An orthogonal learning rule for null-space tracking with implementation to blind two-channel identification

IEEE Transactions on Circuits and Systems I: Fundamental Theory and Applications

Volumn 45, Issue 1, 1998, Pages 26-33

  Dong, Guojie ^a   Liu, Ruey Wen ^a  

^a University of Notre Dame   (United States)

Author keywords

Blind channel identification; Null space tracking; Orthogonal learning rule; Temporal neural network; Unsupervised neural network; Wirelesss channel tracking

Indexed keywords

COMMUNICATION CHANNELS (INFORMATION THEORY); COMPUTER SIMULATION; CONVERGENCE OF NUMERICAL METHODS; LEARNING SYSTEMS; MATRIX ALGEBRA; NEURAL NETWORKS; RADIO COMMUNICATION; VECTORS;

BLIND CHANNEL IDENTIFICATION; NULL SPACE TRACKING; ORTHOGONAL LEARNING RULE;

ELECTRONIC CIRCUIT TRACKING;

EID: 0031697289     PISSN: 10577122     EISSN: None     Source Type: Journal    
DOI: 10.1109/81.660748     Document Type: Article

References (20)

1. Y. Sato, "A method of self-recovering equalization for multilevel amplitude-modulation," IEEE Trans. Commun., pp. 679-682, June 1975.
2. A. Benveniste, M. Goursat, and G. Rüget, "Robust identification of a nonminimum phase system: Blind adjustment of a linear equalizer in data communications.," IEEE Trans. Automat. Contr., pp. 385-399, June 1980.
3. G. Giannakis, Y. Inouye, and J. Mendel, "Cumulant-based identification of multichannel moving average models," IEEE Trans. Automat. Contr., vol. 34, pp. 783-787, 1989.
4. O. Shalvi and E. Weinstein, "New criteria for blind deconvolution of nonminimum phase systems (channels)," IEEE Trans. Inform. Theory, pp. 312-320, Mar. 1990.
5. L. Tong, G. Xu, and T.Kailath, "A new approach to blind identification and equalization of multipath channels," in Proc. 25th Asilomar Conf., Pacific Grove, CA, 1991, pp. 340-349.
6. _, "Blind identification and equalization of multipath channels," in Proc. Int. Conf. Commun., June 1992, pp. 1513-1517.
7. H. Liu, G. Xu, and L. Tong, "A deterministic approach to blind equalization," in Proc. 27th Asilomar Conf., Pacific Grove, CA, 1993, pp. 751-755.
8. E. Moulines, P. Duhamel, J.-F. Cardoso, and S. Mayrargue, "Subspace methods for the blind identification of multichannel FIR filters," IEEE Trans. Signal Processing, pp. 516-525, Feb. 1995.
9. B. Khalaj, B. Hassibi, A. Paulraj, and T. Kailath, "Blind identification of FIR channels via antenna array," in Proc. 27th Asilomar Conf., Pacific Grove, CA, 1993, pp. 721-725.
10. L. Ljung, "Analysis of recursive stochastic algorithms," IEEE Trans. Automat. Contr., pp. 551-575, Aug. 1977.
11. E. Oja and J. Karhunen, "On stochastic approximation of the eigenvectors and eigenvalues of the expectation of a random matrix," J. Math. Analysis, Appl, pp. 69-84, 1985.
12. H. Kushner and A. Schwartz, "Weak convergence and asymptotic properties of adaptive filters with constant gains," IEEE Trans. Inform. Theory, pp. 177-182, Mar. 1984.
13. R. W. Liu, Y. F. Huang, and X. T. Ling, "A novel approach to the convergence of neural networks for signal processing," IEEE Trans. Circuits and Systems I: Fundamental Theory and Applications, pp. 187-190, Mar. 1995.
14. S. Chen, S. McLaughlin, B. Mulgrew, and P. M. Grant, "Adaptive Bayesian decision feedback equalizer for dispersive mobile radio channels," IEEE Trans. Commun., pp. 1937-1946, May 1995.
15. S. Y. Kung, Digital Neural Networks. Englewood Cliffs, NJ: Prentice Hall, 1993.
16. G. Dong and R. Liu, "A temporal neural network for the noise subspace of array signal," in Proc. ISCAS'96, 1996, vol. 3, pp. 590-593.
17. P. Comon and G. H. Golub, "Tracking extreme sigular values and vectors in signal processing," Proc. IEEE, vol. 78, pp. 1327-1343, Aug. 1990.
18. B. Yang, "Projection approximation subspace tracking," IEEE Trans. Signal Processing, vol. 43, pp. 95-107, 1995.
19. G. Dong and R. Liu, "A simulation study on a two-channel blind equalizer system for mobile communication," EETR-96-05-01, Univ. Notre Dame, May 1996.
20. H. Liu and G. Xu, "Closed-form blind symbol estimation in digital communications," IEEE Trans. Signal Processing, pp. 2714-2723, Nov. 1995.