A new smoothing particle filter for tracking a maneuvering target

被引:2
|
作者
Li, YQ [1 ]
Shen, Y [1 ]
Liu, ZY [1 ]
机构
[1] Harbin Inst Technol, Dept Control Sci & Engn, Harbin 150001, Heilongjiang, Peoples R China
关键词
maneuvering target tracking; particle filters; smoothing technique; nonlinear/non-Gaussian model;
D O I
10.1109/ICMLC.2003.1259628
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new smoothing particle filter is presented for applications in maneuvering target-tracking problems. In practical, these stochastic dynamic systems are usually nonlinear and incompletely observed, and the mainly difficulty of maneuvering target-tracking problem lies on the fact that the maneuverability at every step is of highly uncertainties. We propose here a new smoothing particle fitter algorithm, which combines the particle filter, which tackles the non-linear and non-Gaussian peculiarities of the problem, and smoothing of the PDF of system modes, which settles the maneuverability. of the target. In a simulation comparison with the Auxiliary particle filters, we show that our approach has superiority and yields performance improvements when tracking a maneuvering target.
引用
收藏
页码:1004 / 1008
页数:5
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