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
Link To Document :
بازگشت