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Volumn 18, Issue 4, 2014, Pages 1138-1152

Efficient heart sound segmentation and extraction using ensemble empirical mode decomposition and kurtosis features

Author keywords

Ensemble empirical mode decomposition (EEMD); first and second heart sound; heart sound segmentation (HSS); HOS; kurtosis; phonocardiogram (PCG)

Indexed keywords

CARDIOLOGY; DATA MINING; DIMENSIONAL STABILITY; GAUSSIAN NOISE (ELECTRONIC); HEART; HIGHER ORDER STATISTICS; HOLMIUM; PHONOCARDIOGRAPHY; PLATES (STRUCTURAL COMPONENTS); WAVELET TRANSFORMS;

EID: 84904277969     PISSN: 21682194     EISSN: None     Source Type: Journal    
DOI: 10.1109/JBHI.2013.2294399     Document Type: Article
Times cited : (173)

References (52)
  • 2
    • 8744309065 scopus 로고    scopus 로고
    • Auscultation of the heart
    • B. Karnath and W. Thornton, "Auscultation of the heart," Hospital Physician, vol. 38, no. 9, pp. 39-43, 2002.
    • (2002) Hospital Physician , vol.38 , Issue.9 , pp. 39-43
    • Karnath, B.1    Thornton, W.2
  • 3
    • 77952009404 scopus 로고    scopus 로고
    • Classification of heart sound signals using discrete wavelet analysis
    • J. Chebil and J. Al-Nabulsi, "Classification of heart sound signals using discrete wavelet analysis," Int. J. Soft Comput., vol. 2, no. 1, pp. 37-41, 2007.
    • (2007) Int. J. Soft Comput. , vol.2 , Issue.1 , pp. 37-41
    • Chebil, J.1    Al-Nabulsi, J.2
  • 6
    • 84864214296 scopus 로고    scopus 로고
    • Analysis of phonocardiogram signals using wavelet transform
    • F. Meziani, S. M. Debbal, and A. Atbi, "Analysis of phonocardiogram signals using wavelet transform," J. Med. Eng. Technol., vol. 36, no. 6, pp. 283-302, 2012.
    • (2012) J. Med. Eng. Technol. , vol.36 , Issue.6 , pp. 283-302
    • Meziani, F.1    Debbal, S.M.2    Atbi, A.3
  • 7
    • 50549087406 scopus 로고    scopus 로고
    • Heart sound classification using wavelet transform and incremental self-organizing map
    • Z. Dokur and T. Olmez, "Heart sound classification using wavelet transform and incremental self-organizing map," Digit. Signal Process. Rev. J., vol. 19, no. 3, pp. 951-959, 2008.
    • (2008) Digit. Signal Process. Rev. J. , vol.19 , Issue.3 , pp. 951-959
    • Dokur, Z.1    Olmez, T.2
  • 8
    • 33947496974 scopus 로고    scopus 로고
    • Wavelet-based segmentation and feature extraction of heart sounds for intelligent PDA-based phonocardiography
    • H. Nazeran, "Wavelet-based segmentation and feature extraction of heart sounds for intelligent PDA-based phonocardiography," Methods Inf. Med., vol. 46, no. 2, pp. 135-141, 2007.
    • (2007) Methods Inf. Med. , vol.46 , Issue.2 , pp. 135-141
    • Nazeran, H.1
  • 9
    • 0032147172 scopus 로고    scopus 로고
    • Analysis-synthesis of the phonocardiogram based on the matching pursuit method
    • Aug.
    • X. Zhang, L. Durand, L. Senhadji, H. C. Lee, and J.-L. Coatrieux, "Analysis-synthesis of the phonocardiogram based on the matching pursuit method," IEEE Trans. Biomed. Eng., vol. 45, no. 8, pp. 962-971, Aug. 1998.
    • (1998) IEEE Trans. Biomed. Eng. , vol.45 , Issue.8 , pp. 962-971
    • Zhang, X.1    Durand, L.2    Senhadji, L.3    Lee, H.C.4    Coatrieux, J.-L.5
  • 10
  • 11
    • 84994126781 scopus 로고    scopus 로고
    • A time-frequency approach for discrimination of heart murmurs
    • S. Jabbari and H. Ghassemian, "A time-frequency approach for discrimination of heart murmurs," J. Signal Inf. Process., vol. 2, pp. 232-237, 2011.
