• DocumentCode
    3159591
  • Title

    Optimal posterior density approximation for bearings-only tracking

  • Author

    Morelande, Mark R. ; Svensson, Lennart ; Hagmar, Jonas ; Jirstrand, Mats

  • Author_Institution
    Dept. of Electr. & Electron. Eng., Univ. of Melbourne, Melbourne, VIC, Australia
  • fYear
    2012
  • fDate
    25-30 March 2012
  • Firstpage
    3585
  • Lastpage
    3588
  • Abstract
    The optimal homotopy filter is a nonlinear filtering approximation which seeks an optimal parameterisation for the posterior. The search for an optimal parameterisation is performed by constructing a homotopy between the prior and posterior and solving the resulting ordinary differential equation. Here the optimal homotopy filter is applied to the problem of bearings-only tracking. A simulation analysis shows that the performance of the optimal homotopy filter compares favourably to established algorithms.
  • Keywords
    approximation theory; differential equations; nonlinear filters; target tracking; bearings-only tracking; nonlinear filtering approximation; optimal homotopy filter; optimal parameterisation; optimal posterior density approximation; ordinary differential equation; simulation analysis; Algorithm design and analysis; Approximation algorithms; Approximation methods; Differential equations; Mathematical model; Observers; Vectors; Bayesian estimation; Nonlinear filtering; bearings-only tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
  • Conference_Location
    Kyoto
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4673-0045-2
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2012.6288691
  • Filename
    6288691