DocumentCode
1011981
Title
On the Sensitivity of the Transmit MIMO Wiener Filter With Respect to Channel and Noise Second-Order Statistics Uncertainties
Author
Tsipouridou, Despoina ; Liavas, Athanasios P.
Author_Institution
Tech. Univ. of Crete, Kounoupidiana
Volume
56
Issue
2
fYear
2008
Firstpage
832
Lastpage
838
Abstract
We consider the sensitivity of the transmit multiple-input multiple-output (MIMO) Wiener filter with respect to channel and noise second-order statistics (SOS) uncertainties. Using results from matrix perturbation theory, we derive second-order approximations to the excess mean-square error (EMSE) induced by using the channel or noise SOS estimates as if they were the true quantities. Assuming optimal training and sufficiently high signal-to-noise ratio (SNR), we develop simple and informative approximations to the EMSE, which indicate that the channel estimation errors are much more significant than the noise SOS estimation errors. Uncertainties due to channel time variations induce EMSE that increases with increasing SNR and asymptotically tends to a constant value.
Keywords
MIMO communication; Wiener filters; channel estimation; matrix algebra; mean square error methods; perturbation theory; statistical analysis; MIMO Wiener filter; channel estimation error; excess mean-square error; matrix perturbation theory; multiple-input multiple-output; second-order approximation; second-order statistics; signal-to-noise ratio; Bayesian methods; MIMO; Parameter estimation; Sonar; State estimation; Statistical analysis; Statistics; Target tracking; Uncertainty; Wiener filter; Multiple-input multiple-output (MIMO) systems; Wiener filtering; pre-equalization;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/TSP.2007.907840
Filename
4404831
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