    • (2011) J. Signal Inf. Process. , vol.2 , pp. 232-237
    • Jabbari, S.1    Ghassemian, H.2
  • 12
    • 84882956294 scopus 로고    scopus 로고
    • Assessing normality of heart sound by matching pursuit residue with frequency-domain-based templates
    • H.-H. Chen, T.-C. Chen, and L.-G. Chen, "Assessing normality of heart sound by matching pursuit residue with frequency-domain-based templates," in Proc. IEEE Conf. Proc. Eng. Med. Biol. Soc., 2012, pp. 2917-2920.
    • (2012) Proc. IEEE Conf. Proc. Eng. Med. Biol. Soc. , pp. 2917-2920
    • Chen, H.-H.1    Chen, T.-C.2    Chen, L.-G.3
  • 14
    • 0031355521 scopus 로고    scopus 로고
    • Heart sound segmentation algorithm based on heart sound envelogram
    • H. Liang, S. Lukkarinen, and I. Hartimo, "Heart sound segmentation algorithm based on heart sound envelogram," in Proc. IEEE Comput. Cardiol., 1997, pp. 105-108.
    • (1997) Proc. IEEE Comput. Cardiol. , pp. 105-108
    • Liang, H.1    Lukkarinen, S.2    Hartimo, I.3
  • 15
    • 56249128649 scopus 로고    scopus 로고
    • A robust heart sound segmentation algorithm for commonly occurring heart valve diseases
    • S. Ari, P. Kumar, and G. Saha, "A robust heart sound segmentation algorithm for commonly occurring heart valve diseases," Int. J. Med. Eng. Inform., vol. 32, no. 6, pp. 456-65, 2008.
    • (2008) Int. J. Med. Eng. Inform. , vol.32 , Issue.6 , pp. 456-465
    • Ari, S.1    Kumar, P.2    Saha, G.3
  • 16
    • 28344452428 scopus 로고    scopus 로고
    • Efficient method for events detection in phonocardiographic signals
    • J. Martinez-Alajarin and R. Ruiz-Merino, "Efficient method for events detection in phonocardiographic signals," Proc. SPIE, vol. 5839, pp. 398-409, 2005.
    • (2005) Proc. SPIE , vol.5839 , pp. 398-409
    • Martinez-Alajarin, J.1    Ruiz-Merino, R.2
  • 17
    • 84878521928 scopus 로고    scopus 로고
    • Detection and boundary identification of phonocardiogram sounds using an expert frequency-energy based metric
    • H. Naseri and M. R. Homaeinezhad, "Detection and boundary identification of phonocardiogram sounds using an expert frequency-energy based metric," Ann. Biomed. Eng., vol. 41, no. 2, pp. 279-292, 2012.
    • (2012) Ann. Biomed. Eng. , vol.41 , Issue.2 , pp. 279-292
    • Naseri, H.1    Homaeinezhad, M.R.2
  • 18
    • 36148991469 scopus 로고    scopus 로고
    • Comparison of envelope extraction algorithms for cardiac sound signal segmentation
    • S. Choi and Z. Ziang, "Comparison of envelope extraction algorithms for cardiac sound signal segmentation," Expert Syst. Appl., vol. 34, no. 2, pp. 1056-1069, 2008.
    • (2008) Expert Syst. Appl. , vol.34 , Issue.2 , pp. 1056-1069
    • Choi, S.1    Ziang, Z.2
  • 20
    • 29844447220 scopus 로고    scopus 로고
    • Time-frequency analysis of heart sound based on HHT [Hilbert-Huang transform]
    • Z. Zhao, Z. Zhao, and Y. Chen, "Time-frequency analysis of heart sound based on HHT [Hilbert-Huang transform]," in Proc. Int. Conf. Commun., Circuits Syst., 2005, vol. 2, pp. 926-929.
    • (2005) Proc. Int. Conf. Commun., Circuits Syst. , vol.2 , pp. 926-929
    • Zhao, Z.1    Zhao, Z.2    Chen, Y.3
  • 21
    • 84857013202 scopus 로고    scopus 로고
    • Detection of the third and fourth heart sounds using Hilbert-Huang transform
    • Z. L. Tseng, P. Y. Ko, and F. S. Jaw, "Detection of the third and fourth heart sounds using Hilbert-Huang transform," BioMed. Eng. OnLine, vol. 11, no. 8, pp. 1-13, 2012.
