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Volumn 36, Issue 2, 2012, Pages 883-892

Automatic classification of heartbeats using wavelet neural network

Author keywords

Cardiac arrhythmia; Classification; ECG; Feature extraction; QRS; WNN.Wavelet

Indexed keywords

ADULT; AGED; ALGORITHM; ARTICLE; CLINICAL ARTICLE; DATA BASE; DISEASE CLASSIFICATION; ELECTROCARDIOGRAM; FEMALE; HEART ARRHYTHMIA; HEART BEAT; HEART LEFT BUNDLE BRANCH BLOCK; HEART RIGHT BUNDLE BRANCH BLOCK; HEART VENTRICLE EXTRASYSTOLE; HUMAN; MALE; QRS COMPLEX; SUPRAVENTRICULAR PREMATURE BEAT; WAVELET NEURAL NETWORK CLASSIFICATION; ARTIFICIAL NEURAL NETWORK; CLASSIFICATION; ELECTROCARDIOGRAPHY; IMAGE PROCESSING; METHODOLOGY; MIDDLE AGED; WAVELET ANALYSIS;

EID: 84863186955     PISSN: 01485598     EISSN: 1573689X     Source Type: Journal    
DOI: 10.1007/s10916-010-9551-7     Document Type: Article
Times cited : (37)

