Title :
Adaptive reduced-rank interference suppression based on the multistage Wiener filter
Author :
Honig, Michael L. ; Goldstein, J.Scott
Author_Institution :
Dept. of Electr. & Comput. Eng., Northwestern Univ., Evanston, IL, USA
fDate :
6/1/2002 12:00:00 AM
Abstract :
A class of adaptive reduced-rank interference suppression algorithms is presented based on the multistage Wiener filter (MSWF). The performance is examined in the context of direct-sequence (DS) code division multiple access (CDMA). Unlike the principal components method for reduced-rank filtering, the algorithms presented can achieve near full-rank performance with a filter rank much less than the dimension of the signal subspace. We present batch and recursive algorithms for estimating the filter parameters, which do not require an eigen-decomposition. The algorithm performance in a heavily loaded DS-CDMA system is characterized via computer simulation. The results show that the reduced-rank algorithms require significantly fewer training samples than other reduced- and full-rank algorithms
Keywords :
Wiener filters; adaptive filters; adaptive signal processing; code division multiple access; eigenvalues and eigenfunctions; filtering theory; interference suppression; least mean squares methods; multiuser channels; radiofrequency interference; spread spectrum communication; DS-CDMA system; adaptive reduced-rank interference suppression; algorithm performance; batch algorithms estimation; computer simulation; direct-sequence code division multiple access; eigen-decomposition; filter parameters; filter rank; full-rank algorithms; full-rank performance; multistage Wiener filter; recursive algorithms; reduced-rank MMSE filtering; reduced-rank algorithms; signal subspace dimension; training samples; Adaptive filters; Filtering algorithms; Interference suppression; Multiaccess communication; Nonlinear filters; Parameter estimation; Signal generators; Signal processing; Timing; Wiener filter;
Journal_Title :
Communications, IEEE Transactions on
DOI :
10.1109/TCOMM.2002.1010618