• DocumentCode
    3221134
  • Title

    The shifted Rayleigh filter for bearings only tracking

  • Author

    Clark, J.M.C. ; Vinter, R.B. ; Yaqoob, M.M.

  • Author_Institution
    Dept. of Electr. & Electron. Eng., Imperial Coll., London, UK
  • Volume
    1
  • fYear
    2005
  • fDate
    25-28 July 2005
  • Abstract
    The recently introduced shifted Rayleigh filter is a moment matching algorithm that exploits the essential structure of the nonlinearities present in bearings-only tracking. The algorithm can befitted to a wide range of scenarios and places no restrictions on model dimensionality. The key feature is that it generates the exact updated conditional distribution of target motion, given a normal approximation to the prior. In this paper, two versions of the algorithm are applied to the problem of tracking a moving object from multiple, independently drifting sonobuoys that supply noisy bearings only measurements, corrupted by clutter. A separate moving sensor provides noisy bearings only measurements of sonobuoy motion. The shifted Rayleigh filter adapts well to this scenario. Simulations indicate that it give good estimates, even in adverse circumstances when the clutter probability is 67% and the standard deviation of sensor noise is 16°.
  • Keywords
    direction-of-arrival estimation; matched filters; radar clutter; sensor fusion; sonar tracking; target tracking; tracking filters; bearing only tracking; clutter probability; conditional distribution; moment matching algorithm; moving sensor; normal approximation; shifted Rayleigh filter; sonobuoys; target motion; Approximation algorithms; Educational institutions; Filtering algorithms; Matched filters; Motion estimation; Motion measurement; Nonlinear equations; Particle filters; Target tracking; Time measurement; Bearings only tracking; clutter; moment matching filters; multiple sensors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion, 2005 8th International Conference on
  • Print_ISBN
    0-7803-9286-8
  • Type

    conf

  • DOI
    10.1109/ICIF.2005.1591841
  • Filename
    1591841