Principal component model for maternal ECG extraction in fetal QRS detection

Physiological Measurement

Volumn 35, Issue 8, 2014, Pages 1637-1648

  Lipponen, Jukka A ^a   Tarvainen, Mika P ^a,b  

^a UNIVERSITY OF EASTERN FINLAND   (Finland)

^b KUOPIO UNIVERSITY HOSPITAL   (Finland)

Author keywords

CG; fetal ECG; odeling; rincipal component regression; RR interval

Indexed keywords

ELECTROCARDIOGRAPHY; PRINCIPAL COMPONENT ANALYSIS;

ABDOMINAL SIGNALS; CARDIAC MONITORING; CG; FETAL ECG; MATERNAL ECG; ODELING; PRINCIPAL COMPONENT MODELS; QRS DETECTION; RINCIPAL COMPONENT REGRESSION; RR INTERVALS;

EXTRACTION;

ALGORITHM; ELECTROCARDIOGRAPHY; FEMALE; FETUS; FETUS MONITORING; HUMAN; MOTHER; PHYSIOLOGY; PRINCIPAL COMPONENT ANALYSIS; PROCEDURES; SIGNAL NOISE RATIO; SIGNAL PROCESSING; STATISTICAL MODEL;

ALGORITHMS; ELECTROCARDIOGRAPHY; FEMALE; FETAL MONITORING; FETUS; HUMANS; MODELS, STATISTICAL; MOTHERS; PRINCIPAL COMPONENT ANALYSIS; SIGNAL PROCESSING, COMPUTER-ASSISTED; SIGNAL-TO-NOISE RATIO;

EID: 84905169040     PISSN: 09673334     EISSN: 13616579     Source Type: Journal    
DOI: 10.1088/0967-3334/35/8/1637     Document Type: Article

References (23)

1. Andreotti F, Riedl M, Himmelsbach T, Wedekind D, Zaunseder S, Wessel N and Malberg H 2013 Maternal signal estimation by Kalman filtering and template adaptation for fetal heart rate extraction Computing in Cardiology Conf. (CinC) (Zaragoza, Sept. 2013) pp 193-6
2. Behar J, Oster J and Clifford G D 2013 Non invasive FECG extraction from a set of abdominal sensors Computing in Cardiology Conf. (CinC) (Zaragoza, Sept. 2013) pp 297-9
3. Cerutti S, Baselli G, Civardi S, Ferrazzi E, Marconi A M, Pagani M and Pardi G 1986 Variability analysis of fetal heart rate signals as obtained from abdominal electrocardiographic recordings J. Perinat. Med. 14 445-52
4. Comani S, Mantini D, Lagatta A, Esposito F, Di Luzio S and Romani G L 2004 Time course reconstruction of fetal cardiac signals from fMCG: independent component analysis versus adaptive maternal beat subtraction Physiol. Meas. 25 1305
5. De Lathauwer L, De Moor B and Vanderwalle J 2000 Fetal electrocardiogram extraction by blind source subspace separation IEEE Trans. Biomed. Eng. 47 567-72
6. Ebenezer D and Krishnamurthy V 1993 Wave digital matched filter for electrocardiogram preprocessing J. Biomed. Eng. 15 132-4
7. Goldberger A L, Amaral L A N, Glass L, Hausdorff J M, Ivanov P C, Mark R G, Mietus J E, Moody G B, Peng C K and Stanley H E 2000 PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals Circulation 101 e215-20
8. Jolliffe I T 1986 Principal Component Analysis (New York: Springer-Verlag)
9. Lipponen J A and Tarvainen M P 2013 Advanced maternal ECG removal and noise reduction for application of fetal QRS detection Computing in Cardiology Conf. (CinC) (Zaragoza, Sept. 2013) pp 161-4
10. Lipponen J A, Gladwell V F, Kinnunen H, Karjalainen P A and Tarvainen M P 2013 The correlation of vectorcardiographic changes to blood lactate concentration during an exercise test Biomed. Signal Process. Control 8 491-9
11. Lipponen J A, Tarvainen M P, Laitinen T, Lyyra-Laitinen T and Karjalainen P A 2010 A principal component regression approach for estimation of ventricular repolarization characteristics IEEE Trans. Biomed. Eng. 57 1062-9
12. Martens S M, Rabotti C, Mischi M and Sluijter R J 2007 A robust fetal ECG detection method for abdominal recordings Physiol. Meas. 28 373-88
13. Neilson J P et al 2013 Fetal electrocardiogram (ECG) for fetal monitoring during labour Cochrane Database Syst. Rev. 5
14. Physionet 2013 PhysioNet/computing in cardiology challenge (www.physionet.org/challenge/2013/)
15. Pan J and Tompkins W J 1985 A real-time QRS detection algorithm IEEE Trans. Biomed. Eng. 3 230-6
16. Richter M, Schreiber T and Kaplan D T 1998 Fetal ECG extraction with nonlinear state-space projections IEEE Trans. Biomed. Eng. 45 133-7
17. Ruha A, Sallinen S and Nissila S 1997 A real-time microprocessor QRS detector system with a 1 ms timing accuracy for the measurement of ambulatory HRV IEEE Trans. Biomed. Eng. 44 159-67
18. Sameni R and Clifford G D 2010 A review of fetal ECG signal processing; issues and promising directions Open Pacing Electrophysiol. Ther. J. 3 4-20
19. Silva I, Behar J, Sameni R, Zhu T, Oster J, Clifford G D and Moody G B 2013 Noninvasive fetal ECG: the physionet/computing in cardiology challenge Computing in Cardiology Conf. (CinC) (Zaragoza, Sept. 2013) pp 149-52
20. Ungureanu M, Bergmans J W, Oei S G and Strungaru R 2007 Fetal ECG extraction during labor using an adaptive maternal beat subtraction technique Biomed. Tech. 52 56-60
21. Varanini M, Tartarisco G, Billeci L, Macerata A, Pioggia G and Balocchi R 2013 A multi-step approach for non-invasive fetal ECG analysis Computing in Cardiology Conf. (CinC) (Zaragoza, Sept. 2013) pp 281-4
22. Vullings R, Peters C H L, Sluijter R J, Mischi M, Oei S G and Bergmans J W M 2009 Dynamic segmentation and linear prediction for maternal ECG removal in antenatal abdominal recordings Physiol. Meas. 30 291-307
23. Zaunseder S, Andreotti F, Cruz M, Stepan H, Schmieder C, Wessel N, Jank A and Malberg H 2013 Fetal QRS detection by means of Kalman filtering and using the event synchronous canceller Int. J. Bioelectromagn. 15 83-9