DocumentCode :
455307
Title :
Blind Decoding of MISO-OSTBC Systems Based on Principal Component Analysis
Author :
Vía, Javier ; Santamaria, Ignacio ; Pérez, Jesús ; Ramirez, Diego
Author_Institution :
Dept. of Commun. Eng., Cantabria Univ., Santander
Volume :
4
fYear :
2006
fDate :
14-19 May 2006
Abstract :
In this paper, a new second-order statistics (SOS) based method for blind decoding of orthogonal space time block coded (OSTBC) systems with only one receive antenna is proposed. To avoid the inherent ambiguities of this problem, the spatial correlation matrix of the source signals must be non-white and known at the receiver. In practice, this can be achieved by a number of simple linear precoding techniques at the transmitter side. More specifically, it is shown in the paper that if the source correlation matrix has different eigenvalues, then the decoding process can be formulated as the problem of maximizing the sum of a set of weighted variances of the signal estimates. Exploiting the special structure of OSTBCs, this problem can be reduced to a principal component analysis (PCA) problem, which allows us to derive computationally efficient batch and adaptive blind decoding algorithms. The algorithm works for any OSTBC (including the popular Alamouti code) with a single receive antenna. Some simulation results are presented to demonstrate the potential of the proposed procedure
Keywords :
adaptive decoding; block codes; correlation methods; eigenvalues and eigenfunctions; linear codes; matrix algebra; precoding; principal component analysis; receiving antennas; space-time codes; Alamouti code; MISO-OSTBC systems; PCA; adaptive blind decoding algorithms; eigenvalues; linear precoding techniques; orthogonal space time block coded systems; principal component analysis; receive antenna; second-order statistics; source correlation matrix; source signals; spatial correlation matrix; transmitter; Block codes; Computational modeling; Eigenvalues and eigenfunctions; Maximum likelihood decoding; Maximum likelihood estimation; Principal component analysis; Receiving antennas; Signal processing; Statistics; Transmitters;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on
Conference_Location :
Toulouse
ISSN :
1520-6149
Print_ISBN :
1-4244-0469-X
Type :
conf
DOI :
10.1109/ICASSP.2006.1661026
Filename :
1661026
Link To Document :
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