• DocumentCode
    971041
  • Title

    Multiuser detections for optical CDMA networks based on expectation-maximization algorithm

  • Author

    Motahari, Abolfazl S. ; Nasiri-Kenari, Masoumeh

  • Author_Institution
    Dept. of Electr. Eng., Sharif Univ. of Technol., Tehran, Iran
  • Volume
    52
  • Issue
    4
  • fYear
    2004
  • fDate
    4/1/2004 12:00:00 AM
  • Firstpage
    652
  • Lastpage
    660
  • Abstract
    In this paper, we introduce new unblind and blind multiuser detectors for an optical code-division multiple-access system. The detectors have two soft and hard stages. In the soft stage, a soft estimation of the interference is obtained by solving an unconstrained maximum-likelihood problem via the iterative expectation-maximization (EM) algorithm. Then, the hard stage detects the user information bit by solving a one-dimensional Boolean constrained problem conditioned on knowing the interference. Our results reveal that the proposed detectors have very low complexity, and are robust against changes in parameters. Moreover, the numerical results illustrate that despite of their simplicities, our detectors substantially outperform other well-known suboptimum detectors, such as multistage and decorrelating detectors.
  • Keywords
    code division multiple access; interference suppression; multiuser detection; optical fibre networks; optimisation; parameter estimation; blind detection; expectation maximization algorithm; interference cancellation; maximum likelihood problem; multiuser detections; optical CDMA network; Expectation-maximization algorithms; Interference constraints; Iterative algorithms; Maximum likelihood detection; Maximum likelihood estimation; Multiaccess communication; Multiuser detection; Optical detectors; Optical fiber networks; Robustness;
  • fLanguage
    English
  • Journal_Title
    Communications, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0090-6778
  • Type

    jour

  • DOI
    10.1109/TCOMM.2003.811410
  • Filename
    1291806