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Particle Filter for Estimation and Tracking

Ji-zhen WANG Zeng-shun ZHAO Xiao-wei AN Shu-xia TIAN

测试科学与仪器2010,Vol.1Issue(3):267-270,4.
测试科学与仪器2010,Vol.1Issue(3):267-270,4.DOI:10.3969/j.issn.1674-8042.2010.03.14

Particle Filter for Estimation and Tracking

Particle Filter for Estimation and Tracking

Ji-zhen WANG 1Zeng-shun ZHAO 1Xiao-wei AN 1Shu-xia TIAN1

作者信息

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摘要

Abstract

In recent years, the particle filter technique has been widely used in tracking, estimation and navigation. In this paper, the authors described several practical filters including the general practical, the extended Kaman practical, and the unscented particle filters. And they explained the degeneracy problem in the practical filter process, and introduced some solved methods. Finally they demonstrated the estimation of different particle filters in non-liner and non-Gaussian situation respectively. The result proved the unscented particle filter had the best performance.

关键词

particle filter/extended Kaman practical filter/unscented particle filter

Key words

particle filter/extended Kaman practical filter/unscented particle filter

分类

天文与地球科学

引用本文复制引用

Ji-zhen WANG,Zeng-shun ZHAO,Xiao-wei AN,Shu-xia TIAN..Particle Filter for Estimation and Tracking[J].测试科学与仪器,2010,1(3):267-270,4.

测试科学与仪器

1674-8042

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