A LABELED MULTI-BERNOULLI FILTER FOR SPACE OBJECT TRACKING

被引:0
作者
Jones, Brandon A. [1 ]
Ba-Ngu Vo [2 ]
机构
[1] Univ Colorado, Dept Aerosp Engn Sci, UCB 431, Boulder, CO 80309 USA
[2] Curtin Univ, Dept Elect & Comp Engn, Perth, WA 6485, Australia
来源
SPACEFLIGHT MECHANICS 2015, PTS I-III | 2015年 / 155卷
关键词
PROPAGATION; ASSOCIATION; ALGORITHM;
D O I
暂无
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
To maintain custody of the increasing number of detectable objects in Earth orbit, tracking systems require robust methods of multi-target state estimation and prediction. One alternative to the classic multiple hypothesis and probabilistic data association methods uses a random finite set for modeling the multi target state. The common forms of such filters sacrifice knowledge of specific targets for the sake of tractability. This paper presents a labeled multi-Bernoulli filter for tracking space objects, which allows for the identification of individual targets. This version of the filter includes a new-target birth model based on the admissible region and non-Gaussian propagation of the single-target state probability density function. The benefits of the filter are then demonstrated for the tracking of both previously known and newly detected objects near geosynchronous orbit.
引用
收藏
页码:1069 / 1088
页数:20
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