Recent advances in multisensor multitarget tracking using random finite set

被引:49
作者
Da, Kai [1 ]
Li, Tiancheng [2 ]
Zhu, Yongfeng [1 ]
Fan, Hongqi [1 ]
Fu, Qiang [1 ]
机构
[1] Natl Univ Def Technol, Natl Key Lab Sci & Technol ATR, Changsha 410073, Peoples R China
[2] Northwestern Polytech Univ, Sch Automat, MOE Key Lab Informat Fus Technol, Xian 710072, Peoples R China
关键词
Multitarget tracking; Multisensor fusion; Average fusion; Random finite set; Optimal fusion; TP273; 5; MULTI-BERNOULLI FILTER; AVERAGE FUSION; PHD FILTERS; CONSENSUS; IMPLEMENTATION; ASSOCIATION; ALLOCATION; DERIVATION; NETWORKS;
D O I
10.1631/FITEE.2000266
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this study, we provide an overview of recent advances in multisensor multitarget tracking based on the random finite set (RFS) approach. The fusion that plays a fundamental role in multisensor filtering is classified into data-level multitarget measurement fusion and estimate-level multitarget density fusion, which share and fuse local measurements and posterior densities between sensors, respectively. Important properties of each fusion rule including the optimality and sub-optimality are presented. In particular, two robust multitarget density-averaging approaches, arithmetic- and geometric-average fusion, are addressed in detail for various RFSs. Relevant research topics and remaining challenges are highlighted.
引用
收藏
页码:5 / 24
页数:20
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