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
Link To Document :
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