• DocumentCode
    1049455
  • Title

    Estimation near "Zero Information" points: angle-of-arrival near the endfire

  • Author

    Bashan, Eran ; Weiss, Anthony J. ; Bar-Shalom, Yaakov

  • Author_Institution
    Univ. of Michigan, Ann Arbor
  • Volume
    43
  • Issue
    4
  • fYear
    2007
  • fDate
    10/1/2007 12:00:00 AM
  • Firstpage
    1250
  • Lastpage
    1264
  • Abstract
    We examine large-sample properties of the maximum- likelihood estimator (MLE) in the vicinity of points where the Fisher information measure (FIM) equals zero. Under mild regularity conditions the MLE is asymptotically efficient and therefore lower bounded by the Cramer-Rao lower bound (CRLB) [5], which diverges for such points. When a linear sensor array is used for angle-of-arrival (AOA) estimation, the CRLB diverges as the AOA approaches pi/2. We provide new results characterizing the MLE performance in the AOA problem.
  • Keywords
    array signal processing; direction-of-arrival estimation; maximum likelihood estimation; Cramer-Rao lower bound; Fisher information measure; angle-of-arrival estimation; linear sensor array; maximum- likelihood estimator; Bayesian methods; Chromium; Computer science; Estimation error; Maximum likelihood estimation; Mean square error methods; Random variables; Sensor arrays; Sensor phenomena and characterization; State estimation;
  • fLanguage
    English
  • Journal_Title
    Aerospace and Electronic Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9251
  • Type

    jour

  • DOI
    10.1109/TAES.2007.4441737
  • Filename
    4441737