DocumentCode :
1364303
Title :
Joint Carrier Frequency Offset and Channel Estimation for OFDM Systems via the EM Algorithm in the Presence of Very High Mobility
Author :
Simon, Eric Pierre ; Ros, Laurent ; Hijazi, Hussein ; Ghogho, Mounir
Author_Institution :
TELICE Group, Univ. of Lille, Lille, France
Volume :
60
Issue :
2
fYear :
2012
Firstpage :
754
Lastpage :
765
Abstract :
In this paper, the problem of joint carrier frequency offset (CFO) and channel estimation for OFDM systems over the fast time-varying frequency-selective channel is explored within the framework of the expectation-maximization (EM) algorithm and parametric channel model. Assuming that the path delays are known, a novel iterative pilot-aided algorithm for joint estimation of the multipath Rayleigh channel complex gains (CG) and the carrier frequency offset (CFO) is introduced. Each CG time-variation, within one OFDM symbol, is approximated by a basis expansion model (BEM) representation. An autoregressive (AR) model is built to statistically characterize the variations of the BEM coefficients across the OFDM blocks. In addition to the algorithm, the derivation of the hybrid Cramer-Rao bound (HCRB) for CFO and CGs estimation in our context of very high mobility is provided. We show that the proposed EM has a lower computational complexity than the optimum maximum a posteriori estimator and yet incurs only an insignificant loss in performance.
Keywords :
OFDM modulation; Rayleigh channels; autoregressive processes; channel estimation; communication complexity; expectation-maximisation algorithm; frequency estimation; mobility management (mobile radio); time-varying channels; AR model; BEM coefficients; BEM representation; CFO; CG time-variation; EM algorithm; HCRB; OFDM blocks; OFDM symbol; OFDM systems; autoregressive model; basis expansion model representation; channel estimation; computational complexity; expectation-maximization algorithm; hybrid Cramer-Rao bound; iterative pilot-aided algorithm; joint carrier frequency offset; joint estimation; multipath Rayleigh channel complex gains; optimum maximum a posteriori estimator; parametric channel model; path delays; time-varying frequency-selective channel; very high mobility; Channel estimation; Context; Delay; Estimation; Joints; OFDM; Vectors; Channel estimation; OFDM; time-varying channels;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2011.2174053
Filename :
6062694
Link To Document :
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