References (32)
  • 2
    • 2942709662 scopus 로고    scopus 로고
    • Automatic classification of heartbeats using ECG morphology and heartbeat interval features
    • DOI 10.1109/TBME.2004.827359
    • de Chazal, P., O'Dwyer, M., and Reilly, R. B., Automatic classification of heartbeats using ECG morphology and heartbeat interval features. IEEE Trans Biomed Eng 51(7):1196-1206, 2004. (Pubitemid 38787925)
    • (2004) IEEE Transactions on Biomedical Engineering , vol.51 , Issue.7 , pp. 1196-1206
    • De Chazal, P.1    O'Dwyer, M.2    Reilly, R.B.3
  • 3
    • 0030451902 scopus 로고    scopus 로고
    • Possibilities of using neural networks for ECG classification
    • DOI 10.1016/S0022-0736(96)80003-3
    • Bortolan, G., Brohet, C., and Fusaro, S., Possibilities of using neural networks for ECG classification. J Electrocardiol 29 (Supplement):10-16, 1996. (Pubitemid 27051627)
    • (1996) Journal of Electrocardiology , vol.29 , Issue.SUPPL. , pp. 10-16
    • Bortolan, G.1    Brohet, C.2    Fusaro, S.3
  • 4
    • 0032957206 scopus 로고    scopus 로고
    • Real-time discrimination of ventricular tachyarrhythmia with Fourier- transform neural network
    • DOI 10.1109/10.740880
    • Minami, K., Nakajima, H., and Toyoshima, T., Real-time discrimination of ventricular tachyarrhythmia with fourier-transform neural network. IEEE Trans Biomed Eng 46(2):179-185, 1999. (Pubitemid 29058923)
    • (1999) IEEE Transactions on Biomedical Engineering , vol.46 , Issue.2 , pp. 179-185
    • Minami, K.-I.1    Nakajima, H.2    Toyoshima, T.3
  • 5
    • 1542330670 scopus 로고    scopus 로고
    • The ECG recording analysis instrumentation based on virtual instrument technology and continuous wavelet transform
    • Mexico, September 17-21
    • Qin, S., Ji, Z., and Zhu, H., The ECG recording analysis instrumentation based on virtual instrument technology and continuous wavelet transform, Proceedings of the 25th Annual International Conference of the IEEE EMBS Cancun, Mexico, September 17-21, 2003, pp. 3176-3179.
    • (2003) Proceedings of the 25th Annual International Conference of the IEEE EMBS Cancun , pp. 3176-3179
    • Qin, S.1    Ji, Z.2    Zhu, H.3
  • 6
    • 0030245757 scopus 로고    scopus 로고
    • Classifying biosignals with wavelet networks-a method for noninvasive diagnosis
    • September/October
    • Dickhaus, H., and Heinrich, H., Classifying biosignals with wavelet networks-a method for noninvasive diagnosis, IEEE Engineering in Medicine and Biology, September/October 1996, pp. 103-111.
    • (1996) IEEE Engineering in Medicine and Biology , pp. 103-111
    • Dickhaus, H.1    Heinrich, H.2
  • 7
    • 38649085923 scopus 로고    scopus 로고
    • Adaptive wavelet network for multiple cardiac arrhythmias recognition
    • DOI 10.1016/j.eswa.2007.05.008, PII S0957417407001510
    • Lin, C.-H., Du, Y.-C., and Chen, T., Adaptive wavelet network for multiple cardiac arrhythmias recognition. Expert Syst Appl 34 (4):2601-2611, 2008. (Pubitemid 351173765)
    • (2008) Expert Systems with Applications , vol.34 , Issue.4 , pp. 2601-2611
    • Lin, C.-H.1    Du, Y.-C.2    Chen, T.3
  • 8
    • 0034889261 scopus 로고    scopus 로고
    • A short-time multifractal approach for arrhythmia detection based on fuzzy neural network
    • DOI 10.1109/10.942588
    • Wang, Y., Zhu, Y.-S., Thakor, N. V., and Xu, Y.-H., A short-time multifractal approach for arrhythmias detection based on fuzzy neural network. IEEE Trans Biomed Eng 48(9):989-995, 2001. (Pubitemid 32776940)
    • (2001) IEEE Transactions on Biomedical Engineering , vol.48 , Issue.9 , pp. 989-995
    • Wang, Y.1    Zhu, Y.-S.2    Thakor, N.V.3    Xu, Y.-H.4
  • 9
    • 33745467727 scopus 로고    scopus 로고
    • Classification enhancible grey relational analysis for cardiac arrhythmias discrimination
    • DOI 10.1007/s11517-006-0027-3
    • Lin, C.-H., Classification enhancible grey relational analysis for cardiac arrhythmias discrimination. Med Biol Eng Comput 44 (4):311-320, 2006. (Pubitemid 43949707)
    • (2006) Medical and Biological Engineering and Computing , vol.44 , Issue.4 , pp. 311-320
    • Lin, C.-H.1
  • 10
    • 0026897973 scopus 로고
    • Using iterated function systems to model discrete sequences
    • Mazel, D. S., and Hayes, M. H., Using iterated function systems to model discrete sequences. IEEE Trans Signal Processing 40 (7):1724-1734, 1992.
    • (1992) IEEE Trans Signal Processing , vol.40 , Issue.7 , pp. 1724-1734
    • Mazel, D.S.1    Hayes, M.H.2
  • 11
    • 0027578152 scopus 로고
    • Nonlinear address maps in a onedimensional fractal model
    • Vines, G., and Hayes, M. H., III, Nonlinear address maps in a onedimensional fractal model. IEEE Trans Signal Process 41 (4):1721-1724, 1993.
    • (1993) IEEE Trans Signal Process , vol.41 , Issue.4 , pp. 1721-1724
    • Vines, G.1    Hayes Iii, M.H.2
  • 12
    • 0001213151 scopus 로고
    • Fractal functions and interpolation
    • Barnsley, M., Fractal functions and interpolation. Constr Approx 2:303-329, 1986.
    • (1986) Constr Approx , vol.2 , pp. 303-329
