• 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