DocumentCode
1268628
Title
Iterative Message Passing for Pilot-Assisted Multiuser Detection in MC-CDMA Systems
Author
Aktas, Emre
Author_Institution
Dept. of Electr. & Electron. Eng., Hacettepe Univ., Ankara, Turkey
Volume
60
Issue
11
fYear
2012
fDate
11/1/2012 12:00:00 AM
Firstpage
3353
Lastpage
3364
Abstract
Application of the belief propagation (BP) algorithm is proposed for pilot-assisted reception of multi-carrier code division multiple access systems where the input symbols are binary phase shift keying symbols. The proposed method utilizes a Bayesian network graph that includes channel parameters as explicit nodes representing random variables. Channel parameters in both frequency and time domains are included in the graph. The messages on the graph are obtained by making large system assumptions for the user symbols and Gaussian assumptions for the messages related to the channel parameters. Density evolution analysis is performed whose results match well with the simulation results. For the simulated scenario it is found that BP with the proposed graph outperforms channel estimation followed by graph based detection, and non-graph based iterative channel estimation.
Keywords
Bayes methods; Gaussian processes; channel estimation; code division multiple access; graph theory; iterative methods; multiuser detection; phase shift keying; BP algorithm; Bayesian network graph; Gaussian assumption; MC-CDMA system; belief propagation; binary phase shift keying symbol; channel parameter; density evolution analysis; frequency domain; graph based detection; iterative message passing; multicarrier code division multiple access system; nongraph based iterative channel estimation; pilot-assisted multiuser detection; pilot-assisted reception; random variable; time domain; Channel estimation; Estimation; Iterative decoding; Joints; Multicarrier code division multiple access; Multiuser detection; Receivers; Iterative algorithms; belief propagation; channel estimation; multicarrier code division multiple access; multiuser detection;
fLanguage
English
Journal_Title
Communications, IEEE Transactions on
Publisher
ieee
ISSN
0090-6778
Type
jour
DOI
10.1109/TCOMM.2012.081412.110455
Filename
6276211
Link To Document