Multitarget Track-Before-Detect Based on Auxiliary Parallel Partition Particle PHD Filter

被引:0
|
作者
Pei Jiazheng [1 ]
Huang Yong [1 ]
Dong Yunlong [1 ]
Chen Baoxin [1 ]
机构
[1] NAU, Yantai 264001, Shandong, Peoples R China
关键词
Parallel Partition; Auxiliary Particle Filter; Probability Hypothesis Density; Track-Before-Detect;
D O I
暂无
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
For dense multi-target scenarios, the existing Track-Before-Detect (TBD) algorithm based on Probability Hypothesis Density (PHD) has the shortcomings of underestimation of the number of targets and the waste of a large number of particles. The paper introduces the concept of two-layer particles and combines the Auxiliary Particle Filter (APF) PHD filter with the Parallel Partition (PP) theory to improve the estimation accuracy of the targets' number and state. The simulation results have shown that, compared with the existing PF-PHD-TBD algorithm, the newly proposed algorithm has a significant improvement in the estimation of the targets' number and the state, especially in dense multi-target scenarios.
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页数:6
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