• DocumentCode
    795413
  • Title

    On the effect of receiver estimation error upon channel mutual information

  • Author

    Vosoughi, Azadeh ; Scaglione, Anna

  • Author_Institution
    Sch. of Electr. & Comput. Eng., Cornell Univ., Ithaca, NY, USA
  • Volume
    54
  • Issue
    2
  • fYear
    2006
  • Firstpage
    459
  • Lastpage
    472
  • Abstract
    Our goal in this paper is to study the effect of the receiver structure upon the achievable data rates. We consider transmission of linearly precoded data symbols over a frequency selective block fading multiple input multiple output (MIMO) wireless channel. To encompass a number of transmission schemes, we study this problem utilizing affine precoding, which is a unified model of linearly precoded data symbols with superimposed training. We focus on Bayesian receivers that estimate both the unknown fading coefficients and the data symbols. The receiver may adopt either of the following strategies to retrieve the data symbols: strategy (i) the receiver obtains joint Bayesian channel and symbol estimates, strategy, (ii) the receiver obtains a Bayesian channel estimate initially and the channel measurement is utilized to estimate the data symbols. For both strategies, we provide lower bounds on the mutual information between the data symbols and their corresponding estimates, and we relate these bounds to the symbol Cramer-Rao bound (CRB) matrices. In contrast to strategy (ii), for strategy (i) the lower bound does not depend on either the channel estimate or the covariance of the channel estimation error. For strategy (ii) we show that asymptotically (as the size of the transmission block grows) there is no loss of information after the maximum a posteriori (MAP) estimate of Gaussian symbols. We also provide guidelines to design affine precoders that maximize the derived lower bounds under the total average transmit power constraint.
  • Keywords
    MIMO systems; channel coding; channel estimation; fading channels; maximum likelihood estimation; precoding; radio receivers; wireless channels; Bayesian channel; Bayesian receivers; Cramer-Rao bounds; Gaussian symbols; channel estimation; channel mutual information; frequency selective block fading multiple input multiple output wireless channel; linearly precoded data symbols; maximum a posteriori estimation; receiver estimation error; Bayesian methods; Channel estimation; Covariance matrix; Cramer-Rao bounds; Estimation error; Fading; Frequency; Information retrieval; MIMO; Mutual information; Affine precoding; Bayesian Cramer-Rao bound (CRB); Bayesian estimator; Fisher information matrix; MIMO systems; block transmission; mutual information;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2005.861774
  • Filename
    1576976