JOURNAL ARTICLE

<title>Recursive reduced-rank adaptive equalization for wireless communications</title>

Guido DietlM.D. ZoltowskiMichael Joham

Year: 2001 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 4395 Pages: 16-27   Publisher: SPIE

Abstract

The Multi-Stage Nested Wiener Filter (MSNWF) and the Conjugate Gradient (CG) method yield the solution of the Wiener-Hopf equation in the Krylov subspace of the covariance matrix of the observation and the crosscorrelation vector between the observation and the desired signal. Using the Lanczos algorithm instead of the Arnoldi algorithm for the MSNWF simplifies the computation of the Krylov subspace basis. In this paper, we show the relationship between the CG method and the Lanczos based MSNWF and finally derive that the MSNWF may be mathematically transformed into the CG algorithm. Consequently, we present a new implementation of the MSNWF where the weight vector and the Mean Square Error (MSE) is directly updated as each new stage is added. The new algorithm is applied to an Enhanced Data rates for GSM Evolution (EDGE) system where it linearily equalizes the received signal. Simulation results demonstrate the ability of the MSNWF to reduce the receiver complexity while maintaining the same level of system performance.

Keywords:
Lanczos resampling Krylov subspace Lanczos algorithm Algorithm Covariance matrix Wiener filter Rank (graph theory) Computer science Subspace topology Adaptive filter Equalization (audio) Conjugate gradient method Mathematics Mathematical optimization Eigenvalues and eigenvectors Iterative method

Metrics

14
Cited By
1.17
FWCI (Field Weighted Citation Impact)
6
Refs
0.78
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Blind Source Separation Techniques
Physical Sciences →  Computer Science →  Signal Processing
Advanced Adaptive Filtering Techniques
Physical Sciences →  Engineering →  Computational Mechanics
Direction-of-Arrival Estimation Techniques
Physical Sciences →  Computer Science →  Signal Processing

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