    • (2012) BioMed. Eng. OnLine , vol.11 , Issue.8 , pp. 1-13
    • Tseng, Z.L.1    Ko, P.Y.2    Jaw, F.S.3
  • 22
    • 79251607875 scopus 로고    scopus 로고
    • A novel method for pediatric heart sound segmentation without using the ECG
    • A. Sepehri, A. G. T. Dutoit, A. Kocharian, and A. Kiani, "A novel method for pediatric heart sound segmentation without using the ECG," Comput. Methods Progr. Biomed., vol. 99, pp. 43-48, 2010.
    • (2010) Comput. Methods Progr. Biomed. , vol.99 , pp. 43-48
    • Sepehri, A.1    Dutoit, A.G.T.2    Kocharian, A.3    Kiani, A.4
  • 23
    • 77952009667 scopus 로고    scopus 로고
    • The moment segmentation analysis of heart sound pattern
    • Z. Yan, Z. Jiang, A. Miyamoto, and Y. Miei, "The moment segmentation analysis of heart sound pattern," Comput. Methods Progr. Biomed., vol. 98, no. 2, pp. 140-150, 2010.
    • (2010) Comput. Methods Progr. Biomed. , vol.98 , Issue.2 , pp. 140-150
    • Yan, Z.1    Jiang, Z.2    Miyamoto, A.3    Miei, Y.4
  • 24
    • 28544437924 scopus 로고    scopus 로고
    • Accessing heart dynamics to estimate durations of heart sounds
    • V. Nigam and R. Priemer, "Accessing heart dynamics to estimate durations of heart sounds," Physiol. Meas., vol. 26, pp. 1005-1018, 2005.
    • (2005) Physiol. Meas. , vol.26 , pp. 1005-1018
    • Nigam, V.1    Priemer, R.2
  • 26
    • 33750943823 scopus 로고    scopus 로고
    • Neural network classification of homomorphic segmented heart sounds
    • C. Gupta, R. Palaniappan, S. Swaminathan, and S. Krishnan, "Neural network classification of homomorphic segmented heart sounds," Appl. Soft Comput., vol. 7, pp. 286-297, 2007.
    • (2007) Appl. Soft Comput. , vol.7 , pp. 286-297
    • Gupta, C.1    Palaniappan, R.2    Swaminathan, S.3    Krishnan, S.4
  • 27
    • 1542360670 scopus 로고    scopus 로고
    • Detection of the first and second heart sound using probabilistic models
    • L. Gamero and R. Watrous, "Detection of the first and second heart sound using probabilistic models," in Proc. IEEE 25th Annu. Int. Conf. Eng. Med. Biol. Soc., 2003, vol. 3, pp. 2277-2880.
    • (2003) Proc. IEEE 25th Annu. Int. Conf. Eng. Med. Biol. Soc. , vol.3 , pp. 2277-2880
    • Gamero, L.1    Watrous, R.2
  • 28
    • 33847130574 scopus 로고    scopus 로고
    • Detection and identification of heart sounds using homomorphic envelogram and self-organizing probabilistic model
    • D. Gill, N. Gavrielli, and N. Intrator, "Detection and identification of heart sounds using homomorphic envelogram and self-organizing probabilistic model," Comput. Cardiol., vol. 32, pp. 957-960, 2005.
    • (2005) Comput. Cardiol. , vol.32 , pp. 957-960
    • Gill, D.1    Gavrielli, N.2    Intrator, N.3
  • 29
    • 77949781513 scopus 로고    scopus 로고
    • Segmentation of heart sound recordings by a duration-dependent hidden Markov model
    • S. E. Schmidt, C. Holst-Hansen, C. Graff, E. Toft, and J. J. Struijk, "Segmentation of heart sound recordings by a duration-dependent hidden Markov model," Physiol. Meas., vol. 31, no. 4, pp. 513-539, 2010.
    • (2010) Physiol. Meas. , vol.31 , Issue.4 , pp. 513-539
    • Schmidt, S.E.1    Holst-Hansen, C.2    Graff, C.3    Toft, E.4    Struijk, J.J.5
  • 31
    • 84863715646 scopus 로고    scopus 로고
    • Segmentation of heart sounds based on dynamic clustering
    • H. Tang, T. Li, T. Qiu, and Y. Park, "Segmentation of heart sounds based on dynamic clustering," Biomed. Signal Process. Control, vol. 7, pp. 509-516, 2012.
