• 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