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

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20 Scopus citations

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 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.

Original languageEnglish
Title of host publication2005 7th International Conference on Information Fusion, FUSION
PublisherIEEE Computer Society
Pages1497-1502
Number of pages6
ISBN (Print)0780392868, 9780780392861
DOIs
StatePublished - 2005
Event2005 8th International Conference on Information Fusion, FUSION - Philadelphia, PA, United States
Duration: 25 Jul 200528 Jul 2005

Publication series

Name2005 7th International Conference on Information Fusion, FUSION
Volume2

Conference

Conference2005 8th International Conference on Information Fusion, FUSION
Country/TerritoryUnited States
CityPhiladelphia, PA
Period25/07/0528/07/05

Keywords

  • Coordinated turn model
  • Kinematic constraint
  • Maneuver center
  • Target tracking
  • UKF

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