DocumentCode
1049865
Title
A Bayesian MMSE Turbo Receiver for Coded MIMO Systems
Author
Sun, Sumei ; Wu, Yan ; Li, Yuan ; Tjhung, Tjeng Thiang
Author_Institution
Inst. for Infocomm Res., Singapore
Volume
57
Issue
5
fYear
2008
Firstpage
3283
Lastpage
3293
Abstract
In conventional interference cancellation (IC)-based turbo receivers, extrinsic information (EXT) from the soft-input-soft-output (SISO) decoders is used to compute the statistical mean (SM) of the interfering signals. In this paper, we present a class of Bayesian minimum mean-square-error (MMSE) turbo receivers for coded multiple-input-multiple-output (MIMO) systems. Instead of using the EXT to estimate the prior SM, we use it in the posterior Bayesian MMSE estimation of the interfering signals. The estimation accuracy is, therefore, improved, leading to better bit-error-rate (BER) performance from our proposed Bayesian receivers. For the cases that we have studied, the proposed receiver with two iterations has a lower BER than the conventional one with five iterations, thus significantly reducing the receiver processing delay and the implementation complexity. Its superior performance is also demonstrated by the higher detector output mutual information and fewer iterations to achieve convergence, which is obtained from the extrinsic information transfer (EXIT) chart analysis.
Keywords
Bayes methods; MIMO communication; codes; error statistics; interference suppression; least mean squares methods; Bayesian MMSE turbo receiver; Bayesian minimum mean-square-error; bit-error-rate; coded MIMO systems; extrinsic information transfer chart analysis; interference cancellation; soft-input-soft-output decoders; statistical mean; turbo receivers; Bayesian estimation; Bayesian estimation (BE); EXIT chart; expectation maximization; expectation maximization (EM); extrinsic information transfer (EXIT) chart; multiple-input multiple-output; multiple-input–multiple-output (MIMO); turbo receiver;
fLanguage
English
Journal_Title
Vehicular Technology, IEEE Transactions on
Publisher
ieee
ISSN
0018-9545
Type
jour
DOI
10.1109/TVT.2008.917230
Filename
4441776
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