Title :
3D Pseudolinear Target Motion Analysis From Angle Measurements
Author :
Dogancay, Kutluyil
Author_Institution :
Sch. of Eng., Univ. of South Australia, Mawson Lakes, SA, Australia
Abstract :
The paper presents a new pseudolinear estimator for 3D target motion analysis by a single moving ownship collecting azimuth and elevation angle measurements. The 3D pseudolinear estimator is derived as a small-noise approximation to the maximum-likelihood estimator and consists of a 2D pseudolinear estimator for the xy-components of the target motion parameters and a least-squares estimator for the z-component. To improve the poor bias performance of the 3D pseudolinear estimator, alternative estimators are proposed employing bias compensation and weighted instrumental variables. A selective-angle-measurement implementation of weighted instrumental variables is presented to maintain a strong correlation between the instrumental variable matrix and the data matrix in the presence of large measurement noise. The performance advantages of the selective-angle-measurement weighted instrumental variable estimator over the conventional maximum likelihood estimator are demonstrated via simulation examples.
Keywords :
angular measurement; approximation theory; least squares approximations; matrix algebra; maximum likelihood estimation; measurement errors; measurement uncertainty; motion estimation; target tracking; 3D pseudolinear target motion analysis; angle measurement; bias compensation; data matrix; instrumental variable matrix; least-squares estimator; maximum-likelihood estimator; measurement noise; poor bias performance; pseudolinear estimator; selective-angle-measurement; small-noise approximation; weighted instrumental variable; xy-component; z-component; Azimuth; Instruments; Maximum likelihood estimation; Observers; Three-dimensional displays; Vectors; 3D target motion analysis; estimation bias; maximum likelihood; pseudolinear estimator; weighted instrumental variables;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2015.2399869