DocumentCode
1520904
Title
Bayesian Monte Carlo multiuser receiver for space-time coded multicarrier CDMA systems
Author
Yang, Zigang ; Ben Lu ; Wang, Xiaodong
Author_Institution
Dept. of Electr. Eng., Texas A&M Univ., College Station, TX, USA
Volume
19
Issue
8
fYear
2001
fDate
8/1/2001 12:00:00 AM
Firstpage
1625
Lastpage
1637
Abstract
We consider the design of optimal multiuser receivers for space-time block coded (STBC) multicarrier code-division multiple-access (MC-CDMA) systems in unknown frequency-selective fading channels. Under a Bayesian framework, the proposed multiuser receiver is based on the Gibbs sampler, a Markov chain Monte Carlo (MCMC) method for numerically computing the marginal a posteriori probabilities of different users´ data symbols. By exploiting the orthogonality property of the STBC and the multicarrier modulation, the computational complexity of the receiver is significantly reduced. Furthermore, being a soft-input soft-output algorithm, the Bayesian Monte Carlo multiuser detector is capable of exchanging the so-called extrinsic information with the maximum a posteriori (MAP) outer channel code decoders of all users, and successively improving the overall receiver performance. Several practical issues, such as testing the convergence of the Gibbs sampler in fading channel applications, resolving the phase ambiguity as well as the antenna ambiguity, and adapting the proposed receiver to multirate MC-CDMA systems, are also discussed. Finally, the performance of the Bayesian Monte Carlo multiuser receiver is demonstrated through computer simulations
Keywords
Bayes methods; Markov processes; Monte Carlo methods; block codes; cellular radio; channel coding; code division multiple access; computational complexity; convergence of numerical methods; fading channels; maximum likelihood decoding; modulation; radio receivers; signal sampling; Bayesian Monte Carlo multiuser receiver; Gibbs sampler; MAP outer channel code decoders; MC-CDMA; MCMC method; Markov chain Monte Carlo method; antenna ambiguity; computational complexity; convergence; data symbols; design; extrinsic information; frequency-selective fading channels; marginal a posteriori probabilities; maximum a posteriori outer channel code decoders; multicarrier modulation; optimal multiuser receivers; orthogonality property; phase ambiguity; receiver performance; soft-input soft-output algorithm; space-time block coded multicarrier CDMA systems; Bayesian methods; Computational complexity; Convergence; Decoding; Detectors; Frequency-selective fading channels; Monte Carlo methods; Multiaccess communication; Multicarrier code division multiple access; System testing;
fLanguage
English
Journal_Title
Selected Areas in Communications, IEEE Journal on
Publisher
ieee
ISSN
0733-8716
Type
jour
DOI
10.1109/49.942523
Filename
942523
Link To Document