• DocumentCode
    3237464
  • Title

    A Comparative Study of JADE and SAGE Algorithms for Joint Multipath Parameter Estimation

  • Author

    Li, Wei ; Yao, Wenbing ; Duffett-Smith, Peter

  • Author_Institution
    Brunei Univ., Uxbridge
  • fYear
    2007
  • fDate
    1-4 July 2007
  • Firstpage
    59
  • Lastpage
    62
  • Abstract
    In this paper, we investigate the performance of two popular multi-path parameter estimation schemes, eigen-decomposition based SI-JADE and maximum-likelihood based SAGE. An investigation of errors in the estimation of directions (DOA) and times (TOA) of arrival is presented using Monte Carlo simulations. We demonstrate that a significant improvement in DOA estimation is obtained as expected using both methods when the antenna size is increased, but there is also a smaller improvement in TOA estimation. We also show that the SAGE algorithm is more robust against under-estimating the number of signal paths in a multi-path environment.
  • Keywords
    Monte Carlo methods; antennas; channel estimation; direction-of-arrival estimation; eigenvalues and eigenfunctions; maximum likelihood estimation; mobile communication; time-of-arrival estimation; JADE algorithm; Monte Carlo simulations; SAGE algorithm; antenna size; direction estimation; direction-of-arrival estimation; eigen-decomposition; error investigation; maximum-likelihood algorithm; multipath parameter estimation; network-aided mobile-positioning; time-of-arrival estimation; Amplitude estimation; Antenna measurements; Delay estimation; Direction of arrival estimation; Frequency estimation; Maximum likelihood detection; Maximum likelihood estimation; Parameter estimation; Receiving antennas; Time of arrival estimation; JADE; SAGE; channel parameter estimation; direction of arrival; time of arrival;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Digital Signal Processing, 2007 15th International Conference on
  • Conference_Location
    Cardiff
  • Print_ISBN
    1-4244-0882-2
  • Electronic_ISBN
    1-4244-0882-2
  • Type

    conf

  • DOI
    10.1109/ICDSP.2007.4288518
  • Filename
    4288518