• DocumentCode
    311301
  • Title

    Conjugate gradient method for adaptive direction-of-arrival estimation of coherent signals

  • Author

    Chang, Pi Sheng ; Willson, Alan N., Jr.

  • Author_Institution
    Dept. of Electr. Eng., California Univ., Los Angeles, CA, USA
  • Volume
    3
  • fYear
    1997
  • fDate
    21-24 Apr 1997
  • Firstpage
    2281
  • Abstract
    A method for the direction-of-arrival (DOA) estimation of coherent signals is proposed, based on the adaptive version of Pisarenko´s harmonic retrieval method. It is known that for the DOA estimation of coherent signals, the computed covariance matrix of the sensor array must be spatially smoothed to preserve its full rank. Adaptive algorithms using the conjugate gradient (CG) methods can take advantage of this pre-processing by incorporating the available smoothed matrix into the algorithm. The proposed algorithm uses the CG algorithm presented previously (see IEEE ICASSP, p.2279-82, 1996) in combination with spatial and temporal smoothing techniques. Our simulations show that the proposed algorithm has a fast convergence rate even when the input signals are coherent. Due to the use of an updated covariance matrix at each time instant, no internal iterations are used as in regular CG methods, resulting in a more efficient algorithm than previously proposed CG methods
  • Keywords
    adaptive estimation; adaptive filters; adaptive signal processing; array signal processing; conjugate gradient methods; convergence of numerical methods; covariance matrices; direction-of-arrival estimation; smoothing methods; DOA estimation; Pisarenko´s harmonic retrieval method; adaptive algorithms; adaptive estimation; array signal processing; coherent signals; conjugate gradient method; covariance matrix; direction-of-arrival estimation; fast convergence rate; sensor array; smoothed matrix; spatial smoothing; temporal smoothing; Array signal processing; Character generation; Covariance matrix; Direction of arrival estimation; Gradient methods; Sensor arrays; Signal processing algorithms; Smoothing methods; Transmission line matrix methods; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 1997. ICASSP-97., 1997 IEEE International Conference on
  • Conference_Location
    Munich
  • ISSN
    1520-6149
  • Print_ISBN
    0-8186-7919-0
  • Type

    conf

  • DOI
    10.1109/ICASSP.1997.599507
  • Filename
    599507