• DocumentCode
    104080
  • Title

    Powerful Test Statistic for Track Management in Clutter

  • Author

    Kennedy, Hugh L.

  • Author_Institution
    Defence & Syst. Inst. (DASI), Univ. of South Australia, Adelaide, SA, Australia
  • Volume
    50
  • Issue
    1
  • fYear
    2014
  • fDate
    Jan-14
  • Firstpage
    207
  • Lastpage
    223
  • Abstract
    A test statistic, which does not require prior knowledge of pd, is proposed to support automatic track confirmation and termination decisions in a multiple hypotheses tracker (MHT). Use of gamma distributions yields a linear log-likelihood ratio (LLR) with constant parameters derived from target and clutter models. The proposed LLR results in a higher probability of true track confirmation (i.e., the statistical power of the test) for a given probability of false track confirmation than does the reference MHT implementation and more uniform confirmation statistics.
  • Keywords
    Monte Carlo methods; clutter; gamma distribution; probability; statistical testing; target tracking; Gamma distributions; LLR; MHT; Monte Carlo simulations; automatic track confirmation; automatic track termination decisions; clutter models; false track confirmation probability; linear log-likelihood ratio; multiple hypotheses tracker; test statistic; track management; true track confirmation probability; uniform confirmation statistics; Clutter; Maximum likelihood estimation; Object detection; Probability; Target tracking;
  • fLanguage
    English
  • Journal_Title
    Aerospace and Electronic Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9251
  • Type

    jour

  • DOI
    10.1109/TAES.2013.120198
  • Filename
    6809911