Self-adaptive source separation, Part I: Convergence analysis of a direct linear network contrôlée by the hérault-jutten algorithm

IEEE Transactions on Signal Processing

Volumn 45, Issue 4, 1997, Pages 918-926

  Macchi, Odile ^a  

^a UNIV PARIS SUD   (France)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTIVE ALGORITHMS; CONVERGENCE OF NUMERICAL METHODS; FEEDBACK;

FEEDBACK LINEAR NEURAL NETWORK; HERAULT-JUTTEN ALGORITHM; SELF-ADAPTIVE SOURCE SEPARATION;

NEURAL NETWORKS;

EID: 0031122121     PISSN: 1053587X     EISSN: None     Source Type: Journal    
DOI: 10.1109/78.564180     Document Type: Article

References (22)

1. P. Comon, "Independent component analysis, A new concept?," Signal Processing, vol. 36, no. 3, pp 287-314, Apr. 1994.
2. J. F. Cardoso and A. Souloumiac, "Blind beamforming for non-Gaussian signals," Proc. Inst. Elec. Eng., pt. F, vol. 140, pp 362-370, Dec. 1993.
3. J. L. Lacoume and P. Ruiz, "Separation of independent sources from correlated inputs," IEEE Trans. Signal Processing, vol. 40, pp. 3074-3078, Dec. 1992.
4. L. Tong, Y. Inouye and R. Liu, "Waveform-preserving blind estimation of multiple independent sources," IEEE Trans. Signal Processing, vol. 41, pp 2461-2470, July 1992.
5. J. Hérault et B. Ans, "Réseaux de neurones a" synapses modifiables: Décodage de messages sensoriels composites par apprentissage non supervisé et permanent," C.R. Acad. Se. Paris, t.299, série III, no. 13, pp. 525-528, 1984 (in French).
6. C. Jutten and J. Hérault, "Blind separation of sources, Part I: An adaptative algorithm based on neuromimetic architecture," Signal Processing, vol. 24, pp. 1-10, 1991.
7. L. H. N. Thi, C. Jutten, and J. Caelen, "Speech enhancement: Analysis and comparison of methods on various real situations," in Proc. EUSIPCO'92, Euro. Signal Processing Conf., Brussels, Belgium, Aug. 1992, pp. 303-306.
8. N. Delfosse and P. Loubaton, "Adaptive separation of independent sources: A deflation approach," in Proc. ICASSP'94, Adelaide, Australia, Apr. 1994, vol. IV, pp. 414.
9. P. Loubaton and P. Regalia, "Blind deconvolution of multivariate signals: a deflation approach," in Proc. ICC'93, IEEE Int. Conf. Commun., Geneva, Switzerland, May 1993, vol. 2, pp. 1160-1164.
10. E. Moreau and O. Macchi, "Two novel architectures for the self-adaptive separation of signals," in Proc. ICC'93, IEEE Int. Conf. Commun., Geneva, Switzerland, May 1993, vol. 2, pp. 1154-1159.
11. A. Dine and Y. Bar-Ness, "Convergence and performance comparison of the three different structures of bootstrap blind adaptive algorithm for multisignal co-channel separation," in Proc. MILCOM'92, pp. 913-918, 1992.
12. Y. Bar-Ness, J. W. Carlin, and M. L. Steinberger, "Bootstrapping adaptive cross-pol canceller for satellite communication," in Proc. ICC'82 Int. Conf. Commun., Philadelphia, PA, June 1982.
13. J. W. Carlin, Y. Bar-Ness, S. Gross, M. L. Steinberger, and W. E. Studdiford, "An IF cross-pol canceller for microwave radio systems," IEEE]. Select. Areas Commun., vol. SAC-5, pp. 502-514, Apr. 1987.
14. B. Laheld and J. F. Cardoso, "Adaptive source separation without prewhitening," in Proc. EUSIPCO'94, Edinburgh, Scotland, Sept. 1994, pp. 183-186.
15. A. Swami, G. Giannakis, and S. Shamsunder, "Multichannel ARMA processes," IEEE Trans. Signal Processing, vol. 42, pp. 898-913, Apr. 1994.
16. A. Benveniste, M. Metivier, and P. Priouret, "Adaptive algorithms and stochastic approximations," in Applications of Mathematics. New York: Springer-Verlag, 1990, vol. 22.
17. H. J. Kushner and D. S. Clark, "Stochastic approximation for constrained and unconstrained systems," in Applied Mathematics and Science Series. New York: Springer, 1978, vol. 26.
18. E. Sorouchyari, "Blind separation of sources, Part III: Stability analysis," Signal Processing, vol. 24, pp. 21-29, 1991.
19. J. C. Fort, "Stabilité de l'algorithme de séparation de sources de Jutten et Hérault," Traitement du Signal, vol. 8, pp. 3512, 1991 (in French).
20. S. Haykin, Adaptive Filter Theory. Englewood Cliffs, NJ: PrenticeHall, 2nd ed., 1991.
21. O. Macchi, Adaptive Processing: The Least Mean Squares Approach with Applications in Transmission. New York: Wiley, 1994.
22. J. Guckenheimer and P. Holmes, Nonlinear Oscillations, Dynamical Systems and Bifurcations of Vector Fields. New York: Springer-Verlag, 1983, ch. 1.