Title :
A spherical constant velocity model for target tracking in three dimensions
Author :
Haug, Anton ; Williams, Lauren
Author_Institution :
Appl. Phys. Lab., Johns Hopkins Univ., Laurel, MD, USA
Abstract :
We present a new set of Kalman filters that posit near constant-velocity motion in spherical coordinates. Since the filter operates in spherical coordinates, a new nonlinear dynamic motion equation is developed along with a linear observation equation. Specific filter implementations include a spherical extended Kalman filter (KF) and a spherical sigma point Kalman filter structure that includes the unscented, spherical simplex and Gauss-Hermite KF´s. The performance of the filters are demonstrated for a target that maneuvers in three dimensions and compared to similar results from their Cartesian filter counterparts.
Keywords :
Kalman filters; target tracking; tracking filters; Cartesian filter; Gauss-Hermite KF; linear observation equation; near constant-velocity motion; nonlinear dynamic motion equation; spherical constant velocity model; spherical coordinates; spherical sigma point Kalman filter structure; target tracking; Dynamics; Equations; Kalman filters; Mathematical model; Radar tracking; Target tracking; Vectors;
Conference_Titel :
Aerospace Conference, 2012 IEEE
Conference_Location :
Big Sky, MT
Print_ISBN :
978-1-4577-0556-4
DOI :
10.1109/AERO.2012.6187209