Blind separation of rotating machine sources: Bilinear forms and convolutive mixtures

Neurocomputing

Volumn 49, Issue 1-4, 2002, Pages 349-368

  Ypma, Alexander ^a,b   Leshem, Amir ^a,c   Duin, Robert P W ^a  

^a DELFT UNIVERSITY OF TECHNOLOGY   (Netherlands)

^b SNN Nijmegen   (Netherlands)

^c Metalink Broadband Access   (Israel)

Author keywords

Bilinear forms; Blind source separation; Condition monitoring; Convolutive mixture; Machine vibration

Indexed keywords

ACOUSTIC MEASURING INSTRUMENTS; ALGORITHMS; ROTATING MACHINERY; VIBRATION CONTROL;

CONVOLUTIVE MIXTURES;

BLIND SOURCE SEPARATION;

ALGORITHM; ARTICLE; FEASIBILITY STUDY; LINEAR SYSTEM; MACHINE; MEASUREMENT; MONITORING; PRINCIPAL COMPONENT ANALYSIS; PRIORITY JOURNAL; PUMP; ROTATION; SIGNAL NOISE RATIO; SIGNAL PROCESSING; SOUND DETECTION; STATISTICAL ANALYSIS; STATISTICAL MODEL; VIBRATION;

EID: 0346665840     PISSN: 09252312     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0925-2312(02)00524-6     Document Type: Article

References (34)

1. B.G. Agee, S.V. Schell, W.A. Gardner, Spectral self-coherence restoral: a new approach to blind adaptive signal extraction using antenna arrays, Proc. IEEE 78 (4) (1990) 753-767.
2. A. Belouchrani, K. Abed-Meraim, J.-F. Cardoso, E. Moulines, A blind source separation technique using second-order statistics, IEEE Trans. Signal Process. 45 (2) (1997) 434-444.
3. A. Belouchrani, M. Amin, Blind source separation using time-frequency distributions: algorithm and asymptotic performance, in: Proceedings of the ICASSP97, Vol. 5, Munchen, 1997, pp. 3469-3472.
4. C. Capdessus, M. Sidahmed, J.L. Lacoume, Cyclostationary processes: application in gear faults early diagnosis, Mech. Systems Signal Process. 14 (3) (2000) 371-385.
5. V. Capdevielle, Ch. Servière, J.-L. Lacoume, Blind separation of wideband sources: application to rotating machine signals, in: Proceedings of the EUSIPCO '96, 1996, pp. 2085-2088.
6. J.F. Cardoso, High-order contrast for ICA, Neural Comput. 11 (1) (1999) 157-192.
7. J.F. Cardoso, A. Souloumiac, Blind beamforming for non-gaussian signals, IEE Proc. F 140 (6) (1993) 362-370.
8. C. Cempel, Vibroacoustic Condition Monitoring, Ellis Horwood, Chichester, UK, 1991.
9. P. Comon, Independent component analysis-a new concept? Signal Process. 36 (3) (1994) 287-314.
10. J.M. Danthez, R. Aquilina, Separation of broadband sources concept of the Labrador software, Mech. Systems Signal Process. 11 (1) (1997) 91-106.
11. I.K. Epps, An investigation into vibrations excited by discrete faults in rolling element bearings, Ph.D. Thesis, University of Canterbury, New Zealand, 1991.
12. P. Fabry, Ch. Servière, Blind separation of noisy harmonic signals using only second-order statistics, in: Proceedings of the ICECS'99, Cypress, September 1999.
13. G. Gelle, Les statistiques d'ordre superieur appliquees a la detection et a la separation de sources, Utilisation en analyse vibratoire et acoustique, Ph.D. Thesis, Universite de Reims Champagne-Ardenne, 1998.
14. A. Hyvärinen, E. Oja, A fast fixed-point algorithm for independent component analysis, Neural Comput. 9 (7) (1997) 1483-1492.
15. B.-U. Koehler, R. Orglmeister, ICA of electroencephalographic data using wavelet decomposition, in: Proceedings of the VIII Mediterranian Conference on MBEC, Cyprus, 1998.
16. M.S. Kompella, P. Davies, R.J. Bernhard, D.A. Ufford, A technique to determine the number of incoherent sources contributing to the response of a system, Mech. Systems Signal Process. 8 (4) (1994) 363-380.
17. W.A. Kuperman, G. Turek, Matched field acoustics, Mech. Systems Signal Process. 11 (1) (1997) 141-148.
18. A. Leshem, Source separation using bilinear forms, in: Proceedings of the Eighth International Conference on Higher-Order Statistical Signal Processing, Aussois, France, 1999.
19. P.J. Loughlin, G.D. Bernard, Cohen-Posch (positive) time-frequency distributions and their application to machine vibration analysis, Mech. Systems Signal Process. 11 (4) (1997) 561-576.
20. R.H. Lyon, Machinery Noise and Diagnostics, Butterworths, Boston, 1987.
21. C. Mejuto, J.C. Principe, A second-order method for blind source separation of convolutive mixtures, in: Proceedings of ICA'99, 1999.
22. J.S. Mitchell, An Introduction to Machinery Analysis and Monitoring, 2nd Edition, PennWell Publishing Co, Tulsa, USA, 1993.
23. H.L. Nguyen Thi, Ch. Jutten, Blind sources separation for convolutive mixtures, Signal Process. 45 (2) (1995) 209-229.
24. H. Oehlmann, Analyse temps-fréquence de signaux vibratoires de boî tes de vitesses, Ph.D. Thesis, Université H. Poincaré, C. de Recherche en Automatique, Nancy, 1996.
25. P. Pajunen, Blind source separation using algorithmic information theory, Neurocomputing 22 (1998) 35-48.
26. L. Parra, C. Spence, Convolutive blind separation of nonstationary sources, IEEE Trans. Speech Audio Process. 8 (3) (2000) 320-327.
27. I. Schiessl, M. Stetter, J.E.W. Mayhew, S. Askew, N. McLoughlin, J.B. Levitt, J.S. Lund, K. Obermayer, Blind separation of spatial signal patterns from optical imaging records, in: Proceedings of the ICA'99, 1999, pp. 179-184.
28. A.J. van der Veen, Algebraic methods for deterministic blind beamforming, Proc. IEEE 86 (10) (1998) 1987-2008.
29. A.-J. van der Veen, A. Paulraj, An analytical constant modulus algorithm, IEEE Trans. Signal Process. 44 (5) (1996) 1136-1155.
30. A. Yeredor, Approximate joint diagonalization using non-orthogonal matrices, in: Proceedings of the ICA2000, Helsinki, 2000, pp. 33-38.
31. A. Ypma, Learning methods for machine vibration analysis and health monitoring, Ph.D. Thesis, Pattern Recognition Group, TU Delft, The Netherlands, 2001. Download: http://www.mbfys.kun.nl/~ypma/papers/list_of_papers.html.
32. A. Ypma, A. Leshem, Blind separation of machine vibration with bilinear forms, in: Proceedings of ICA-2000, Helsinki, June 2000, pp. 405-410.
33. A. Ypma, P. Pajunen, Rotating machine vibration analysis with second-order independent component analysis, in: Proceedings of the ICA'99, Aussois, January 1999, pp. 37-42.
34. A. Ziehe, G. Nolte, G. Curio, K.-R. Müller, Optimal filtering algorithms for source separation, in: Proceedings of the ICA2000, Helsinki, 2000, pp. 127-132.