• DocumentCode
    1994794
  • Title

    Sensitivity analysis of high-resolution array processing algorithms

  • Author

    Friedlander, Benjamin

  • Author_Institution
    Signal Process. Technol. Ltd., Palo Alto, CA, USA
  • fYear
    1989
  • fDate
    6-8 Sep 1989
  • Firstpage
    121
  • Lastpage
    122
  • Abstract
    Summary form only given. The sensitivity of the maximum-likelihood and MUSIC (multiple signal classification) algorithms, which are used to estimate the directions of arrival of signals from multiple sources, has been quantified. A first-order sensitivity analysis of these algorithms was performed to determine the effect of modeling errors (i.e. system errors, which cause differences between the true and assumed array manifolds), assuming a perfectly known covariance matrix (the infinite-data case). The effect of phase and gain errors in the array elements or in the receivers and the effect of errors in the element locations were studied for two closely spaced sources. Both uncorrelated and correlated sources were considered. Formulas were developed for the error introduced into the direction-of-arrival (DOA) estimates produced by these algorithms, when the modeling errors are small, as a function of the source locations and other system parameters. These formulas have been validated by computer simulations
  • Keywords
    sensitivity analysis; signal processing; MUSIC algorithm; algorithms; array elements; array processing algorithms; computer simulations; correlated sources; covariance matrix; direction-of-arrival; gain errors; high resolution algorithms; maximum likelihood algorithm; modeling errors; receivers; sensitivity analysis; system errors; system parameters; uncorrelated sources; Array signal processing; Classification algorithms; Computer errors; Covariance matrix; Direction of arrival estimation; Maximum likelihood estimation; Multiple signal classification; Phased arrays; Position measurement; Sensitivity analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multidimensional Signal Processing Workshop, 1989., Sixth
  • Conference_Location
    Pacific Grove, CA
  • Type

    conf

  • DOI
    10.1109/MDSP.1989.97069
  • Filename
    97069