• DocumentCode
    2832754
  • Title

    Beamspace direction finding based on the conjugate gradient algorithm

  • Author

    Steinwandt, Jens ; De Lamare, Rodrigo C. ; Haardt, Martin

  • Author_Institution
    Commun. Res. Lab., Ilmenau Univ. of Technol., Ilmenau, Germany
  • fYear
    2011
  • fDate
    24-25 Feb. 2011
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    Motivated by the performance of the direction finding algorithm based on the conjugate gradient (CG) method and the advantages of operating in beamspace, we develop a new beamspace direction finding algorithm, which we refer to as the beamspace conjugate gradient (BS CG) method. The recently developed Krylov subspace-based CG direction finding algorithm utilizes a non-eigenvector basis and yields a superior resolution performance for closely-spaced sources under severe conditions. However, its computational complexity is similar to the eigenvector-based methods. In order to save computational resources, we perform a beamspace transformation, which additionally leads to significant improvements in terms of the resolution capability and the estimation accuracy. A comprehensive complexity analysis and simulation results demonstrate the excellent performance of the proposed method and show its lower computational complexity.
  • Keywords
    array signal processing; computational complexity; conjugate gradient methods; direction-of-arrival estimation; eigenvalues and eigenfunctions; signal resolution; BS CG method; Krylov subspace-based CG direction finding algorithm; beamspace conjugate gradient method; beamspace direction finding algorithm; beamspace transformation; closely-spaced sources; comprehensive complexity analysis; computational complexity; computational resources; conjugate gradient algorithm; eigenvector-based methods; estimation accuracy; noneigenvector basis; resolution capability; superior resolution performance; Arrays; Discrete Fourier transforms; Estimation; Multiple signal classification; Signal processing algorithms; Signal resolution; Signal to noise ratio; Direction finding; beamspace processing; conjugate gradient (CG); direction of arrival (DOA) estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Smart Antennas (WSA), 2011 International ITG Workshop on
  • Conference_Location
    Aachen
  • Print_ISBN
    978-1-61284-075-8
  • Electronic_ISBN
    978-1-61284-073-4
  • Type

    conf

  • DOI
    10.1109/WSA.2011.5741913
  • Filename
    5741913