Title :
Comparison of SUT H∞ - and UKF in Cartesian and Modified Polar Coordinates for bearings-only tracking
Author :
Xu, J. ; Feng, X. ; Ren, S. ; Zeng, J.
Author_Institution :
State Key Lab. of Robot., Shenyang Inst. of Autom., Shenyang, China
Abstract :
The H∞ filtering problem is considered for a class of nonlinear discrete-time systems for which a novel solution is developed by embedding the unscented transform technique into the extended H∞ filter structure. This article compares a Scale Unscented Transform H∞ filter (SUT H∞ - ) and UKF for the bearings-only tracking problem in Modified Polar Coordinates (MPC) and Cartesian coordinates (CC). Its objective is to track the kinematics (position, velocity) of a moving target using noise-corrupted bearing measurements. The SUT H∞ - filter achieves higher accuracy and robustness against model uncertainty. Simulation results for the bearings-only tracking (BOT) are presented to illustrate that the MPC is better than CC in long distance.
Keywords :
H∞ filters; discrete time systems; nonlinear systems; transforms; Cartesian coordinates; H∞ filtering problem; SUT-H∞; UKF; bearings-only tracking; extended H∞ filter structure; modified polar coordinates; nonlinear discrete-time systems; scale unscented transform H∞ filter; unscented transform technique; Equations; Mathematical model; Maximum likelihood detection; Nonlinear filters; Observers; Target tracking; Vectors;
Conference_Titel :
OCEANS 2011
Conference_Location :
Waikoloa, HI
Print_ISBN :
978-1-4577-1427-6