Skip to main content
Erschienen in: Medical & Biological Engineering & Computing 5/2010

01.05.2010 | Short Communication

Atrial activity estimation from atrial fibrillation ECGs by blind source extraction based on a conditional maximum likelihood approach

verfasst von: Ronald Phlypo, Vicente Zarzoso, Ignace Lemahieu

Erschienen in: Medical & Biological Engineering & Computing | Ausgabe 5/2010

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This work presents a spatial filtering method for the estimation of atrial fibrillation activity in the cutaneous electrocardiogram. A linear extraction filter is obtained by maximising the extractor output power on the significant spectral support of the signal of interest. An iterative procedure based on a quasi-maximum likelihood estimator is proposed to jointly estimate the significant spectral support and the extraction filter. Compared with a previously proposed spatio-temporal blind source separation method, our approach yields an improved atrial activity signal estimate as quantified by a higher spectral concentration of the extractor output. The proposed methodology can readily be adapted to signal extraction problems in other application domains.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

Literatur
1.
Zurück zum Zitat Belouchrani A, Abed-meraim K, Cardoso J, Moulines E (1997) A blind source separation technique using second order statistics. IEEE Trans Signal Process 45(2):434–444CrossRef Belouchrani A, Abed-meraim K, Cardoso J, Moulines E (1997) A blind source separation technique using second order statistics. IEEE Trans Signal Process 45(2):434–444CrossRef
2.
Zurück zum Zitat Bollmann A, Husser D, Mainardi L, Lombardi F, Langley P, Murray A, Rieta J, Millet J, Olsson B, Stridh M, Sörnmo L (2006) Analysis of surface electrocardiograms in atrial fibrillation: techniques, research and clinical applications. Europace 8:911–926CrossRef Bollmann A, Husser D, Mainardi L, Lombardi F, Langley P, Murray A, Rieta J, Millet J, Olsson B, Stridh M, Sörnmo L (2006) Analysis of surface electrocardiograms in atrial fibrillation: techniques, research and clinical applications. Europace 8:911–926CrossRef
3.
Zurück zum Zitat Cardoso JF (1994) On the performance of orthogonal source separation algorithms. In: Proceedings of EUSIPCO, Edinburgh, pp 776–779 Cardoso JF (1994) On the performance of orthogonal source separation algorithms. In: Proceedings of EUSIPCO, Edinburgh, pp 776–779
4.
Zurück zum Zitat Castells F, Rieta J, Millet J, Zarzoso V (2005) Spatiotemporal blind source separation approach to atrial activity estimation in atrial tachyarrhythmias. IEEE Trans Biomed Eng 52(2):258–267CrossRef Castells F, Rieta J, Millet J, Zarzoso V (2005) Spatiotemporal blind source separation approach to atrial activity estimation in atrial tachyarrhythmias. IEEE Trans Biomed Eng 52(2):258–267CrossRef
5.
Zurück zum Zitat Comon P (1994) Independent component analysis, a new concept? Signal Process 36:287–314MATHCrossRef Comon P (1994) Independent component analysis, a new concept? Signal Process 36:287–314MATHCrossRef
6.
Zurück zum Zitat Delfosse N, Loubaton P (1995) Adaptive blind separation of independent sources: A deflation approach. Signal Process 45:59–83MATHCrossRef Delfosse N, Loubaton P (1995) Adaptive blind separation of independent sources: A deflation approach. Signal Process 45:59–83MATHCrossRef
7.
Zurück zum Zitat Hyvärinen A, Oja E (1997) A fast fixed-point algorithm for independent component analysis. Neur Comput 9:1483–1492CrossRef Hyvärinen A, Oja E (1997) A fast fixed-point algorithm for independent component analysis. Neur Comput 9:1483–1492CrossRef
