DocumentCode :
559486
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
fYear :
2011
fDate :
19-22 Sept. 2011
Firstpage :
1
Lastpage :
6
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;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
OCEANS 2011
Conference_Location :
Waikoloa, HI
Print_ISBN :
978-1-4577-1427-6
Type :
conf
Filename :
6107307
Link To Document :
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