An efficient unsupervised fetal QRS complex detection from abdominal maternal ECG

Physiological Measurement

Volumn 35, Issue 8, 2014, Pages 1607-1619

  Varanini, M ^a   Tartarisco, G ^b   Billeci, L ^a   Macerata, A ^c   Pioggia, G ^b   Balocchi, R ^a  

^a INSTITUTE OF CLINICAL PHYSIOLOGY   (Italy)

^b CNR   (Italy)

^c UNIVERSITY OF PISA   (Italy)

Author keywords

fetal electrocardiography; fetal QRS detection; signal processing

Indexed keywords

BIOMEDICAL SIGNAL PROCESSING; ELECTROCARDIOGRAPHY; HEART; SIGNAL DETECTION; SIGNAL TO NOISE RATIO; SINGULAR VALUE DECOMPOSITION;

FETAL ECG; FETAL ELECTROCARDIOGRAPHIES; FETAL QRS DETECTION; FOETAL HEART RATES; INDEPENDENT COMPONENTS ANALYSIS; MATERNAL ECG; PHYSIONET; QRS COMPLEX DETECTION; QRS DETECTION; SIGNAL-PROCESSING;

INDEPENDENT COMPONENT ANALYSIS;

ABDOMEN; ARTIFACT; ARTIFICIAL INTELLIGENCE; ELECTROCARDIOGRAPHY; FEMALE; FETUS; FETUS HEART RATE; FETUS MONITORING; HUMAN; MOTHER; PHYSIOLOGY; PREGNANCY; PROCEDURES; SIGNAL PROCESSING;

ABDOMEN; ARTIFACTS; ARTIFICIAL INTELLIGENCE; ELECTROCARDIOGRAPHY; FEMALE; FETAL MONITORING; FETUS; HEART RATE, FETAL; HUMANS; MOTHERS; PREGNANCY; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 84905168089     PISSN: 09673334     EISSN: 13616579     Source Type: Journal    
DOI: 10.1088/0967-3334/35/8/1607     Document Type: Article

References (21)

1. Behar J, Oster J and Clifford G D 2013 Non-invasive FECG extraction from a set of abdominal sensors Proc. Comput. Cardiol. 40 297-300
2. Belouchrani A, Abed-Meraim K, Cardoso J F and Moulines E 1997 Blind source separation technique using second-order statistics IEEE Trans. Sign. Proc. 45 434-44 (Pubitemid 127765906)
3. Callaerts D, De Moor B, Vandewalle J and Sansen W 1990 Comparison of SVD methods to extract the foetal electrocardiogram from cutaneous electrode signals Med. Biol. Eng. Comput. 28 217-24 (Pubitemid 20278191)
4. Cardoso J F and Solumiac A 1993 Blind beamforming for non Gaussian signals IEE Proc. F 140 362-70
5. 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 (Pubitemid 17223328)
6. Clifford G D, Silva I, Behar J and Moody G B 2014 Noninvasive fetal ECG analysis Physiol. Meas. 35 1521
7. De Lathauwer L, De Moor B and Vandewalle J 2000 Fetal electrocardiogram extraction by blind source subspace separation IEEE Trans. Biomed. Eng. 47 567-72 (Pubitemid 30316973)
8. Hyvarinen A 1999 Fast and robust fixed point algorithm for independent component analysis IEEE Trans. Neural Netw. 10 626-34
9. Khamene A and Negahdaripour S 2000 A new method for the extraction of fetal ECG from the composite abdominal signal IEEE Trans. Biomed. Eng. 47 507-16 (Pubitemid 30187520)
10. Kotas M 2004 Projective filtering of time-aligned ECG beats IEEE Trans. Biomed. Eng. 51 1129-39 (Pubitemid 38787919)
11. Martens S M M, Rabotti C, Mischi M and Sluijter R J 2007 A robust fetal ECG detection method for abdominal recordings Physiol. Meas. 28 373-88 (Pubitemid 46540441)
12. Niknazar M, Rivet B and Jutten C 2013 Fetal ECG extraction by extended state Kalman filtering based on single-channel recordings IEEE Trans. Biomed. Eng. 60 1345-52
13. Onaral B, Sun H H and Schwan H P 1984 Electrical properties of bioelectrodes IEEE Trans. Biomed. Eng. 31 827-32
14. Sameni R 2008 Extraction of fetal cardiac signals from an array of maternal abdominal recordings PhD Thesis
15. Sameni R and Clifford G D 2010a A review of fetal ECG signal processing issues and promising directions Open Pacing Electrophysiol. Ther. J. 3 4-20
16. Sameni R, Jutten C and Shamsollahi M B 2010b A deflation procedure for subspace decomposition IEEE Trans. Biomed. Eng. 58 2363-74
17. 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 Proc. Comput. Cardiol. 40 149-52
18. Taddei A, Marchesi C and Landucci L 1984 Performance comparison of fast QRS detection algorithms Ambulatory Monitoring ed C Marchesi (Boston, MA: Martinus Nijhoff) pp 189-207
19. Varanini M, Tartarisco G, Billeci L, Macerata A, Pioggia G and Balocchi R 2013 A multi-step approach for non-invasive fetal ECG analysis Proc. Comput. Cardiol. 40 281-4
20. Widrow B et al 1975 Adaptive noise cancelling: principles and applications Proc. IEEE 63 1692-716
21. Zarzoso V and Nandi A K 2001 Noninvasive fetal electrocardiogram extraction: blind separation versus adaptive noise cancellation IEEE Trans. Biomed. Eng. 48 12-8 (Pubitemid 32165706)