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
fDate :
7/1/2003 12:00:00 AM
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;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2003.812727