DocumentCode :
3560831
Title :
Adaptive Widely Linear Reduced-Rank Interference Suppression Based on the Multistage Wiener Filter
Author :
Song, Nuan ; De Lamare, Rodrigo C. ; Haardt, Martin ; Wolf, Mike
Author_Institution :
Commun. Res. Lab., Ilmenau Univ. of Technol., Ilmenau, Germany
Volume :
60
Issue :
8
fYear :
2012
Firstpage :
4003
Lastpage :
4016
Abstract :
We propose a widely linear multistage Wiener filter (WL-MSWF) receiver to suppress inter-/intra-symbol interference, multiuser interference, and narrowband interference in a high data rate direct-sequence ultra wideband (DS-UWB) system. The proposed WL receiver fully exploits the second-order statistics of the received signal, yielding a smaller Minimum Mean Square Error (MMSE) than the linear receiver. The WL-MSWF receiver mainly consists of a low-rank transformation and an adaptive reduced-rank after. The rank-reduction is achieved via a transformation matrix. Based on the linear MSWF concept, two constructions of this rank-reduction matrix, namely total WL (TWL) and quasi WL (QWL), are proposed. We develop stochastic gradient (SG) and recursive least squares (RLS) adaptive versions of the proposed TWL/QWL-MSWF and theoretically analyze their convergence behavior. The comparison of the proposed TWL/QWL-MSWF and the existing algorithms is carried out in terms of the computational complexity and the resulting MMSE performance. Extensive simulation results show that the proposed TWL/QWL-MSWF schemes outperform the existing schemes in both convergence and steady-state performance under various conditions.
Keywords :
Wiener filters; computational complexity; interference suppression; intersymbol interference; least mean squares methods; ultra wideband communication; DS-UWB system; MMSE; TWL/QWL-MSWF; WL receiver; adaptive reduced-rank; adaptive widely linear reduced-rank interference suppression; computational complexity; high data rate direct-sequence ultrawideband system; intersymbol interference suppression; intrasymbol interference suppression; linear multistage Wiener filter receiver; minimum mean square error; rank-reduction matrix; received signal second-order statistics; Binary phase shift keying; Computational complexity; Convergence; Interference suppression; Receivers; Vectors; Direct-sequence ultrawideband; multistage Wiener filter; narrowband interference; noncircular; reduced- rank; widely linear;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
Conference_Location :
5/3/2012 12:00:00 AM
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2012.2197747
Filename :
6194364
Link To Document :
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