TY - GEN
T1 - Comparison and choice of models in tracking target with coordinated turn motion
AU - Xianghui, Yuan
AU - Chongzhao, Han
AU - Zhansheng, Duan
AU - Ming, Lei
PY - 2005
Y1 - 2005
N2 - 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 kinematic 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 kinematic 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.
AB - 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 kinematic 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 kinematic 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.
KW - Coordinated turn model
KW - Kinematic constraint
KW - Maneuver center
KW - Target tracking
KW - UKF
UR - https://www.scopus.com/pages/publications/33847105180
U2 - 10.1109/ICIF.2005.1592032
DO - 10.1109/ICIF.2005.1592032
M3 - 会议稿件
AN - SCOPUS:33847105180
SN - 0780392868
SN - 9780780392861
T3 - 2005 7th International Conference on Information Fusion, FUSION
SP - 1497
EP - 1502
BT - 2005 7th International Conference on Information Fusion, FUSION
PB - IEEE Computer Society
T2 - 2005 8th International Conference on Information Fusion, FUSION
Y2 - 25 July 2005 through 28 July 2005
ER -