Tracking of multiple maneuvering targets in clutter using IMM/JPDA filtering and fixed-lag smoothing

被引:99
作者
Chen, B
Tugnait, JK [1 ]
机构
[1] Auburn Univ, Dept Elect & Comp Engn, Auburn, AL 36849 USA
[2] IBM Corp, E Fishkill Facil, Hopewell Jct, NY 12533 USA
关键词
multitarget tracking; probabilistic data association; state estimation; smoothing;
D O I
10.1016/S0005-1098(00)00158-8
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We consider the problem of tracking multiple maneuvering targets in clutter using switching multiple target motion models. A suboptimal filtering algorithm is developed by applying the basic interacting multiple model (IMM) approach and the joint probabilistic data association (JPDA) technique to a Markovian switching system. A suboptimal fixed-lag smoothing algorithm is developed by applying the IMM and the JPDA approaches to a state-augmented system. The algorithms are illustrated via a simulation example involving tracking of two highly maneuvering targets. (C) 2000 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:239 / 249
页数:11
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