• DocumentCode
    951583
  • Title

    Joint MIMO Channel Tracking and Symbol Decoding Using Kalman Filtering

  • Author

    Balakumar, B. ; Shahbazpanahi, S. ; Kirubarajan, T.

  • Author_Institution
    McMaster Univ., Hamilton
  • Volume
    55
  • Issue
    12
  • fYear
    2007
  • Firstpage
    5873
  • Lastpage
    5879
  • Abstract
    In this paper, the problem of channel tracking is considered for multiple-input multiple-output (MIMO) communication systems where the MIMO channel is time-varying. We consider a class of MIMO systems where orthogonal space-time block codes are used as the underlying space-time coding schemes. For such systems, a two-step MIMO channel tracking algorithm is proposed. As the first step, Kalman filtering is used to obtain an initial channel estimate for the current block based on the channel estimates obtained for previous blocks. Then, in the second step, the so-obtained initial channel estimate is refined using a decision-directed iterative method. We show that, due to specific properties of orthogonal space-time block codes, both the Kalman filter and the decision-directed algorithm can be significantly simplified. Simulation results show that the proposed tracking method can provide results in a symbol error rate performance that is 1 dB better than that of the differential receiver.
  • Keywords
    Kalman filters; MIMO communication; block codes; channel coding; channel estimation; decoding; iterative methods; orthogonal codes; radio tracking; space-time codes; Kalman filtering; channel equalization; channel estimation; decision-directed iterative method; differential receiver; joint MIMO channel tracking; multiple-input multiple-output communication; orthogonal space-time block code; symbol decoding; symbol error rate performance; Channel tracking; Kalman filtering; decision-directed channel equalization; multiple-input multiple-output (MIMO) communications; space–time coding; space-time coding;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2007.901663
  • Filename
    4359545