DocumentCode
1516679
Title
Family of blind source separation methods based on generalised constant modulus criterion
Author
Gu, N. ; Nahavandi, S. ; Yu, Weimin ; Creighton, Douglas
Author_Institution
Centre for Intell. Syst. Res., Deakin Univ., Waurn Ponds, VIC, Australia
Volume
47
Issue
10
fYear
2011
Firstpage
595
Lastpage
597
Abstract
A family of blind source separation methods is presented, based on the extension of the generalised constant modulus criterion for MIMO systems. Different from other constant modulus based algorithms, which either employ the cross-correlation term or rely on the expensive Gram-Schmidt orthogonalisation technique to separate the sources successively, the proposed method utilises the Hadamard´s inequality to retrieve signals. The main advantage of the proposed method is that the separation matrix can be updated simultaneously with a lower computational complexity. Hence, the propagation of estimation error due to successive source extraction can be prevented. Numerical simulations demonstrate the superior performance of the proposed algorithm.
Keywords
Hadamard matrices; MIMO communication; blind source separation; computational complexity; estimation theory; numerical analysis; Gram-Schmidt orthogonalisation; Hadamard inequality; MIMO systems; blind source separation; computational complexity; cross-correlation; estimation error; generalised constant modulus criterion; numerical simulations; separation matrix; source extraction;
fLanguage
English
Journal_Title
Electronics Letters
Publisher
iet
ISSN
0013-5194
Type
jour
DOI
10.1049/el.2011.0758
Filename
5767241
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