DocumentCode
542746
Title
An iterative maximum a posteriori (MAP) estimator for multiuser detection in synchronous CDMA systems
Author
Blunt, Shannon D. ; Ho, K.C.
Author_Institution
Department of Electrical Engineering, University of Missouri-Columbia, USA
Volume
3
fYear
2002
fDate
13-17 May 2002
Abstract
This paper proposes an iterative algorithm for multiuser detection in synchronous CDMA communication systems based on maximum a posteriori (MAP) estimation. This approach performs better than the maximum likelihood (ML) estimator due to the use of probabilistic knowledge regarding the distribution of the received signal amplitudes. We assume that for every user the PDF of the signal level value in a bit time is the average of two Gaussian distributions centered at plus and minus the mean signal amplitude. The result is a gradient-based algorithm containing a ML term that determines the “direction” of bit estimation convergence, and a prior knowledge term that improves the accuracy of the bit estimate. Due to the prior knowledge term, the algorithm reaches a minimum closer to the true received bit values and therefore realizes more accurate bit estimates and a lower bit error rate (BER) than ML alone.
Keywords
Bit error rate; Computational modeling; Interference; Multiaccess communication;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing (ICASSP), 2002 IEEE International Conference on
Conference_Location
Orlando, FL, USA
ISSN
1520-6149
Print_ISBN
0-7803-7402-9
Type
conf
DOI
10.1109/ICASSP.2002.5745108
Filename
5745108
Link To Document