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
fDate :
8/1/2001 12:00:00 AM
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;
Journal_Title :
Selected Areas in Communications, IEEE Journal on