Fetal ECG extraction by extended state kalman filtering based on single-channel recordings

IEEE Transactions on Biomedical Engineering

Volumn 60, Issue 5, 2013, Pages 1345-1352

  Niknazar, Mohammad ^a   Rivet, Bertrand ^a   Jutten, Christian ^a,b  

^a UNIV GRENOBLE ALPES   (France)

^b INSTITUT UNIVERSITAIRE DE FRANCE   (France)

Author keywords

Extended Kalman filtering (EKF); fetal electrocardiogram (fECG) extraction; model based filtering; nonlinear Bayesian filtering; twin magnetocardiogram (MCG) extraction

Indexed keywords

EXTENDED KALMAN FILTERING; FETAL ECG EXTRACTIONS; FETAL ELECTROCARDIOGRAMS; KALMAN-FILTERING; MAGNETOCARDIOGRAMS; NON-LINEAR BAYESIAN FILTERING; PARAMETER SENSITIVITY ANALYSIS; SINGLE CHANNEL RECORDING;

EXTENDED KALMAN FILTERS; EXTRACTION; MAGNETOCARDIOGRAPHY; MAGNETOMETERS;

ELECTROCARDIOGRAPHY;

ARTICLE; BAYES THEOREM; CLINICAL EFFECTIVENESS; DATA ANALYSIS; EXTENDED KALMAN FILTERING; FETUS ELECTROCARDIOGRAPHY; HEART RATE; HUMAN; MAGNETOCARDIOGRAPHY; NONLINEAR SYSTEM; SENSITIVITY ANALYSIS; SENSOR;

ALGORITHMS; BAYES THEOREM; ELECTROCARDIOGRAPHY; FEMALE; FETAL MONITORING; HUMANS; MAGNETOCARDIOGRAPHY; NONLINEAR DYNAMICS; PREGNANCY; SIGNAL PROCESSING, COMPUTER-ASSISTED; SIGNAL-TO-NOISE RATIO;

EID: 84876765447     PISSN: 00189294     EISSN: 15582531     Source Type: Journal    
DOI: 10.1109/TBME.2012.2234456     Document Type: Article

References (30)

