Abstract
In this paper we address the problem of joint channel and frequency offset estimation and tracking in multiple-input multiple-output (MIMO) OFDM systems for mobile users. The proposed method stems from extended Kalman filtering and is suitable for time-frequency-space selective channels. Separate offset for each MIMO channel branch is considered because of the mobility and rich scattering. The channel taps and the frequency offsets are estimated in time-domain while the equalization is performed in frequency domain. Simulation results demonstrate that the proposed method tracks time-varying channels and frequency offsets with high fidelity. Realistic channel models are used in mobile scenarios. The proposed time-domain approach has improved performance and robustness in comparison to purely frequency domain processing. Computational complexity is lower as well.
Similar content being viewed by others
References
R. van Nee and R. Prasad, “OFDM for Wireless Multimedia Communications”, Artech House, p. 260, 2000.
S.B. Bulumulla, S.A. Kassam and S.S. Venkatesh, “An Adaptive Diversity Receiver for OFDM in Fading Channels”, in Proceedings of International Conference on Communications, Vol. 3, pp. 1325–1329, 1998.
J.-J. van de Beek, O. Edfors, M. Sandell, S.K. Wilson and P.O. Borjesson, “On channel estimation in OFDM systems”, in Proceedings of 45th IEEE Vehicular Technology Conference, pp. 815–819, 1995.
O. Edfors, M. Sandell, J.-J. van de Beek, S.K. Wilson and P.O. Borjesson, “OFDM Channel Estimation by Singular Value Decomposition”, IEEE Transactions on Communications, Vol. 46, pp. 931–939, 1998.
Y.G. Li, J.H. Winters and N.R. Sollenberger, “MIMO-OFDM for Wireless Communications: Signal Detection with Enhanced Channel Estimation”, IEEE Transactions on Communications, Vol. 50, No. 9, pp. 1471–1477, 2002.
Y.G. Li, “Simplified Channel Estimation for OFDM Systems with Multiple Transmit Antennas”, IEEE Transactions on Wireless Communications, Vol. 1, pp. 67–75, 2002.
Y.G. Li, N. Seshadri and S. Ariyavisitakul, “Channel Estimation for OFDM Systems with Transmitter Diversity in Mobile Wireless Channels”, IEEE Journal on Selected Areas in Communications, Vol. 17, pp. 461–471, 1999.
I. Barhumi, G. Leus and M. Moonen, “Optimal Training Design for MIMO OFDM Systems in Mobile Wireless Channels”, IEEE Transactions on Signal Processing, Vol. 51, No. 6, pp. 1615–1624, 2003.
H. Nishookar and R. Prasad, “On the Sensitivity of Multicarrier Transmission over Multipath Channels to Phase Noise and Frequency Offset”, in Proceedings of IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, PIMRC, Vol. 1, pp. 68–72, 1996.
S. Coleri, M. Ergen, A. Puri and A. Bahai, “Channel Estimation Techniques Based on Pilot Arrangement in OFDM Systems”, IEEE Transactions on Broadcasting, Vol. 48, No. 3, pp. 223–229, 2002.
B.-S. Chen and C.-L. Tsai, “Frequency Offset Estimation in an OFDM System”, in IEEE Workshop on Signal Processing Advances in Wireless Communications, pp. 150–153, 2001.
S.B. Bulumulla, S.A. Kassam and S.S. Venkatesh, “A Systematic Approach to Detecting OFDM Signals in a Fading Channel”, IEEE Transactions on Communications, Vol. 48, No. 5, pp. 725–728, 2000.
T. Roman, M. Enescu and V. Koivunen, “Time-Domain Method for Tracking Dispersive Channels in MIMO OFDM Systems”, in Proceedings of IEEE Conference on Acoustics, Speech, and Signal Processing, ICASSP, Vol. 4, pp. 393–396, 2003.
C. Zhenlan and D. Dahlhaus, “Time Versus Frequency Domain channel Tracking Using Kalman Filters for OFDM Systems with Antenna Arrays”, in Proceedings of the IEEE Vehicular Technology Conference, VTC 2003-Spring, Vol. 1, pp. 651–655, 2003.
R. Perets and B. Bobrovsky, “A New Phase and Frequency Offset Estimation Algorithm for OFDM Systems Applying Kalman Filter”, in The 22nd Convention of Electrical and Electronics Engineers in Israel, pp.~300–302, 2002.
