An efficient semi-blind source extraction algorithm and its applications to biomedical signal extraction

Science in China, Series F: Information Sciences

Volumn 52, Issue 10, 2009, Pages 1863-1874

  Ye, Ya Lan ^a,b   Sheu, Phillip C Y ^b   Zeng, Jia Zhi ^a   Wang, Gang ^a   Lu, Ke ^a  

^a UNIVERSITY OF ELECTRONIC SCIENCE AND TECHNOLOGY OF CHINA   (China)

^b University of California at Irvine   (United States)

Author keywords

Atrial Fibrillation; Blind source extraction; Blind source separation; Electrocardiogram; Fetal ECG; Independent component analysis

Indexed keywords

EID: 70350400604     PISSN: 10092757     EISSN: 18622836     Source Type: Journal    
DOI: 10.1007/s11432-009-0163-0     Document Type: Article

References (27)

1. Cichocki A, Amari S. Adaptive Blind Signal and Image Processing: Learning Algorithms and Applications. New York: John Wiley Sons, 2002.
2. Amari S, Cichocki A. Adaptive blind signal processing-neural network approaches. Proc IEEE, 1998, 86(10): 2026-2048.
3. Hyvärinen A, Oja E. Independent Component Analysis. New York: Wiley, 2001.
4. Ye Y L, Zhang Z L, Chen J, et al. A robust extraction algorithm based on a specific kurtosis value range. In: The 3rd International Conference on Natural Computation. Haikou, 2007. 49-53.
5. Ye Y L, Zhang Z L, Chen J. A robust and non-invasive fetal electrocardiogram extraction algorithm in a semi-blind way. IEICE Trans Fund, 2008, E91-A(3): 916-920.
6. Barros A K, Cichocki A. Extraction of specific signals with temporal structure. Neural Comput, 2001, 13(9): 1995-2003.
7. Hansen LK, ÅNielsen F, Larsen J. Exploring fMRI data for periodic signal components. Artif Intell Med, 2002, 25(1): 35-44.
8. Zhang Z L, Zhang Y. Extraction of a source signal whose kurtosis value lies in a specific range. Neurocomputing, 2006, 69(7-9): 900-904.
9. Zhang Z L, Zhang Y. Extraction of temporally correlated sources with its application to non-invasive fetal electrocardiogram extraction, Neurocomputing, 2006, 69(7-9): 894-899.
10. Lu W, Rajapakse J C. Approach and applications of constrained ICA. IEEE Trans Neural Netw, 2005, 16(1): 203-212.
11. Barros A K, Vigário R, Jousmäki V, et al. Extraction of eventrelated signals from multichannedl bioelectrical measurements. IEEE Trans Biomed Eng, 2000, 47(5): 583-588.
12. Hyvärinen A. Fast and robust fixed-point algorithm for independent component analysis. IEEE Trans Neural Netw, 1999, 10(3): 626-634.
13. Zhang Z L, Zhang Y. Robust extraction of sepecific signals with Temporal Structure, Neurocomputing, 2006, 69(7-9): 888-893.
14. Langley P, Bourke J P, Murray A. Frequency analysis of atrial fibrillation. Comput Cardiol, 2000, 27: 65-68.
15. Rieta J J, Castells F, Sanchez C, et al. Atrial activity extraction for atrial fibrillation analysis using blind source separation. IEEE Trans Biomed Eng, 2004, 51(7): 1176-1186.
16. Langley P, Rieta J J, Stridh M, et al. Comparison of atrial signal extraction algorithms in 12-lead ECGs atrial fibrillation. IEEE Trans Biomed Eng, 2006, 53(2): 343-346.
17. Zhang Z L. Morphologically constrained ICA for extracting weak temporally correlated signals. Neurocomputing, 2008, 71(7-9): 1669-1679.
18. den Hertog D. Interior Point Approach to Linear, Quadratic, and Convex Programming: Algorithms and Complexity. Kordrecht/Boston: Kluwer Academic, 1994.
19. Nocedal J, Stephen W J. Numerical Optimization. Berlin: Springer Science + Business Media, Inc. 1999.
20. Hyvärinen A. A family of fixed-point algorithms for independent component analysis. In: Proc IEEE Int Conf Axoustics, Speech, and Signal Processing. Munich, 1997. 3917-3920.
21. Hyvärinen A, Oja E. Independent component analysis by general non-linear hebbian-like learning rules. Signal Process, 1998, 64(3): 301-313.
22. Hampel F R, Ronchetti E M, Rousseuw P J, et al. Robust Statistics. New York: Wiley, 1986.
23. Hyvärinen A. One-unit contrast functions for independent component analysis: A statistical analysis. In: Neural Networks Signal Processing VII, Proc IEEE Workshop Neural Networks for Signal Processing. 1997. 388-397.
24. Cichocki A, Amari S, Siwek K, et al. ICALAB Toolboxes, http://www.bsp.brain.riken.jp/ICALAB.
25. De Moor D ed. Daisy: database for the identification of systems, available online at: http://www.esat.kuleuven.ac.be/sista/daisy.
26. De Lathauwer L, De Moor B, Vandewalle J. Fetal electrocardiogram extraction by blind source subspace separation. IEEE Trans Biomed Eng, 2000, 47(5): 567-572.
27. Zarzoso V, Nandi A K. Noninvasive fetal electrocardiogram extraction: blind separation versus adaptive noise cancellation. IEEE Trans Biomed Eng, 2001, 48(1): 12-18.