• DocumentCode
    867330
  • Title

    Low-Complexity Variable Step-Size Mechanism for Code-Constrained Constant Modulus Stochastic Gradient Algorithms Applied to CDMA Interference Suppression

  • Author

    Cai, Yunlong ; De Lamare, Rodrigo C.

  • Author_Institution
    Commun. Group, Univ. of York, York
  • Volume
    57
  • Issue
    1
  • fYear
    2009
  • Firstpage
    313
  • Lastpage
    323
  • Abstract
    The code-constrained constant modulus algorithm (CCM) implemented with a stochastic gradient (SG) technique is a very effective and efficient blind approach for interference suppression when a communication channel is frequency-selective. In nonstationary wireless environments, users frequently enter and exit the system, making it very difficult for the receiver to compute a predetermined step-size. This suggests the deployment of mechanisms to automatically adjust the step-size in order to ensure good tracking of the interference and the channel. In this paper, the performance of blind CCM adaptive receivers for direct sequence code division multiple access (DS-CDMA) systems that employ stochastic gradient (SG) algorithms with variable step-size mechanisms is investigated. We propose a novel low-complexity variable step-size mechanism for blind CCM CDMA receivers. Convergence and tracking analyses of the proposed adaptation techniques are carried out for multipath channels. Finally, numerical experiments are presented for nonstationary environments, showing that the new mechanism achieves superior performance to previously reported methods at a reduced complexity.
  • Keywords
    code division multiple access; gradient methods; interference suppression; multipath channels; spread spectrum communication; CDMA; blind CCM adaptive receivers; code-constrained constant modulus; direct sequence code division multiple access systems; interference suppression; low-complexity variable step-size mechanism; multipath channels; stochastic gradient algorithms; Adaptive receivers; blind multiuser detection; direct sequence code division multiple access (DS-CDMA); interference suppression; variable step-size mechanisms;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2008.2005861
  • Filename
    4627435