Title :
Variable step-size LMS blind CDMA multiuser detector
Author :
Gong, Yu ; Farhang-Boroujeny, B. ; Lim, Teng Joon
Author_Institution :
Centre for Signal Process., Nanyang Technol. Univ., Singapore
Abstract :
Adaptive least mean square (LMS) filters with or without training sequences, which are known as training-based and blind detectors respectively, have been formulated to counter interference in CDMA systems. The convergence characteristics of these two LMS detectors are analyzed and compared in this paper. We show that the blind detector is superior to the training-based detector with respect to convergence rate. On the other hand, the training-based detector performs better in the steady state, giving a lower excess mean-square error (MSE) for a given adaptation step size. A novel decision-directed LMS detector which achieves the low excess MSE of the training-based detector and the superior convergence performance of the blind detector is proposed
Keywords :
adaptive filters; adaptive signal detection; code division multiple access; interference suppression; least mean squares methods; multiuser channels; signal detection; LMS detectors; LMS filters; MAI; MSE; adaptive filters; blind CDMA multiuser detector; code-division multiple-access system; interference suppression; least mean square filters; mean-square error; multiple-access interference; training-based detectors; AWGN; Convergence; Detectors; Eigenvalues and eigenfunctions; Filters; Gaussian noise; Least squares approximation; Multiaccess communication; Multiple access interference; Symmetric matrices;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
Print_ISBN :
0-7803-7041-4
DOI :
10.1109/ICASSP.2001.940455