• DocumentCode
    3224657
  • Title

    Comparison and choice of models in tracking target with coordinated turn motion

  • Author

    Yuan, Xianghui ; Han, Chongzhao ; Duan, Zhansheng ; Lei, Ming

  • Author_Institution
    Electron. & Inf. Eng., Xi´´an Jiaotong Univ., China
  • Volume
    2
  • fYear
    2005
  • fDate
    25-28 July 2005
  • Abstract
    Coordinated turn (CT) models used for target tracking are highly dependent on the choice of the state components. Four widely used models are compared in this paper-augmented coordinated turn (ACT) model with Cartesian velocity, ACT model with polar velocity, coordinated turn model using a kinematics constraint and maneuver centered circular motion model. The first two are nonlinear, so the unscented Kalman filter (UKF) is used. The third one uses a kinematics constraint as a pseudo measurement, which avoids the state model to be nonlinear. The last one has a linear form, but the maneuver center should be determined accurately, which is a nonlinear problem in essence. Through Monte-Carlo simulations, the models´ computational load and tracking performance are compared, and the suggestions on the choice of models for different practical target tracking problems are given.
  • Keywords
    Kalman filters; Monte Carlo methods; target tracking; ACT; Monte-Carlo simulation; UKF; augmented coordinated turn model; maneuver centered circular motion model; pseudo measurement; target tracking; unscented Kalman filter; Acceleration; Aircraft; Computational modeling; Kinematics; Load modeling; Motion measurement; Noise measurement; Nonlinear equations; Target tracking; Velocity measurement; Coordinated turn model; UKF; kinematic constraint; maneuver center; target tracking;
  • 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.2005.1592032
  • Filename
    1592032