1. H. M. Jenkins, "Technical progress in fetal electrocardiography-A review," J. Perinat. Med., vol. 14, no. 6, pp. 365-370, 1986. (Pubitemid 17223318)
2. G. Camps, M. Martinez, and E. Soria, "Fetal ECG extraction using an fir neural network," in Proc. Comput. Cardiol., 2001, pp. 249-252. (Pubitemid 34167115)
3. R. Sameni and G. D. Clifford, "A review of fetal ECG signal processing; Issues and promising directions," Open Pacing, Electrophysiol. Ther. J., vol. 3, pp. 4-20, 2010.
4. A. Khamene and S. Negahdaripour, "A new method for the extraction of fetal ECG from the composite abdominal signal," IEEE Trans. Biomed. Eng., vol. 47, no. 4, pp. 507-516, Apr. 2000. (Pubitemid 30187520)
5. P.P. Kanjilal, S. Palit, and G. Saha, "Fetal ECG extraction from singlechannel maternal ECG using singular value decomposition," IEEE Trans. Biomed. Eng., vol. 44, no. 1, pp. 51-59, Jan. 1997. (Pubitemid 27014920)
6. J.-F. Cardoso, "Multidimensional independent component analysis," in Proc. IEEE Int. Conf. Acoust., Speech, Signal Process., May 1998, vol. 4, pp. 1941-1944.
7. L. de Lathauwer, B. de Moor, and J. Vandewalle, "Fetal electrocardiogram extraction by blind source subspace separation," IEEE Trans. Biomed. Eng., vol. 47, no. 5, pp. 567-572, May 2000. (Pubitemid 30316973)
8. R. Sameni, C. Jutten, and M. B. Shamsollahi, "Multichannel electrocardiogram decomposition using periodic component analysis," IEEE Trans. Biomed. Eng., vol. 55, no. 8, pp. 1935-1940, Aug. 2008. (Pubitemid 352013533)
9. J. L. Camargo-Olivares, R. Marti-Clemente, S. Hornillo-Mellado, M. M. Elena, and I. Roman, "The maternal abdominal ECG as input to MICA in the fetal ECG extraction problem," IEEE Signal Process. Lett., vol. 18, no. 3, pp. 161-164, Mar. 2011.
10. A. K. Barros and A. Cichocki, "Extraction of specific signals with temporal structure," Neural Comput., vol. 13, no. 9, pp. 1995-2003, Sep. 2001. (Pubitemid 33595039)
11. Z. Yi and Z. Zhang, "Extraction of temporally correlated sources with its application to non-invasive fetal electrocardiogram extraction," Neurocomputing, vol. 69, no. 7-9, pp. 894-899, 2006. (Pubitemid 43230399)
12. Y. Li and Z. Yi, "An algorithm for extracting fetal electrocardiogram," Neurocomputing, vol. 71, no. 7-9, pp. 1538-1542, 2008. (Pubitemid 351373182)
13. V. Vigneron, A. Paraschiv-Ionescu, A. Azancot, O. Sibony, and C. Jutten, "Fetal electrocardiogram extraction based on non-stationary ICA and wavelet denoising," in Proc. 7th Int. Signal Process. Appl. Symp., 2003, vol. 2, pp. 69-72.
14. M. G. Jafari and J. A. Chambers, "Fetal electrocardiogram extraction by sequential source separation in the wavelet domain," IEEE Trans. Biomed. Eng., vol. 52, no. 3, pp. 390-400, Mar. 2005. (Pubitemid 40343736)
15. R. Martin-Clemente, J. L. Camargo-Olivares, S. Hornillo-Mellado, M. Elena, and I. Roman, "Fast technique for noninvasive fetal ECG extraction," IEEE Trans. Biomed. Eng., vol. 58, no. 2, pp. 227-230, Feb. 2011.
16. R. Sameni. (2008, Jul.) "Extraction of fetal cardiac signals from an array of maternal abdominal recordings," Ph.D. thesis, Sharif University of Technology-Institut National Polytechnique de Grenoble, [Online]. Available:http://www.sameni.info/Publications/Thesis/PhDThesis.pdf
17. M. Kotas, "Projective filtering of time-aligned ECG beats," IEEE Trans. Biomed. Eng., vol. 51, no. 7, pp. 1129-1139, Jul. 2004. (Pubitemid 38787919)
18. B. Widrow, Jr, J. R. Glover, J. M. McCool, J. Kaunitz, C. S. Williams, R. H. Hearn, J. R. Zeidler, Jr, E. Dong, and R. C. Goodlin, "Adaptive noise cancelling: Principles and applications," Proc. IEEE, vol. 63, no. 12, pp. 1692-1716, Dec. 1975.
19. N. J. Outram, E. C. Ifeachor, P. W. J. Van Eetvelt, and J. S. H. Curnow, "Techniques for optimal enhancement and feature extraction of fetal electrocardiogram," IEE Proc.-Sci.,Meas. Technol., vol. 142, no. 6, pp. 482-489, 1995.
20. A. G. Favret, "Computer matched filter location of fetal R-waves," Med. Biol. Eng., vol. 6, no. 5, pp. 467-475, Sep. 1968.
21. Y. C. Park, K. Y. Lee, D. H. Youn, N. H. Kim,W. K. Kim, and S. H. Park, "On detecting the presence of fetal R-wave using the moving averaged magnitude difference algorithm," IEEE Trans. Biomed. Eng., vol. 39, no. 8, pp. 868-871, Aug. 1992. (Pubitemid 23133318)
22. V. Zarzoso and A. K. Nandi, "Noninvasive fetal electrocardiogram extraction: blind separation versus adaptive noise cancellation," IEEE Trans. Biomed. Eng., vol. 48, no. 1, pp. 12-18, Jan. 2001. (Pubitemid 32165706)
23. R. Sameni,M. B. Shamsollahi, C. Jutten, and G. D. Clifford, "A nonlinear Bayesian filtering framework for ECG denoising," IEEE Trans. Biomed. Eng., vol. 54, no. 12, pp. 2172-2185, Dec. 2007. (Pubitemid 350157787)
24. G. Welch and G. Bishop, "An introduction to the Kalman filter," Dept. Comput. Sci., Univ. North Carolina, Chapel Hill, Tech. Rep. TR 95-041, 1995.
25. P. E. McSharry, G. D. Clifford, L. Tarassenko, and L. A. Smith, "A dynamical model for generating synthetic electrocardiogram signals," IEEE Trans. Biomed. Eng., vol. 50, no. 3, pp. 289-294, Mar. 2003. (Pubitemid 36331670)
26. G. D. Clifford, A. Shoeb, P. E. McSharry, and B. A. Janz, "Model-based filtering, compression and classification of the ECG," Int. J. Bioelectromag., vol. 7, no. 1, pp. 158-161, 2005.
27. R. Sameni, G. D. Clifford, C. Jutten, and M. B. Shamsollahi, "Multichannel ECG and noise modeling: Application to maternal and fetal ECG signals," EURASIP J. Adv. Signal Process., vol. 2007, p. 43407, 2007.
28. T. J. DuBose, J. A. Cunyus, and L. F. Johnson, "Embryonic heart rate and age," J. Diagnost. Med. Sonogr., vol. 6, no. 3, pp. 151-157, 1990. (Pubitemid 20313532)
29. B. De Moor, P. De Gersem, B. De Schutter, and W. Favoreel, "DAISY: A database for identification of systems," J. A, Spec. Issue Comput. Aided Control Systems Design, vol. 38, no. 3, pp. 4-5, Sep. 1997.
30. A. L. Goldberger, L. A. N. Amaral, L. Glass, J. M. Hausdorff, P. Ch. Ivanov, R. G. Mark, J. E. Mietus, G. B. Moody, C.-K. Peng, and H. E. Stanley, "PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals," Circulation, vol. 101, no. 23, pp. e215-e220, Jun. 13, 2000, Circulation Electronic Pages, [Online]. Available:http://circ.ahajournals.org/cgi/content/full/101/23/e215