The variational inference approach to joint data detection and phase noise estimation in OFDM

IEEE Transactions on Signal Processing

Volumn 55, Issue 5 I, 2007, Pages 1862-1874

  Lin, Darryl Dexu ^a   Lim, Teng Joon ^a  

^a UNIVERSITY OF TORONTO   (Canada)

Author keywords

Conjugate gradient (CG); Expectation maximization (EM); Orthogonal frequency division multiplexing (OFDM); Phase noise (PHN); Variational inference

Indexed keywords

CONJUGATE GRADIENT METHOD; FREE ENERGY; OPTIMIZATION; PHASE NOISE; SIGNAL DETECTION;

EXPECTATION MAXIMIZATION; JOINT ESTIMATOR OUTPUT; VARIATIONAL INFERENCE;

ORTHOGONAL FREQUENCY DIVISION MULTIPLEXING;

EID: 34247862088     PISSN: 1053587X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSP.2006.890915     Document Type: Article

References (30)

1. R. van Nee, OFDM Wireless Multimedia Communications. Boston, MA: Artech House, 2000.
2. T. Pollet, M. V. Bladel, and M. Moeneclaey, "BER sensitivity of OFDM systems to carrier frequency offset and Wiener phase noise," IEEE Trans. Commun., vol. 43, no. 2, pp. 191-193, Feb. 1995.
3. L. Tomba, "On the effect of Wiener phase noise in OFDM systems," IEEE Trans. Commun., vol. 46, no. 5, pp. 580-583, May 1998.
4. P. Robertson and S. Kaiser, "Analysis of the effects of phase noise in orthogonal frequency division multiplex (OFDM) systems," in Proc. IEEE Int. Conf. Communications, Jun. 1995, pp. 1652-1657.
5. K. Nikitopoulos and A. Polydoros, "Phase-impairment effects and compensation algorithms for OFDM systems," IEEE Trans. Commun., vol. 53, no. 4, pp. 698-707, Apr. 2005.
6. S. Wu and Y. Bar-Ness, "OFDM systems in the presence of phase noise: Consequences and solutions," IEEE Trans. Commun., vol. 52, no. 11, pp. 1988-1996, Nov. 2004.
7. F. R. Kschischang, B. J. Frey, and H. A. Loeliger, "Factor graphs and the sum-product algorithm," IEEE Trans. Inf. Theory, vol. 47, no. 2, pp. 498-519, Feb. 2001.
8. G. Colavolpe, A. Barbieri, and G. Caire, "Algorithms for iterative decoding in the presence of strong phase noise," IEEE J. Sel. Areas Commun., vol. 23, no. 9, pp. 1748-1757, Sep. 2005.
9. B. J. Frey and N. Jojic, "A comparison of algorithms for inference and learning in probabilistic graphical models," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 9, pp. 1392-1416, Sep. 2005.
10. L. Piazzo and P. Mandarini, "Analysis of phase noise effects in OFDM modems," IEEE Trans. Commun., vol. 50, no. 10, pp. 1696-1705, Oct. 2002.
11. D. D. Lin, R. A. Pacheco, T. J. Lim, and D. Hatzinakos, "Optimal OFDM channel estimation with carrier frequency offset and phase noise," in Proc. IEEE Wireless Communications Networking Conf., Apr. 2006, vol. 2, pp. 1050-1055.
12. P. Chevillat, D. Maiwald, and G. Ungerboeck, "Rapid training of a voiceband data-modem receiver employing an equalizer with fractional-T spaced coefficients," IEEE Trans. Commun., vol. 35, no. 9, pp. 869-876, Sep. 1987.
13. T. Schmidl and D. Cox, "Robust frequency and tinting synchronization for OFDM," IEEE Trans. Commun., vol. 45, no. 12, pp. 1613-1621, Dec. 1997.
14. D. D. Lin, R. A. Pacheco, T. J. Lim, and D. Hatzinakos, "Joint estimation of channel response, frequency offset and phase noise in OFDM," IEEE Trans. Signal Process., vol. 54, no. 9, pp. 3542-3554, Sep. 2006.
15. S. M. Kay, Fundamentals of Statistical Signal Processing - Estimation Theory. Upper Saddle River, NJ: Prentice-Hall PTR, 1993, ch. 10.7, pp. 328-330.
16. D. MacKay, Information Theory, Inference and Learning Algorithms. Cambridge, UK.: Cambridge Univ. Press, 2003.
17. V. Dotsenko, The Theory of Spin Glasses and Neural Networks. Singapore: World Scientific, 1994.
18. B. J. Frey, Graphical Models for Machine Learning and Digital Communication. Cambridge, MA: MIT Press, 1998.
19. T. M. Cover and J. A.Thomas, Elements of Information Theory. New York: Wiley, 1991.
20. J. Nocedal and S. J. Wright, Numerical Optimization. New York: Springer-Verlag, 1999.
21. R. M. Neal and G. E. Hinton, "A view of the EM algorithm that justifies incremental, sparse, and other variants," in Learning in Graphical Models, M. I. Jordan, Ed. Norwell, MA: Kluwer, 1998.
22. A. P. Dempster, N. M. Laird, and D. B. Rubin, "Maximum likelihood from imcomplete data via the EM algorithm," J. Roy. Statist. Soc., vol. 39, no. 1, pp. 1-38, 1977.
23. A. Kavčić and J. M. F. Moura, "Matrices with banded inverses: Inversion algorithms and factorization of Gauss-Markov processes," IEEE Trans. Inf. Theory, vol. 46, no. 4, pp. 1495-1509, Jul. 2000.
24. C. R. Vogel, Computational Methods for Inverse Problems. Philadelphia, PA: SIAM, 2002.
25. T. F. Chan, "An optimal circulant preconditioner for Toeplitz systems," SIAM J. Sci. Statist. Comput., vol. 9, no. 4, pp. 766-771, Jul. 1988.
26. IEEE P802.11-Task Group G., 2000, Phase Noise Matlab Model [Online]. Available: http://www.grouper.ieee.org/groups/802/11/Reports/ tgg_update.htm
27. X. Wang and H. V. Poor, "Iterative (turbo) soft interference cancellation and decoding for coded CDMA" IEEE Trans. Commun., vol. 47, no. 7, pp. 1046-1061, Jul. 1999.
28. M. Feder and E. Weinstein, "Parameter estimation of superimposed signals using the EM algorithm," IEEE Trans. Acoust. Speech, Signal, Process., vol. 36, no. 4, pp. 477-489, Apr. 1988.
29. M. I. Jordan, An Introduction to Probabilistic Graphical Models, to be published.
30. "Matrix Reference Manual" 2005 [Online]. Available: http://www.ee.ic.ac.uk/hp/staff/dmb/matrix/expect.html, M. Brookes.