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Projective filtering of time-aligned beats for foetal ECG extraction

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Wybrane pełne teksty z tego czasopisma
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Języki publikacji
EN
Abstrakty
EN
Extraction of the foetal electrocardiogram from single-channel maternal abdominal signals without disturbing its morphology is difficult. We propose to solve the problem by application of projective filtering of time-aligned ECG beats. The method performs synchronization of the beats and then employs the rules of principal component analysis to the desired ECG reconstruction. In the first stage, the method is applied to the composite abdominal signals, containing maternal ECG, foetal ECG, and various types of noise. The operation leads to maternal ECG enhancement and to suppression of the other components. In the next stage, the enhanced maternal ECG is subtracted from the composite signal, and this way the foetal ECG is extracted. Finally, the extracted signal is also enhanced by application of projective filtering. The influence of the developed method parameters on its operation is presented.
Rocznik
Strony
331--339
Opis fizyczny
Bibliogr. 22 poz., rys.
Twórcy
autor
  • Institute of Electronics, Division of Biomedical Electronics, Silesian University of Technology, 16 Akademicka St., 44-100 Gliwice, Poland, mkotas@polsl.pl
Bibliografia
  • [1] H.M.L Jenkins, "Technical progress in fetal electrocardiography-a review", J. Perinat. Med. 14, 365-370 (1986).
  • [2] B. Widrow, et.al., "Adaptive noise cancelling: principles and the applications", Proc. IEEE 63,1692-1716 (1975).
  • [3] P. Bergveld and J.H. Meijer, "A new technique for the suppression of the MECG", IEEE Trans. Biomed. Eng. 28, 348-354(1981).
  • [4] D. Callaerts, B. De Moor, J. Vandewalle, and W. Sansen, "Comparison of SVD methods to extract the foetal electrocardiogram from cutaneous electrode signals", Med. & Biol. Eng. & Comput. 28, 217-224 (1990).
  • [5] L. De Lathauwer, B. De Moor, and J. Vandevalle, "Fetal electrocardiogram extraction by source subspace separation", Proc. IEEE SPIATHOS Workshop on HOS, 134-138 (1995).
  • [6] J.F. Cardoso and A. Souloumiac, "Blind beamforming for non-Gaussian signals", Proc. Inst. Elect. Eng. F 140 (6), 362-370 (1993).
  • [7] J.-F. Cardoso, "Multidimensional independent component analysis", Proc. ICASSP'98 4, 1941-1944 (1998).
  • [8] Zarcoso and AK. Nandi, "Noninvasive fetal electrocardiogram extraction: blind separation versus adaptive noise cancellation", IEEE Trans. Biomed. Eng. 48, 12-18 (2001).
  • [9] M. Kotas, "Independent versus principal component analysis for fetal ECG extraction", Proc. Int. Conf. SYMBIOSIS, 108-115 (2001).
  • [10] J. H. Nagel, "Progress in fetal monitoring' by improved data acquisition", IEEE Trans. Biomed. Eng. 31,9-13 (1984).
  • [11] P. P. Kanjilal, S. Palit and G. Saha, "Fetal ECG extraction from single channel maternal ECG using singular value decomposition", IEEE Trans. Biomed. 44,51-59 (1997).
  • [12] T. Schreiber and D. Kaplan, "Nonlinear noise reduction for electrocardiograms", Chaos 6,87-92 (1996).
  • [13] M. Richter, T. Schreiber, and D.T. Kaplan, "Fetal ECG extraction with nonlinear state space projections", IEEE Trans. Biomed. Eng. 45, 133-]37 (1998).
  • [14] M. Kotas, "Projective filtering of the time-aligned ECG beats", IEEE Trans. Biomed. Eng. 51, 1129-1139 (2004).
  • [15] P. Grassberger, R. Hegger, H. Kantz, C. Schaffrath, and T. Schreiber, "On noise reduction methods for chaotic data", Chaos 3, 127-]41 (1993).
  • [16] LT. Jollife, Principal Component Analysis, Springer Verlag, New York, 1986.
  • [17] P.S. Hamilton and WI. Tompkins, "Quantitative investigation of QRS detection rules using the MIT/BIH arrhythmia database", IEEE Trans. Biomed. Eng. 33, 1157-1165 (1986).
  • [18] H.H. Chou, Y.J. Chen, Y.C. Shiau, and T.S. Kuo, "An effective and efficient compression algorithm for ECG signals with irregular periods", IEEE Trans. Biomed. Eng. 53, 1198-1205 (2006).
  • [19] M. Kotas, "Fetal QRS Detection - Quantitative Investigation of a Class of Algorithms", Biocybernetics and Biomedical Engineering 16 (3--4), 133-145 (1996).
  • [20] M. Kotas, "A new method of fetal QRS detection", Biocybernetics and Biomedical Engineering 16 (3-4), 147-163 (1996).
  • [21] I.A van Alste, W van Eck, and O.E. Herrmann, "ECG base line wander reduction using linear phase filters", Computers & Biomed. Research 19, 417--427 (1986).
  • [22] M. Kotas, "Projective filtering of time-aligned ECG beats for repolarization duration measurement", Computer Methods and Programs in Biomedicine 18, 115-123 (2007).
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BPG5-0028-0010
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