• DocumentCode
    1962039
  • Title

    A forward-backward Kalman for the estimation of time-variant channels in OFDM

  • Author

    Al-Naffouri, Tareq Y. ; Paulraj, Arogyswami

  • Author_Institution
    Dept. of Electr. Eng., King Fahd Univ. of Pet. & Miner., Dhahran, Saudi Arabia
  • fYear
    2005
  • fDate
    5-8 June 2005
  • Firstpage
    670
  • Lastpage
    674
  • Abstract
    OFDM combines the advantages of high achievable rates and relatively easy implementation. However, for proper recovery of the input, the OFDM receiver needs accurate channel information. In this paper, we propose an expectation-maximization (EM) algorithm for joint channel and data recovery. The algorithm makes use of the rich structure of the underlying communication problem-a structure induced by the data and channel constraints. These constraints include pilots, the cyclic prefix, and the finite alphabet constraints on the data, and sparsity, finite delay spread, and the statistical properties of the channel (frequency and time correlation). The algorithm boils down to a forward-backward (FB) Kalman filter. We also suggest a suboptimal modification that is able to track the channel and recover the data with no latency.
  • Keywords
    Kalman filters; OFDM modulation; channel estimation; expectation-maximisation algorithm; time-varying channels; EM algorithm; FB; OFDM; channel constraint; cyclic prefix; data constraint; expectation-maximization; finite alphabet constraint; finite delay spread; forward-backward Kalman filter; orthogonal frequency division multiplexing; statistical property; suboptimal modification; time-variant channel estimation; Channel estimation; Content addressable storage; Delay effects; Delay estimation; Frequency estimation; Kalman filters; Minerals; OFDM; Petroleum; State estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Advances in Wireless Communications, 2005 IEEE 6th Workshop on
  • Print_ISBN
    0-7803-8867-4
  • Type

    conf

  • DOI
    10.1109/SPAWC.2005.1506224
  • Filename
    1506224