• DocumentCode
    1388231
  • Title

    Effectiveness of the likelihood function in logic-based track formation

  • Author

    Bar-Shalom, Y. ; Li, X. Rong

  • Author_Institution
    Dept. of Electr. & Syst. Eng., Connecticut Univ., Storrs, CT
  • Volume
    27
  • Issue
    1
  • fYear
    1991
  • fDate
    1/1/1991 12:00:00 AM
  • Firstpage
    184
  • Lastpage
    187
  • Abstract
    A logic-based track formation procedure was presented by C.B. Chang et al. (1984). In addition to the conventional gating logic, it utilized the negative log-likelihood function (goodness of fit or sum of residuals) to further reduce the false track acceptance probability. An analytical technique for the evaluation of the effectiveness of this reduction is presented. The exact solution in closed form and a Gaussian approximation are given and compared. It is shown that the goodness of fit provides an additional reduction of the false track acceptance probability by a factor of two to three
  • Keywords
    probability; radar theory; signal detection; tracking systems; Gaussian approximation; effectiveness; false track acceptance probability; gating logic; goodness of fit; likelihood function; logic-based track formation; negative log-likelihood function; radar clutter; Extrapolation; Gaussian approximation; Kalman filters; Logic; Object detection; Sampling methods; State estimation; Target tracking; Technological innovation; Time measurement;
  • fLanguage
    English
  • Journal_Title
    Aerospace and Electronic Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9251
  • Type

    jour

  • DOI
    10.1109/7.68166
  • Filename
    68166