Geometrically constrained independent component analysis

IEEE Transactions on Audio, Speech and Language Processing

Volumn 15, Issue 2, 2007, Pages 715-726

  Knaak, Mirko ^a,b   Araki, Shoko ^b   Makino, Shoji ^b  

^a TECHNISCHE UNIVERSITÄT BERLIN   (Germany)

^b NTT Communication Science Laboratories   (Japan)

Author keywords

Blind source separation (BSS); Independent component analysis (ICA); Machine diagnosis; Minimum variance beamforming; Signal enhancement; Statistical signal processing

Indexed keywords

INDEPENDENT COMPONENT ANALYSIS (ICA); MACHINE DIAGNOSIS; MINIMUM VARIANCE BEAMFORMING; SIGNAL ENHANCEMENT; STATISTICAL SIGNAL PROCESSING;

ADAPTIVE ALGORITHMS; APARTMENT HOUSES; BEAMFORMING; HEMODYNAMICS; INDEPENDENT COMPONENT ANALYSIS; SEPARATION; SIGNAL ANALYSIS; SIGNAL PROCESSING; SPEECH ANALYSIS; TARGETS;

BLIND SOURCE SEPARATION;

EID: 44649121939     PISSN: 15587916     EISSN: None     Source Type: Journal    
DOI: 10.1109/TASL.2006.876730     Document Type: Article

References (26)

1. O. L. Frost, "An algorithm for linearly constrained adaptive antenna array processing," Proc. IEEE, vol. 60, no. 8, pp. 926-935, Aug. 1972.
2. L. J. Griffith and C. W. Jim, "An alternative approach to linearly constrained adaptive beamforming," IEEE Trans. Antennas Propag., vol. AP-30, no. 1, pp. 27-34, Jan. 1982.
3. K. M. Buckley and L. J. Griffith, "An adaptive generalized sidelobe canceller with derivative constraints," IEEE Trans. Antennas Propag., vol. AP-34, no. 3, pp. 311-319, Mar. 1986.
4. J. Bitzer, K. U. Simmer, and K.-D. Kammeyer, "Theoretical noise reduction limits of the generalized sidelobe canceller (GSC) for speech signals," in Proc. ICASSP, 1999, vol. 5, pp. 2965-2968.
5. I. Thng, A. Cantoni, and Y. H. Leung, "Constraints for maximally flat optimum broadband antenna arrays," IEEE Trans. Signal Process., vol. 43, no. 6, pp. 1334-1347, Jun. 1995.
6. Z. Shutao and I. Thng, "Pre-steering derivative constraint for robust broadband antenna arrays," in Proc. ICASSP, Salt Lake City, UT, May 2001, pp. 2913-2916.
7. A. Hyvärinen, J. Karhunen, and E. Oja, Independent Component Analysis. New York: Wiley, 2001.
8. K. Torkkola, "Blind separation of delayed and convolved mixtures," in Unsupervised Adaptive Filtering, S. Haykin, Ed. New York: Wiley, 2000, vol. 1.
9. P. Smaragdis, "Blind separation of convolved mixtures in the freuquency domain," Neurocomput., vol. 22, pp. 21-34, 1998.
10. C. Mejuto and J. Prinicpe, "A second-order method for blind source separation of convolutive mixtures," in Proc. Int. Workshop of ICA, Aussois, France, Jan. 1999, pp. 395-400.
11. L. Parra and C. Spence, "Convolutive blind separation of nonstationary sources," IEEE Trans. Speech Audio Process., vol. 8, pp. 320-327, 2000.
12. M. Z. Ikram and D. R. Morgan, "Exploring permutation inconsistency in blind separation of speech signals in a reverberant environment," in Proc. ICASSP, Jun. 2000, pp. 1041-1044.
13. S. Araki, S. Makino, Y. Hinamoto, R. Mukai, T. Nishikawa, and H. Saruwatari, "Equivalence between frequency domain blind source separation and frequency domain adaptive beamforming for convolutive mixtures," EURASIP J. Appl. Signal Process., no. 11, pp. 1157-1166, 2003.
14. H. Saruwatari, S. Kurita, and K. Takeda, "Blind source separation combining frequency-domain ICA and beamforming," in Proc. ICASSP, Salt Lake City, UT, May 2001, pp. 2733-2736.
15. D. Johnson and D. Dudgeon, Array Signal Processing: Concepts and Techniques. Englewood Cliffs, NJ: Prentice-Hall, 1993.
16. M. Knaak and D. Filbert, "Acoustical semi-blind source separation for machine monitoring," in Proc. 3rd. Int. Conf. ICA, San Diego, CA, Dec. 2001, pp. 361-366.
17. L. Parra and C. Alvino, "Geometric source separation: Merging convolutive source separation with geometric beamforming," in Proc. IEEE Workshop on NNSP, 2001, pp. 273-282.
18. M. Knaak, S. Araki, and S. Makino, "Geometrically constrained ICA for convolutive mixtures of sound," in Proc. ICASSP, Hong Kong, Apr. 2003, pp. 725-728.
19. F. Asano, Y. Motomura, H. Asoh, and T. Matsui, "Effect of PCA filter in blind source separation," in Proc. 2nd. Int. Workshop of ICA, Helsinki, Finland, Jul. 2000, pp. 57-62.
20. H. Sawada, R. Mukai, S. Araki, and S. Makino, "Polar coordinate based nonlinear function for frequency domain blind source separation," in Proc. ICASSP, Orlando, FL, May 2002, pp. 1001-1004.
21. S. Ikeda and N. Murata, "A method of ICA in time-frequency domain," in Int. Workshop ICA, Aussois, France, Jan. 1999, pp. 365-370.
22. E. Bingham and A. Hyvärinen, "A fast fixed point algorithm for independent component analysis of complex valued signals," Int. J. Neural Networks, vol. 10, no. 1, pp. 1-8, 2000.
23. A. Hyvärinen, "Fast and roubst fixed-point algorithms for independent component analysis," IEEE Trans. Neural Netw., vol. 10, no. 3, pp. 626-634, May 1999.
24. R. Mukai, S. Araki, and S. Makino, "Separation and dereverberation performance of frequency domain blind source separation," in Proc. 3rd. Int. Conf. ICA, San Diego, CA, Dec. 2001, pp. 230-235.
25. M. Knaak, M. Kunter, and D. Filbert, "Blind source separation for acoustical machine diagnosis," in Proc. 4th IEEE Int. Conf. Digital Signal Processing, Santorini, Greece, Jun. 2002, pp. 401-404.
26. H. Sawada, R. Mukai, S. Araki, and S. Makino, "A robust approach to the permutation problem of frequency-domain blind source separation," in Proc. ICASSP, Hong Kong, 2003, pp. 381-384.