    • (2012) Biomed. Signal Process. Control , vol.7 , pp. 509-516
    • Tang, H.1    Li, T.2    Qiu, T.3    Park, Y.4
  • 32
    • 80052078099 scopus 로고    scopus 로고
    • Ensemble empirical mode decomposition: A noiseassisted data analysis method
    • Z. Wu and N. Huang, "Ensemble empirical mode decomposition: A noiseassisted data analysis method," Adv. Adapt. Data Anal., vol. 1, no. 1, pp. 1-41, 2009.
    • (2009) Adv. Adapt. Data Anal. , vol.1 , Issue.1 , pp. 1-41
    • Wu, Z.1    Huang, N.2
  • 33
  • 36
    • 84892797095 scopus 로고    scopus 로고
    • Phonocardiogram signal processing module for auto-diagnosis and telemedicine applications
    • A. H. E. Hassani, Ed. Rijeka, Croatia: InTech, ch. 7
    • A. Moukadem, A. Dieterlen, and C. Brandt, "Phonocardiogram signal processing module for auto-diagnosis and telemedicine applications," in eHealth and Remote Monitoring. A. H. E. Hassani, Ed. Rijeka, Croatia: InTech, 2012, ch. 7, pp. 117-136.
    • (2012) EHealth and Remote Monitoring , pp. 117-136
    • Moukadem, A.1    Dieterlen, A.2    Brandt, C.3
  • 37
    • 77957842491 scopus 로고    scopus 로고
    • Classification of heart sounds using empirical mode decomposition based features
    • S. Ari and G. Saha, "Classification of heart sounds using empirical mode decomposition based features," Int. J. Eng. Inform., vol. 1, no. 1, pp. 91-108, 2008.
    • (2008) Int. J. Eng. Inform. , vol.1 , Issue.1 , pp. 91-108
    • Ari, S.1    Saha, G.2
  • 38
    • 77958120757 scopus 로고    scopus 로고
    • Autonomous auscultation of the human heart employing a precordial electrophonocardiogram and ensemble empirical mode decomposition
    • J. Botha, C. Scheffer, W. W. Lubbe, and A. F. Doubell, "Autonomous auscultation of the human heart employing a precordial electrophonocardiogram and ensemble empirical mode decomposition," Australas. Phys. Eng. Sci. Med., vol. 33, no. 2, pp. 171-183, 2010.
    • (2010) Australas. Phys. Eng. Sci. Med. , vol.33 , Issue.2 , pp. 171-183
    • Botha, J.1    Scheffer, C.2    Lubbe, W.W.3    Doubell, A.F.4
  • 39
    • 33749452229 scopus 로고    scopus 로고
    • An iterative kurtosis-based technique for the detection of nonstationary bioacoustic signals
    • I. Rekanos and L. Hadjileontiadis, "An iterative kurtosis-based technique for the detection of nonstationary bioacoustic signals," Signal Process., vol. 86, no. 12, pp. 3787-3795, 2006.
    • (2006) Signal Process. , vol.86 , Issue.12 , pp. 3787-3795
    • Rekanos, I.1    Hadjileontiadis, L.2
  • 40
    • 3342956465 scopus 로고    scopus 로고
    • Automatic P phase picking using maximum kurtosis and κ-statistics criteria
    • Jul.
    • C. Saragiotis, L. Hadjileontiadis, I. Rekanos, and S. Panas, "Automatic P phase picking using maximum kurtosis and κ-statistics criteria," IEEE Geosci. Remote Sens. Lett., vol. 1, no. 3, pp. 147-151, Jul. 2004.
    • (2004) IEEE Geosci. Remote Sens. Lett. , vol.1 , Issue.3 , pp. 147-151
    • Saragiotis, C.1    Hadjileontiadis, L.2    Rekanos, I.3    Panas, S.4
  • 44
    • 84904317184 scopus 로고    scopus 로고
    • Spectral analysis of heart sounds: Relationships between some physical characteristics and frequency spectra of first and second heart sounds
    • P. Arnott, G. Pfeiffer, and M. Tavel, "Spectral analysis of heart sounds: Relationships between some physical characteristics and frequency spectra of first and second heart sounds," J. Biomed. Eng., vol. 15, pp. 167-184, 2002.
    • (2002) J. Biomed. Eng. , vol.15 , pp. 167-184
    • Arnott, P.1    Pfeiffer, G.2    Tavel, M.3
  • 45
    • 0442293803 scopus 로고    scopus 로고
    • The bootstrap and modern statistics
    • B. Efron, "The bootstrap and modern statistics," J. Amer. Statist. Assoc., vol. 95, no. 452, pp. 1293-1296, 2000.