    • Barnsley, M.1
  • 14
    • 33745589501 scopus 로고    scopus 로고
    • Adaptive wavelet networks for power-quality detection and discrimination in a power system
    • DOI 10.1109/TPWRD.2006.874105
    • Lin, C.-H., and Wang, C.-H., Adaptive wavelet networks for power quality detection and discrimination in a power system. IEEE Trans Power Delivery 21(3):1106-1113, 2006. (Pubitemid 43983632)
    • (2006) IEEE Transactions on Power Delivery , vol.21 , Issue.3 , pp. 1106-1113
    • Lin, C.-H.1    Wang, C.-H.2
  • 16
    • 0031294929 scopus 로고    scopus 로고
    • Development of QRS detection method for real-time ambulatory cardiac monitor
    • So, H. H., and Chan, K. L., Development of QRS detection method for real-time ambulatory cardiac monitor, Proc 19th Annu Int Conf IEEE EMBS. Chicago, USA, 289-292, 1997.
    • (1997) Proc 19th Annu Int Conf IEEE EMBS. Chicago, USA , pp. 289-292
    • So, H.H.1    Chan, K.L.2
  • 19
    • 0031098254 scopus 로고    scopus 로고
    • Using wavelet network in nonparametric estimation
    • PII S1045922797017529
    • Zhang, Q., Using wavelet network in nonparametric estimation. IEEE Trans on Neural Networks 8(2):227-236, 1997. (Pubitemid 127765118)
    • (1997) IEEE Transactions on Neural Networks , vol.8 , Issue.2 , pp. 227-236
    • Zhang, Q.1
  • 20
    • 0034564603 scopus 로고    scopus 로고
    • Artificial neural networks: Fundamentals, computing, design, and application
    • Basheer, I. A., and Hajmeer, M., Artificial neural networks: fundamentals, computing, design, and application. J Microbiol Meth 43:3-31, 2000.
    • (2000) J Microbiol Meth , vol.43 , pp. 3-31
    • Basheer, I.A.1    Hajmeer, M.2
  • 22
    • 0001379053 scopus 로고
    • Neural network adaptive wavelets for signal representation and classification
    • Szu, H. H., et al., Neural network adaptive wavelets for signal representation and classification. Optical eng 31(9):1907-1916, 1992.
    • (1992) Optical Eng , vol.31 , Issue.9 , pp. 1907-1916
    • Szu, H.H.1
  • 24
    • 59649126172 scopus 로고    scopus 로고
    • Classification of ECG complexes using selforganizing CMAC
    • Cheng, W., et al., Classification of ECG complexes using selforganizing CMAC. J Meas 42:399-707, 2009.
    • (2009) J Meas , vol.42 , pp. 399-707
    • Cheng, W.1
  • 26
    • 0032957206 scopus 로고    scopus 로고
    • Real-time discrimination of ventricular tachyarrhythmia with Fourier- transform neural network
    • DOI 10.1109/10.740880
    • Minami, K., Nakajima, H., and Toyoshima, T., Real-time discrimination of ventricular tachyarrhythmia with Fouriertransform neural network. IEEE Trans Biomed Eng 46(2):179-185, 1999. (Pubitemid 29058923)
    • (1999) IEEE Transactions on Biomedical Engineering , vol.46 , Issue.2 , pp. 179-185
    • Minami, K.-I.1    Nakajima, H.2    Toyoshima, T.3
  • 27
    • 0033918208 scopus 로고    scopus 로고
    • Clustering ECG complexes using hermite functions and self-organizing maps
    • DOI 10.1109/10.846677, PII S0018929400051223
    • Lagerholm, M., Peterson, C., Braccini, G., Edenbrandt, L., and Sörnmo, L., Clustering ECG complexes using Hermite functions and self organizing maps. IEEE Trans Biomed Eng 47(7):838-848, 2000. (Pubitemid 30421818)
    • (2000) IEEE Transactions on Biomedical Engineering , vol.47 , Issue.7 , pp. 838-848
    • Lagerholm, M.1    Peterson, G.2
  • 29
    • 0141919673 scopus 로고    scopus 로고
    • On-line heart beat recognition using Hermite polynomials and neuro-fuzzy network
    • Linh, T. H., Osowski, S., and Stodolski, M., On-line heart beat recognition using Hermite polynomials and neuro-fuzzy network. IEEE Trans Instrum Meas 52:1224-1231, 2003.
    • (2003) IEEE Trans Instrum Meas , vol.52 , pp. 1224-1231
    • Linh, T.H.1    Osowski, S.2    Stodolski, M.3
  • 30
    • 6444240833 scopus 로고    scopus 로고
    • ECG beat classifier designed by combined neural network model
    • Güler, I., and Übeyli, E. D., ECG beat classifier designed by combined neural network model. Pattern Recognit 38(2):199-208, 2005.
    • (2005) Pattern Recognit , vol.38 , Issue.2 , pp. 199-208
    • Güler, I.1    Übeyli, E.D.2
  • 31
    • 59149084224 scopus 로고    scopus 로고
    • Adaptive neuro-fuzzy inference system for classification of ECG signals using Lyapunov exponents
    • Ubeyli, E. D., Adaptive neuro-fuzzy inference system for classification of ECG signals using Lyapunov exponents. Comput Meth Programs Biomed 93:313-321, 2009.
    • (2009) Comput Meth Programs Biomed , vol.93 , pp. 313-321
    • Ubeyli, E.D.1
  • 32
    • 0034774017 scopus 로고    scopus 로고
    • ECG beat recognition using fuzzy hybrid neural network
    • DOI 10.1109/10.959322, PII S0018929401091406
    • Osowski, S., and Linh, T. H., ECG beat recognition using fuzzy hybrid neural network. IEEE Trans Biomed Eng 48:1265-1271, 2001. (Pubitemid 32988567)
    • (2001) IEEE Transactions on Biomedical Engineering , vol.48 , Issue.11 , pp. 1265-1271
    • Osowski, S.1    Linh, T.H.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.