• DocumentCode
    1098824
  • Title

    A Nonlinear Filter Coupled With Hospitability and Synthetic Inclination Maps for In-Surveillance and Out-of-Surveillance Tracking

  • Author

    Kassas, Zaher M. ; Ozguner, Umit

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Ohio State Univ., Columbus, OH, USA
  • Volume
    40
  • Issue
    1
  • fYear
    2010
  • Firstpage
    87
  • Lastpage
    97
  • Abstract
    This paper presents an algorithm for in-surveillance and out-of-surveillance mobile ground target tracking. In this respect, a nonlinear Bayesian estimation filter is presented. Then, an adaptive algorithm is derived to reduce remarkably the computational burden of this filter, while not degrading the accuracy of the state estimates. Additionally, an algorithm employing the concepts of hospitability and synthetic inclination maps is introduced and is coupled with the nonlinear Bayesian filter to track the mobile ground target once it goes out-of-surveillance. Loosely speaking, the hospitability map can be viewed as a terrain-based map defining a likelihood or a "weight" for each point on the earth\´s surface proportional to the ability of the target to move and maneuver at that location. On the other hand, the synthetic inclination map describes how the target favors certain regions within the search area, hence being "synthetically" inclined to move toward them.
  • Keywords
    Bayes methods; nonlinear filters; surveillance; target tracking; terrain mapping; hospitability maps; in-surveillance tracking; mobile ground target tracking; nonlinear Bayesian estimation filter; nonlinear filter; out-of-surveillance tracking; state estimation; synthetic inclination maps; Estimation; Fokker–Planck equations; nonlinear filters; terrain mapping; tracking;
  • fLanguage
    English
  • Journal_Title
    Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1094-6977
  • Type

    jour

  • DOI
    10.1109/TSMCC.2009.2024004
  • Filename
    5109659