    • (2000) J. Amer. Statist. Assoc. , vol.95 , Issue.452 , pp. 1293-1296
    • Efron, B.1
  • 46
    • 77956650384 scopus 로고
    • The duration of normal heart sounds
    • A. Luisada, F. Mendoza, and M. Alimurung, "The duration of normal heart sounds," Br. Heart J., vol. 11, no. 1, pp. 41-47, 1949.
    • (1949) Br. Heart J. , vol.11 , Issue.1 , pp. 41-47
    • Luisada, A.1    Mendoza, F.2    Alimurung, M.3
  • 47
    • 0036481560 scopus 로고    scopus 로고
    • Recommendations for quantification of Doppler echocardiography: A report from the Doppler quantification task force of the nomenclature and standards committee of the American society of echocardiography
    • M. Quinones, C. Otto, M. Stoddard, A. Waggoner, and W. Zoghbi, "Recommendations for quantification of Doppler echocardiography: A report from the Doppler quantification task force of the nomenclature and standards committee of the American society of echocardiography," J. Amer. Soc. Echocardiogr., vol. 15, pp. 167-184, 2002.
    • (2002) J. Amer. Soc. Echocardiogr. , vol.15 , pp. 167-184
    • Quinones, M.1    Otto, C.2    Stoddard, M.3    Waggoner, A.4    Zoghbi, W.5
  • 48
    • 0033774539 scopus 로고    scopus 로고
    • The patient with a systolic murmur: Severe aortic stenosis may be missed during cardiovascular examination
    • P. Das, C. Pocock, and J. Chambers, "The patient with a systolic murmur: Severe aortic stenosis may be missed during cardiovascular examination," Quarterly J. Medicine, vol. 93, no. 10, pp. 685-688, 2000.
    • (2000) Quarterly J. Medicine , vol.93 , Issue.10 , pp. 685-688
    • Das, P.1    Pocock, C.2    Chambers, J.3
  • 49
    • 71549125881 scopus 로고    scopus 로고
    • Computer method for perinatal screening of cardiac murmur using fetal phonocardiography
    • F. Kovács, N. Kersner, K. Kádár, and G. Hosszú, "Computer method for perinatal screening of cardiac murmur using fetal phonocardiography," Comput. Biol. Med., vol. 39, no. 12, pp. 1130-1136, 2009.
    • (2009) Comput. Biol. Med. , vol.39 , Issue.12 , pp. 1130-1136
    • Kovács, F.1    Kersner, N.2    Kádár, K.3    Hosszú, G.4
  • 50
    • 82155191311 scopus 로고    scopus 로고
    • Localizing heart sounds in respiratory signals using singular spectrum analysis
    • Dec.
    • F. Ghaderi, H. Mohseni, and S. Sanei, "Localizing heart sounds in respiratory signals using singular spectrum analysis," IEEE Trans. Biomed. Eng., vol. 58, no. 12, pp. 3360-3367, Dec. 2012.
    • (2012) IEEE Trans. Biomed. Eng. , vol.58 , Issue.12 , pp. 3360-3367
    • Ghaderi, F.1    Mohseni, H.2    Sanei, S.3
  • 51
    • 2542525254 scopus 로고    scopus 로고
    • A study of the characteristics of white noise using the empirical mode decomposition method
    • Z. Wu and N. E. Huang, "A study of the characteristics of white noise using the empirical mode decomposition method," Proc. Roy. Soc. Lond. A 8, vol. 460, no. 2046, pp. 1597-1611, 2004.
    • (2004) Proc. Roy. Soc. Lond. A 8 , vol.460 , Issue.2046 , pp. 1597-1611
    • Wu, Z.1    Huang, N.E.2
  • 52
    • 78651298948 scopus 로고    scopus 로고
    • Noise assisted data processing with empirical mode decomposition in biomedical signals
    • Jan.
    • A. Karagiannis and P. Constantinou, "Noise assisted data processing with empirical mode decomposition in biomedical signals," IEEE Trans. Inf. Technol. Biomed., vol. 15, no. 1, pp. 11-18, Jan. 2011.
    • (2011) IEEE Trans. Inf. Technol. Biomed. , vol.15 , Issue.1 , pp. 11-18
    • Karagiannis, A.1    Constantinou, P.2


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