Skip to main content
Top

2016 | OriginalPaper | Chapter

Difference Spectrum Energy Applied for Fetal QRS Complex Detection

Authors : Khalifa Elmansouri, Rachid Latif, Fadel Maoulainine

Published in: Proceedings of the Mediterranean Conference on Information & Communication Technologies 2015

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The detection of the fetal QRS complex from one composite signal recorded from the abdominal area is a challenging problem for both the biomedical and signal processing communities. In this work, in contrast to the classical approach using Singular Value Decomposition (SVD) based on the analysis of the singular value ratio, we present a new approach using optimal SVD based on difference spectrum energy to detect the QRS complexes of the fetus cardiac activity, also the Undecimated Wavelet Transform (UWT) was used for noise filtering and to determine peaks locations. The result of the R peaks performance measure is calculated for the two approaches. This method is advantageous since it is based on the analysis of one abdominal signal, and it is validated in both the synthetic and real signals.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Sameni, R., Clifford, G.D.: A review of fetal ECG signal processing: issues and promising directions. Open Pacing Electrophysiol. Ther. J 3, 4–20 (2010) Sameni, R., Clifford, G.D.: A review of fetal ECG signal processing: issues and promising directions. Open Pacing Electrophysiol. Ther. J 3, 4–20 (2010)
2.
go back to reference Elmansouri, K., Latif, R., Maoulainine, F.: Improvement of fetal electrocardiogram extraction by application of fuzzy adaptive resonance theory to adaptive neural fuzzy system. Int. J. Innov. Appl. Stud. 9(1), 95–103 (2014) Elmansouri, K., Latif, R., Maoulainine, F.: Improvement of fetal electrocardiogram extraction by application of fuzzy adaptive resonance theory to adaptive neural fuzzy system. Int. J. Innov. Appl. Stud. 9(1), 95–103 (2014)
3.
go back to reference Lathauwer, L., Moor, B., Vandewalle, J.: Fetal electrocardiogram extraction by blind source subspace separation. IEEE Trans. Biomed. Eng. 47(5), 567–572 (2000)CrossRef Lathauwer, L., Moor, B., Vandewalle, J.: Fetal electrocardiogram extraction by blind source subspace separation. IEEE Trans. Biomed. Eng. 47(5), 567–572 (2000)CrossRef
4.
go back to reference Richter, M., Schreiber, T., Kaplan, D.T.: Fetal ECG extraction with nonlinear state space projections. IEEE Trans. Biomed. Eng. 45(1), 133–137 (1998)CrossRef Richter, M., Schreiber, T., Kaplan, D.T.: Fetal ECG extraction with nonlinear state space projections. IEEE Trans. Biomed. Eng. 45(1), 133–137 (1998)CrossRef
5.
go back to reference Kanjilal, P.P., Palit, S., Saha, G.: Fetal ECG extraction from single-channel maternal ECG using singular value decomposition. IEEE Trans. Biomed. Eng. 44(1), 51–59 (1997)CrossRef Kanjilal, P.P., Palit, S., Saha, G.: Fetal ECG extraction from single-channel maternal ECG using singular value decomposition. IEEE Trans. Biomed. Eng. 44(1), 51–59 (1997)CrossRef
6.
go back to reference Golub, G.H., Van Loan, C.F.: Matrix Computations. John Hopkins University Press, Baltimore (1996)MATH Golub, G.H., Van Loan, C.F.: Matrix Computations. John Hopkins University Press, Baltimore (1996)MATH
7.
go back to reference Zhao, X., Ye, B.: Selection of effective singular values using difference spectrum and its application to fault diagnosis of headstock. Mech. Syst. Signal Pr. 25(5), 1617–1631 (2011)MathSciNetCrossRef Zhao, X., Ye, B.: Selection of effective singular values using difference spectrum and its application to fault diagnosis of headstock. Mech. Syst. Signal Pr. 25(5), 1617–1631 (2011)MathSciNetCrossRef
8.
go back to reference Brenner, M.J.: Non-stationary dynamics data analysis with wavelet-SVD filtering. Mech. Syst. Signal Pr. 17(4), 765–786 (2003)CrossRef Brenner, M.J.: Non-stationary dynamics data analysis with wavelet-SVD filtering. Mech. Syst. Signal Pr. 17(4), 765–786 (2003)CrossRef
9.
go back to reference Elmansouri, K., Latif, R., Maoulainine, F.: Efficient fetal heart rate extraction using undecimated wavelet transform. In: The 2nd World Conference on Complex Systems, pp. 696–701. IEEE Press, Agadir (2014) Elmansouri, K., Latif, R., Maoulainine, F.: Efficient fetal heart rate extraction using undecimated wavelet transform. In: The 2nd World Conference on Complex Systems, pp. 696–701. IEEE Press, Agadir (2014)
10.
go back to reference McSharry, P.E., Clifford, G.D., Tarassenko, L., Smith, L.: A dynamical model for generating synthetic electrocardiogram signals. IEEE Trans. Biomed. Eng. 50(3), 289–294 (2003)CrossRef McSharry, P.E., Clifford, G.D., Tarassenko, L., Smith, L.: A dynamical model for generating synthetic electrocardiogram signals. IEEE Trans. Biomed. Eng. 50(3), 289–294 (2003)CrossRef
11.
go back to reference Kotas, M., Jezewski, J., Horoba, K., Matonia, A.: Application of spatio-temporal filtering to fetal electrocardiogram enhancement. Comput. Meth. Prog. Bio. 104(1), 1–9 (2011)CrossRef Kotas, M., Jezewski, J., Horoba, K., Matonia, A.: Application of spatio-temporal filtering to fetal electrocardiogram enhancement. Comput. Meth. Prog. Bio. 104(1), 1–9 (2011)CrossRef
Metadata
Title
Difference Spectrum Energy Applied for Fetal QRS Complex Detection
Authors
Khalifa Elmansouri
Rachid Latif
Fadel Maoulainine
Copyright Year
2016
DOI
https://doi.org/10.1007/978-3-319-30301-7_44