• DocumentCode
    1366677
  • Title

    EM-Based Adaptive Frequency Domain Estimation of Doppler Shifts with CRLB Analysis for CDMA Systems

  • Author

    Wang, Tianqi ; Li, Cheng ; Meng, Weixiao ; Chen, Hsiao-Hwa ; Guizani, Mohsen

  • Author_Institution
    Fac. of Eng., Memorial Univ. of Newfoundland, St. John´´s, NL, Canada
  • Volume
    60
  • Issue
    1
  • fYear
    2012
  • fDate
    1/1/2012 12:00:00 AM
  • Firstpage
    198
  • Lastpage
    208
  • Abstract
    Combating time and frequency selectivity in wireless channels is one of the most challenging tasks in next generation wireless networks. In this paper, we propose an adaptive estimation algorithm to estimate Doppler shifts in a direct sequence code division multiple access (DS-CDMA) radio system with multiple Doppler subpaths. By modeling doubly selective channels using a basis expansion model (BEM), an expectation-maximization (EM) algorithm based adaptive estimation method is developed to extract accurate Doppler shift information. The Cramer-Rao lower bound (CRLB) analysis is conducted to study the performance bound of the proposed estimation algorithm. Based on the estimated Doppler shift results, a frequency domain equalizer (FDE) based receiver architecture is developed to exploit Doppler diversity in the frequency domain. Our analysis and simulation results demonstrate that this receiver architecture features a low complexity while still achieving a good performance compared with traditional CDMA receivers.
  • Keywords
    Doppler shift; adaptive estimation; channel estimation; code division multiple access; diversity reception; equalisers; expectation-maximisation algorithm; fading channels; frequency estimation; radio receivers; spread spectrum communication; CDMA systems; CRLB analysis; Cramer-Rao lower bound analysis; DS-CDMA; Doppler diversity; Doppler shifts; adaptive estimation algorithm; adaptive frequency domain estimation; basis expansion model; direct sequence code division multiple access; doubly selective channel; expectation-maximization algorithm; frequency domain equalizer; frequency selectivity; next generation wireless network; receiver architecture; time selectivity; wireless channel; Channel estimation; Correlation; Doppler shift; Estimation; Multiaccess communication; Receivers; Channel estimation; Doppler diversity; basis expansion model; frequency domain equalizer;
  • fLanguage
    English
  • Journal_Title
    Communications, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0090-6778
  • Type

    jour

  • DOI
    10.1109/TCOMM.2011.102011.090300
  • Filename
    6068203