DocumentCode :
1122356
Title :
An adaptive multiuser detector with joint amplitude and delay estimation
Author :
Iltis, Ronald A. ; Mailaender, Laurence
Author_Institution :
Dept. of Electr. & Comput. Eng., California Univ., Santa Barbara, CA, USA
Volume :
12
Issue :
5
fYear :
1994
fDate :
6/1/1994 12:00:00 AM
Firstpage :
774
Lastpage :
785
Abstract :
A multiuser detector is developed in which the delays and amplitudes of the incoming waveforms are estimated recursively. The algorithm is an extension of the symbol-by-symbol detector of Abend and Fritchman, originally derived for intersymbol interference (ISI) channels, to the multiuser application. In order to make the multiuser detector adaptive, the likelihoods in the symbol-by-symbol metric update are approximated using a set of extended Kalman filter (EKF) innovations. The EKF´s provide, in addition to the likelihoods, joint estimates of the signal delays and amplitudes. The resulting algorithm is quite complex, due to the large number of possible composite symbols corresponding to the multiple users. However, it is shown that the likelihood computations and EKF updates can be expressed it terms of a set of cross-correlation functions, which need only be computed for a subset of the possible symbols. The cross-correlator outputs are updated at the bit rate, and thus the EKF and metric update computations need be performed only at a function of the spread-spectrum chip rate. A metric pruning technique is proposed that further reduces the number of EKF delay/amplitude estimators required. Finally, an important sampling simulation strategy is used to obtain bit-error rate estimates for the adaptive multiuser detector
Keywords :
Kalman filters; adaptive filters; correlation theory; intersymbol interference; parameter estimation; signal detection; adaptive multiuser detector; amplitude estimation; bit-error rate; cross-correlation functions; cross-correlator outputs; delay estimation; extended Kalman filter; intersymbol interference channels; likelihood computations; metric pruning technique; sampling simulation; signal amplitudes; signal delays; spread-spectrum chip rate; symbol-by-symbol detector; symbol-by-symbol metric update; Amplitude estimation; Bit rate; Delay estimation; Detectors; Intersymbol interference; Propagation delay; Recursive estimation; Sampling methods; Spread spectrum communication; Technological innovation;
fLanguage :
English
Journal_Title :
Selected Areas in Communications, IEEE Journal on
Publisher :
ieee
ISSN :
0733-8716
Type :
jour
DOI :
10.1109/49.298051
Filename :
298051
Link To Document :
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