Comparison of SUT H ∞ - and UKF in Cartesian and Modified Polar Coordinates for bearings-only tracking
Jianliang Xu, Xiao Yu Feng, S. Ren, J. Zeng · 2011
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.