• DocumentCode
    1825081
  • Title

    A nonlinear iterative beamforming technique for wireless communications

  • Author

    Sellathurai, Mathini ; Haykin, Simon

  • Author_Institution
    McMaster Univ., Hamilton, Ont., Canada
  • Volume
    2
  • fYear
    1999
  • fDate
    24-27 Oct. 1999
  • Firstpage
    957
  • Abstract
    In this paper, we propose an iterative beamformer for multi-transmit, multi-receive wireless communications. The paper introduces an optimal MAP receiver with implementation complexity exponential in terms of the number of transmitting antennas, and a suboptimal nonlinear parallel interference cancelation scheme that significantly reduces the degradation effect of interference with implementation complexity linear in the number of transmitting antennas. The proposed receiver has a two-stage learning strategy: a linear beamforming phase using a short training sequence for learning the linear decision regions, and a nonlinear iterative scheme that makes use of the implicit form of supervision provided by a forward error-correction code (FEC) for tracking the nonlinear optimal decision boundaries. Simulations are provided as experimental evidence for the performance of the new receiver.
  • Keywords
    antenna arrays; array signal processing; computational complexity; forward error correction; interference suppression; iterative methods; maximum likelihood detection; radio receivers; radiofrequency interference; transmitting antennas; degradation; forward error-correction code; implementation complexity; linear beamforming phase; linear decision regions; multi-transmit multi-receive wireless communications; nonlinear iterative beamforming technique; nonlinear iterative scheme; nonlinear optimal decision boundaries; optimal MAP receiver; suboptimal nonlinear parallel interference cancelation scheme; supervision; tracking; training sequence; transmitting antennas; two-stage learning strategy; Array signal processing; Computer aided instruction; Forward error correction; Interference cancellation; Receiving antennas; Signal detection; Support vector machine classification; Support vector machines; Transmitting antennas; Wireless communication;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signals, Systems, and Computers, 1999. Conference Record of the Thirty-Third Asilomar Conference on
  • Conference_Location
    Pacific Grove, CA, USA
  • ISSN
    1058-6393
  • Print_ISBN
    0-7803-5700-0
  • Type

    conf

  • DOI
    10.1109/ACSSC.1999.831851
  • Filename
    831851