8.
Zurück zum Zitat Karhunen K (1947) Über lineare methoden in der wahrscheinlichkeitsrechnung. Ann Acad Sci Fennicae Ser A I Math-Phys 37:1–79MathSciNet Karhunen K (1947) Über lineare methoden in der wahrscheinlichkeitsrechnung. Ann Acad Sci Fennicae Ser A I Math-Phys 37:1–79MathSciNet
9.
Zurück zum Zitat Malmivuo J, Plonsey R (1995) Bioelectromagnetism: principles and applications of bioelectric and biomagnetic fields. Oxford University Press, New York Malmivuo J, Plonsey R (1995) Bioelectromagnetism: principles and applications of bioelectric and biomagnetic fields. Oxford University Press, New York
10.
Zurück zum Zitat Phlypo R, Zarzoso V, Lemahieu I (2010) Source extraction by maximising the variance in the conditional distribution tails. IEEE Trans Signal Process 58(1):305–316CrossRef Phlypo R, Zarzoso V, Lemahieu I (2010) Source extraction by maximising the variance in the conditional distribution tails. IEEE Trans Signal Process 58(1):305–316CrossRef
11.
Zurück zum Zitat Slocum J, Byrom E, McCarthy L, Sahakian A, Swiryn S (1985) Computer detection of atrioventricular dissociation from the surface electrocardiograms during wide QRS tachycardias. Circulation 72(5):1028–1036 Slocum J, Byrom E, McCarthy L, Sahakian A, Swiryn S (1985) Computer detection of atrioventricular dissociation from the surface electrocardiograms during wide QRS tachycardias. Circulation 72(5):1028–1036
12.
Zurück zum Zitat Stridh M, Sörnmo L (2001) Spatiotemporal QRST cancellation techniques for analysis of atrial fibrillation. IEEE Trans Biomed Eng 48(1):105–111CrossRef Stridh M, Sörnmo L (2001) Spatiotemporal QRST cancellation techniques for analysis of atrial fibrillation. IEEE Trans Biomed Eng 48(1):105–111CrossRef
13.
Zurück zum Zitat Tichavský P, Koldovský Z, Yeredor A, Gómez-Herrero G, Doron E (2008) A hybrid technique for blind separation of non-gaussian and time-correlated sources using a multicomponent approach. IEEE Trans Neural Netw 19(3):421–430CrossRef Tichavský P, Koldovský Z, Yeredor A, Gómez-Herrero G, Doron E (2008) A hybrid technique for blind separation of non-gaussian and time-correlated sources using a multicomponent approach. IEEE Trans Neural Netw 19(3):421–430CrossRef
14.
Zurück zum Zitat Tong L, Liu RW, Soon VC, Huang YF (1991) Indeterminacy and identifiability of blind identification. IEEE Trans Circuits Syst 38(5):499–509MATHCrossRef Tong L, Liu RW, Soon VC, Huang YF (1991) Indeterminacy and identifiability of blind identification. IEEE Trans Circuits Syst 38(5):499–509MATHCrossRef
15.
Zurück zum Zitat Xerri B, Borloz B (2004) An iterative method using conditional second-order statistics applied to the blind source separation problem. IEEE Trans Signal Process 52(2):313–328CrossRefMathSciNet Xerri B, Borloz B (2004) An iterative method using conditional second-order statistics applied to the blind source separation problem. IEEE Trans Signal Process 52(2):313–328CrossRefMathSciNet
Metadaten
Titel
Atrial activity estimation from atrial fibrillation ECGs by blind source extraction based on a conditional maximum likelihood approach
verfasst von
Ronald Phlypo
Vicente Zarzoso
Ignace Lemahieu
Publikationsdatum
01.05.2010
Verlag
Springer-Verlag
Erschienen in
Medical & Biological Engineering & Computing / Ausgabe 5/2010
Print ISSN: 0140-0118
Elektronische ISSN: 1741-0444
DOI
https://doi.org/10.1007/s11517-010-0581-6

Weitere Artikel der Ausgabe 5/2010

Medical & Biological Engineering & Computing 5/2010 Zur Ausgabe