R.A. Iltis, “Joint Estimation of pn Code Delay and Multipath Using the Extended Kalman Filter”, IEEE Transactions on Communications, Vol. 38, No. 10, pp. 1677–1685, 1990.
T. Roman, M. Enescu and V. Koivunen, “Joint Time-Domain Method Tracking of Channel and Frequency Offset for OFDM Systems”, in Proceedings of IEEE Workshop on Signal Processing Advances in Wireless Communications, SPAWC, 2003.
T. Roman, M. Enescu and V. Koivunen, “Recursive Estimation of Time-Varying Channel and Frequency Offset in MIMO OFDM Systems”, in Proceedings of the IEEE Conference on Personal, Indoor and Mobile Radio Communications, PIMRC, Vol. 2, pp. 1934–1938, 2003.
O. Besson and P. Stoica, “On Parameter Estimation of MIMO Flat-Fading Channels with Frequency Offsets”, IEEE Transactions on Signal Processing, Vol. 51, No. 3, pp. 602–613, 2003.
Z. Wang and G.B. Giannakis, “Wireless Multicarrier communications”, IEEE Signal Processing Magazine, Vol. 17, No. 3, pp. 29–48, 2000.
Z. Liu, G.B. Giannakis and B.L. Hughes, “Double Differential Spacetime Block coding for Time-Selective Fading Channels”, IEEE Transactions on Communications, Vol. 49, No. 9, pp. 1529–1539, 2001.
A. Jakobsson, A.L. Swindlehurst and P. Stoica, “Resolution of Overlapping Doppler Shifted Echoes”, in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, Vol. 4, pp. 2417–2420, 1998.
A. Jakobsson, A.L. Swindlehurst and P. Stoica, “Subspace-Based Estimation of Time Delays and Doppler Shifts”, IEEE Transactions on Signal Processing, Vol. 46, No. 9, pp. 2472–2482, 1998.
H.A. Cirpan and M.K. Tsatsanis, “Maximum Likelihood Blind Channel Estimation in the Presence of Doppler Shifts”, IEEE Transactions on Signal Processing, Vol. 47, No. 6, pp. 1559–1569, 1999.
A.W. Habboosh, R.J. Vaccaro and S. Kay, “An Algorithm for Detecting Closely Spaced Delay/Doppler Components”, in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, Vol. 1, pp. 535–538, 1997.
P. Stoica and G. Ganesan, “Trained Space-Time Block Decoding for Flat Fading Channels with Frequency Offsets”, Kluwer Wireless Personal Communications, No. 27, pp. 235–245, 2003.
G. Giannakis, Y. Hua, P. Stoica and L. Tong (eds.), Signal Processing Advances in Wireless and Mobile Communications, Volume 1: Trends in Channel Estimation and Equalization. Prentice Hall, 2000.
G. Leus and M. Moonen, “Per-Tone Equalization for MIMO OFDM Systems”, IEEE Transactions on Signal Processing, Vol. 51, No. 11, pp. 2965–2975, 2003.
M. Tsatsanis, G. Giannakis and G. Zhou, “Estimation and Equalization of Fading Channels with Random Coefficients”, Signal Processing, Vol. 53, No. 2–3, pp. 211–229, 1996.
C. Komninakis, C. Fragouli, A.H. Sayed and R. Wesel, “Multi-Input Multi-Output Fading Channel Tracking and Equalization Using Kalman Estimation”, IEEE Transactions on Signal Processing, Vol. 50, No. 5, pp. 1065–1076, 2002.
M. Enescu and V. Koivunen, “On the Estimation of State Transition Matrix and Noise Statistics in State-Space Models”, in Proceedings of the IEEE Vehicular Technology Conference, VTC 2002-Fall, Vol. 4, pp. 2192–2196, 2002.
R. Negi and J. Cio., “Pilot Tone Selection for Channel Estimation in a Mobile OFDM System”, IEEE Transactions for Consumer Electronics, Vol. 44, No. 3, pp. 1122–1128, 1998.
A. Stamoulis, S.N. Diggavi and N. Al-Dhahir, “Intercarrier Interference in MIMO OFDM”, IEEE Transactions on Signal Processing, Vol. 50, No. 10, pp. 2451–2463, 2002.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Roman, T., Enescu, M. & Koivunen, V. Joint Time-Domain Tracking of Channel and Frequency Offsets for MIMO OFDM Systems. Wireless Pers Commun 31, 181–200 (2004). https://doi.org/10.1007/s11277-004-3826-6
Issue Date:
DOI: https://doi.org/10.1007/s11277-004-3826-6