Title :
Perturbation analysis of whitening-rotation-based semi-blind MIMO channel estimation
Author :
Wan, Feng ; Zhu, Wei-Ping ; Swamy, M.N.S.
Author_Institution :
Dept. of Electr. & Comput. Eng., Concordia Univ., Montreal, QC, Canada
Abstract :
The whitening-rotation (WR)-based semi-blind methods have been shown to achieve much better channel estimation performance than the conventional training-based methods for MIMO systems. In this paper, the performance analysis is conducted for an ideal WR-based method, in which the knowledge of the ideal whitening matrix is known a priori. This analysis is a valuable study since the ideal WR-based method provides the upper bound of the channel estimation performance for WR-based methods. First, the expression of the error of the rotation matrix is derived by using a perturbation analysis. This result is then utilized to derive a closed-form expression of mean square error (MSE) of the ideal WR-based method. The simulation studies have shown that the theoretical MSE values are consistent with the simulation results, confirming the high accuracy of the derivation of the MSE expression.
Keywords :
MIMO communication; channel estimation; matrix algebra; mean square error methods; MIMO channel estimation; closed-form expression; ideal whitening matrix; mean square error method; multiple input multiple output system; perturbation analysis; whitening-rotation-based semi-blind method; Channel estimation; MIMO; Maximum likelihood estimation; Mean square error methods; Performance analysis; Receiving antennas; Signal processing; Signal processing algorithms; Transmitting antennas; Upper bound;
Conference_Titel :
Circuits and Systems, 2009. MWSCAS '09. 52nd IEEE International Midwest Symposium on
Conference_Location :
Cancun
Print_ISBN :
978-1-4244-4479-3
Electronic_ISBN :
1548-3746
DOI :
10.1109/MWSCAS.2009.5236109