Title :
Adaptive MMSE maximum likelihood CDMA multiuser detection
Author :
Rapajic, Predrag B. ; Borah, Deva K.
Author_Institution :
Dept. of Telecommun. Eng., Australian Nat. Univ., Canberra, ACT, Australia
fDate :
12/1/1999 12:00:00 AM
Abstract :
The well-known code division multiple access maximum likelihood receiver (MF-ML) uses a bank of matched filters as a generator of sufficient statistics for maximum likelihood detection of users transmitted symbols. In this paper, the bank of matched filters is replaced by a bank of adaptive minimum mean squared error (MMSE) filters as the generator of sufficient statistics. This formal replacement of the MF bank by the adaptive MMSE filter bank has significant conceptual consequences and provides improvement by several performance measures. The adaptive MMSE-ML receiver´s digital implementation is significantly computationally simplified. The advantages of the proposed adaptive MMSE-ML receiver over the MF-ML receiver are: (1) ability to perform joint synchronization, channel parameter estimation, and signal detection where the signal is sent over an unknown, slowly time-varying, frequency-selective multipath fading channel; (2) increased information capacity in a multicellular environment; and (3) significantly improved bit error rate (BER) performance in a multicellular mobile communications environment. The information capacity and the BER of the proposed MMSE-ML receiver are analyzed. Numerical results showing the BER performance of the MMSE-ML receiver in a multipath channel environment are presented
Keywords :
FIR filters; adaptive filters; adaptive signal detection; cellular radio; channel bank filters; channel capacity; code division multiple access; error statistics; filtering theory; least mean squares methods; matched filters; maximum likelihood detection; multipath channels; multiuser channels; radio receivers; synchronisation; time-varying channels; BER performance; CDMA multiuser detection; MF-ML receiver; adaptive FIR filters; adaptive MMSE filter bank; adaptive MMSE maximum likelihood detection; adaptive MMSE-ML receiver; adaptive minimum mean squared error filters; bit error rate performance; channel parameter estimation; code division multiple access; digital receiver implementation; frequency-selective multipath fading channel; information capacity; joint synchronization; matched filter bank; maximum likelihood receiver; multicellular mobile communications; multipath channel; performance measures; signal detection; sufficient statistics; time-varying channel; transmitted symbols; Adaptive filters; Bit error rate; Filter bank; Matched filters; Maximum likelihood detection; Maximum likelihood estimation; Multiaccess communication; Multiuser detection; Signal detection; Statistics;
Journal_Title :
Selected Areas in Communications, IEEE Journal on