Iterative Message Passing for Pilot-Assisted Multiuser Detection in MC-CDMA Systems

被引:6
|
作者
Aktas, Emre [1 ]
机构
[1] Hacettepe Univ, Dept Elect & Elect Engn, TR-06800 Beytepe, Turkey
关键词
Iterative algorithms; belief propagation; channel estimation; multiuser detection; multicarrier code division multiple access; JOINT CHANNEL ESTIMATION; SUCCESSIVE INTERFERENCE CANCELLATION; CARRIER FREQUENCY OFFSET; FACTOR GRAPH APPROACH; EXIT CHART ANALYSIS; DS-CDMA; BELIEF PROPAGATION; MULTICARRIER CDMA; SYNCHRONIZATION; UPLINK;
D O I
10.1109/TCOMM.2012.081412.110455
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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.
引用
收藏
页码:3353 / 3364
页数:12
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