and the ECG: a review Physiol. Meas. 26 2005 155 199
21. I. Provaznik, J. Kozumplik, J. Bardonová, Z. Bardonová, Wavelet transform in ECG signal processing, in: EuroConference, BIOSIGNAL 2000, Brono, Czech Republic.
22. M. Unser, and A. Aldroubi A review of wavelets in biomedical applications Proc. IEEE 84 4 1996 626 638 (Pubitemid 126752555)
23. Z. Lin, and J.D.Z. Chen Advances in time-frequency analysis of biomedical signals Critical Rev. Biomed. Eng. 24 1 1996 1 72
24. J.P. Couderec, and W. Zareba Contribution of the wavelet analysis to the non-invasive electrocardiology ANE 3 1998 54 62
25. S. Mallat, and S. Zhong Characterization of signals form multiscale edges IEEE Trans. Pattern Anal. Machine Intel. 14 7 1992 710 732
26. S. Mallat, and W.L. Hwang Singularity detection and processing with wavelets IEEE Trans. Inform. Theor. 38 2 1992 617 643
27. C. Li, C. Zheng, and C. Tai Detection of ECG characteristic points using wavelet transforms IEEE Trans. Biomed. Eng. 42 1 1995 21 28
28. J.P. Martínez, R. Almeida, S. Olmos, A.P. Rocha, and P. Laguna A wavelet-based ECG delineator: evaluation on standard databases IEEE Trans. Biom. Eng. 51 4 2004 570 581 (Pubitemid 38375132)
29. S. Kadambe, R. Murray, and G.F. Boudreaux-Bartels Wavelet transform-based QRS complex detector IEEE Trans.Biomed. Eng. 46 1999 838 848
30. I. Romero Legarreta, P.S. Addison, M.J. Reed, N.R. Grubb, G.R. Clegg, C.E. Robertson, and J.N. Watson Continuous wavelet transform modulus maxima analysis of the electrocardiogram: beat-to-beat characterisation and beat-to-beat measurement Int. J. Wavelets Multiresolution Inf. Process. 3 2005 19 42
31. S. Yimman, W. Hinjit, P. Desyoo, W. Bholsithi, K. Dejhan, Wavelet packet transform applications on QRS detection, in: Proceedings of the Fourth IEEE International Symposium on Signal Processing and Information Technology, Italy, 18-21, 2004, pp. 445-448. (Pubitemid 40921055)
32. G. Bourdreaux-Bartels Classified Time-Frequency Representations The Transforms and Applications Handbook 1996 IEEE Press Chapter 12
33. Y. Sheng Wavelet Transform Handbook 1996 CRC Press Inc. Chapter 10, 748-827
34. S. Qian, and D. Chen Understanding the nature of signals whose power spectra change with time: Joint Analysis IEEE Signal Process. Mag. 1999 52 67
35. A.L. Graps An introduction to wavelets IEEE Comput. Sci. Eng. 2 2 1995 50 61
36. B. Jawerth, W. Sweldend, An overview on wavelet based multiresolution analysis, AMS subject Classifications 42-02, 42C10.
37. A. Cohen, A. Kovačevič, Wavelets: the mathematical background, in: Proceeding of the IEEE, 4 (1996) 514-522.0.
38. S. Mallat A Wavelet Tour of Signal Processing Second ed. 1999 Academic Press
39. F. Truchetet, Ondelettes pour le signal numérique, Edition HERMES, Paris, 1998.
40. B. Vidakovic, Wavelets and statistics: Ten years of history. CUMC'97.
41. N. Hess-Nielsen, M.V. Wickerhauser, Wavelets and time-frequency analysis, in: Proceedings of the IEEE, vol. 4, 1996, pp. 523-540. (Pubitemid 126752549)
42. R.R. Coifman, Y. Meyer, V. Wickerhauser, Wavelet analysis and signal processing, in: Wavelets and Their Applications, Jones and Bartlett, Boston, MA, 1992:453-470. [38] in [36].
43. P. Raviera, and P.O. Amblardb Wavelet packets and de-noising based on higher-order-statistics for transient detection Signal Process. Elsevier 81 2001 1909 1926
44. I. Provaznik, Wavelet analysis for signal detection - applications to experimental cardiology research, Habilitation thesis. Brno university of technology (2001) 35-55.
45. C. Brouse, G.A. Dumont, F.J. Herrmann, and J.M. Ansermino A Wavelet approach to detecting electrocautery noise in the ECG IEEE Eng. Med. Biol. Mag. 2006 76 82 (Pubitemid 44172337)
46. N.V. Thakor, J.G. Webster, and W.J. Tompkins Estimation of QRS complex power spectra for design of a QRS filter IEEE Trans. Bio-Med. Eng. Vol BME 31 11 1984 702 707
47. Harvard-MIT Division of Health Sciences and Technology Biomedical Engineering Center "MIT-BIH Arrhythmia Database" ( ).
48. M. Bahoura, M. Hassani, and M. Hubin DSP implementation of wavelet transform for real time ECG wave forms detection and heart rate analysis Comput. Methods Programs Biomed. 52 1997 35 44 (Pubitemid 27066962)
49. R. Poli, S. Cagnoni, and G. Valli Genetic design of optimum linear and nonlnear QRS detectors IEEE Trans. Biomed. Eng. 42 1995 1137 1141
50. G.B. Moody, R.G. Mark, Development and evaluation of a 2-lead ECG analysis program, in: Computers in Cardiology, Los Alamitos, CA: IEEE Computer Society Press, 1982, pp. 39-44. [39] in [28].