Skip to main content
Log in

Comparison of SVD methods to extract the foetal electrocardiogram from cutaneous electrode signals

  • Physiological Measurement
  • Published:
Medical and Biological Engineering and Computing Aims and scope Submit manuscript

Abstract

The paper presents and compares three methods making use of the singular value decomposition (SVD) of a matrix to extract the foetal electrocardiogram (FECG) from cutaneously recorded electrode signals. The first method constructs a set of orthogonal foetal signals (the so-called principal foetal signals) from the recordings, but needs electrode positions far from the foetal heart, in addition to the abdominal electrodes that pick up a mixture of maternal and foetal electrocardiogram. An online adaptive algorithm has been developed such that a real-time implementation becomes feasible. The second method is a new online approach to a technique presented by van Oosterom. Although this method has some important drawbacks and is suboptimal as far as foetal signal-to-noise ratio is concerned. it is still very useful when only a foetal trigger is required, as the signal obtained is not a complete FECG, Finally, a third method is proposed, based on the generalised SVD and interpreted with the new concept of oriented signal-to-signal ratio. An online version is also presented for this method and some results are shown.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Bergveld, P. andMeijer, J. H. (1981) A new technique for the suppression of the MECG.IEEE Trans.,BME-28, 348–354.

    Google Scholar 

  • Callaerts, D., Vanderschoot, J., Vandewalle, J., Sansen, W., Vantrappen, G. andJanssens, J. (1986a) An adaptive on-line method for the extraction of the complete foetal electrocardiogram from cutaneous multilead recordings.J. Perinat. Med.,14 (6), 421–433.

    Google Scholar 

  • Callaerts, D., Vanderschoot, J., Vandewalle, J. andSansen, W. (1986b). An on-line adaptive algorithm for signal processing using SVD. InSignal Processing III, Elsevier Science/North Holland/, Amsterdam, The Netherlands, EURASIP 86, The Hague, 953–956.

    Google Scholar 

  • Callaerts, D., Vanderschoot, J., Vandewalle, J., Sansen, W., Vantrappen, G. andJanssens, J. (1987) Fetal electrocardiogram measuring method and equipment (FEMME).J. Perinat. Med.,15, Suppl. 1, World Symposium on Computers in the Care of Mother, Fetus and Newborn, Vienna, 33.

    Google Scholar 

  • De Moor, B., Vandewalle, J. andStaar, J. (1987) Oriented energy and oriented signal-to-signal ratio concepts in the analysis of vector sequences and time series. InSVD and signal processing: algorithms, applications and architectures.Deprettere, E., (Ed.), North Holland, 209–232.

  • de Moor, B. (1988) Mathematical concepts and techniques for modelling of static and dynamic systems. Ph.D. thesis, Department of Electrical Engineering, Katholieke Universiteit Leuven, Belgium, June 1988.

    Google Scholar 

  • Ferrara, E. R. andWidrow, B. (1982) Fetal electrocardiogram enhancement by time sequenced adaptive filtering.IEEE Trans.,BME-29, 458–460.

    Google Scholar 

  • Golub, G. H. andvan Loan, C. F. (1983)Matrix computations. North Oxford Academy, Oxford, UK.

    MATH  Google Scholar 

  • Longini, R. L., Reichert, T. A., Yu, J. M. andCrowley, J. S. (1977) Near-orthogonal basis functions: a real time fetal ECG technique.IEEE Trans.,BME-24, 39–43.

    Google Scholar 

  • Ostendorp, T., van Oosterom, A., Jongsma, H. andvan Dongen, P. (1986) The potential distribution generated by the fetal heart at the maternal abdomen,J. Perinat. Med.,14, (6), 435–444.

    Article  Google Scholar 

  • Oostendorp, T. (1989) Modelling the fetal ECG. Ph.D. Thesis, Katholieke Universiteit Nijmegen, The Netherlands, Jan 1989.

    Google Scholar 

  • Parlett, B. N. (1980)The symmetric eigenvalue problem. Prentice Hall, Englewood Cliffs, New Jersey.

    MATH  Google Scholar 

  • Plonsey, R. (1969)Bioelectric phenomena. McGraw-Hill, New York.

    Google Scholar 

  • Staar, J. (1982) Concepts for reliable modelling of linear systems with application to on-line identification of multivariable state space descriptions. Ph.D. thesis, Department of Electrical Engineering, Katholieke Universiteit Leuven, Belgium, June 1982.

    Google Scholar 

  • Sureau, C. andTrocellier, R. (1961) Etude de quelques problémes techniques en électrocardiographie foetale.Med. Electron. & Biol. Eng.,1, 181–188.

    Google Scholar 

  • van Bemmel, J. H. (1968) Detection of weak electrocardiograms by autocorrelation and crosscorrelation of envelopes.IEEE Trans.,BME-15, 17–23.

    Google Scholar 

  • van Oosterom, A. andAlsters, J. (1984) Removing the maternal component in the fetal ECG using singular value decomposition. InElectrocardiography '83.Ruttkay-Nedecky, I. andMacFarlane, P. (Eds.), Excerpta Medicine, Amsterdam, The Netherlands, 171–176.

    Google Scholar 

  • van Oosterom, A. (1986) Spatial filtering of the fetal electrocardiogram.J. Perinat. Med.,14, (6), 411–419.

    Google Scholar 

  • Vanderschoot, J., Vandewalle, J., Sansen, W., Vantrappen, G. andJanssens, J. (1983) An application of SVD to the extraction of weak bioelectrical signals.Revue HF,XII, 253–258.

    Google Scholar 

  • Vanderschoot, J., Vandewalle, J., Janssens, J., Sansen, W. andVantrappen, G. (1984) Extraction of weak bioelectrical signals by means of singular value decomposition. InAnalysis and optimization of systems.Bensoussan, A. andLions, J. L., (Eds.), Lecture Notes in Control and Information Sciences 63, Springer Verlag, Berlin, 434–448.

    Google Scholar 

  • Vanderschoot, J., Callaerts, D., Sansen, W., Vandewalle, J., Vantrappen, G. andJanssens, J. (1987) Two methods for optimal MECG elimination and FECG detection from skin electrode signals.IEEE Trans.,BME-34, 233–243.

    Google Scholar 

  • Vandewalle, J. andCallaerts, D. (1988) Singular value decomposition: a powerful concept and tool in signal processing. Proc. Conf. on Mathematics in Signal Processing, Warwick, Dec. 1988.

  • Wheeler, T., Murrills, A. andShelley, T. (1978) Measurement of the fetal heart rate during pregnancy by a new electrocardiographic technique.Br. J. Obstet. Gynecol.,85, 12–17.

    Google Scholar 

  • Widrow, B., Glover, J. R., McCool, J. M., Kannitz, J., Williams, C. H. S., Hearn, R. M., Zeidler, J. R., Dong, E. andGoodlin, R. C. (1975) Adaptive noise cancelling: principles and applications.Proc. IEEE,63, 1692–1716.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

About this article

Cite this article

Callaerts, D., De Moor, B., Vandewalle, J. et al. Comparison of SVD methods to extract the foetal electrocardiogram from cutaneous electrode signals. Med. Biol. Eng. Comput. 28, 217–224 (1990). https://doi.org/10.1007/BF02442670

Download citation

  • Received:

  • Accepted:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF02442670

Keywords

Navigation