DocumentCode
1221783
Title
Combined RLS-LMS initialization for per tone equalizers in DMT-receivers
Author
Ysebaert, Geert ; Vanbleu, Koen ; Cuypers, Gert ; Moonen, Marc ; Pollet, Thierry
Author_Institution
Katholieke Univ. Leuven, Belgium
Volume
51
Issue
7
fYear
2003
fDate
7/1/2003 12:00:00 AM
Firstpage
1916
Lastpage
1927
Abstract
In discrete multitone receivers, the classical equalizer structure consists of a (real) time domain equalizer (TEQ) combined with complex one-tap frequency domain equalizers. An alternative receiver is based on a per tone equalization (PTEQ), which optimizes the signal-to-noise ratio (SNR) on each tone separately and, hence, the total bitrate. In this paper, a new initialization scheme for the PTEQ is introduced, based on a combination of least mean squares (LMS) and recursive least squares (RLS) adaptive filtering. It is shown that the proposed method has only slightly slower convergence than full square-root RLS (SR-RLS) while complexity as well as memory cost are reduced considerably. Hence, in terms of complexity and convergence speed, the proposed algorithm is in between LMS and RLS.
Keywords
OFDM modulation; adaptive filters; convergence of numerical methods; digital subscriber lines; equalisers; least mean squares methods; receivers; recursive filters; signal flow graphs; ADSL; DMT-receivers; LMS; PTEQ; RLS adaptive filtering; combined RLS-LMS initialization; complexity; discrete multitone receivers; equalizer structure; least mean squares; memory cost; per tone equalizers; recursive least squares adaptive filtering; signal-to-noise ratio; Adaptive filters; Bit rate; Convergence; Costs; Equalizers; Frequency domain analysis; Least squares approximation; Least squares methods; Resonance light scattering; Signal to noise ratio;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/TSP.2003.812727
Filename
1206700
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