首页|Particle filter initialization in non-linear non-Gaussian radar target tracking

Particle filter initialization in non-linear non-Gaussian radar target tracking

扫码查看
When particle filter is applied in radar target tracking,the accuracy of the initial particles greatly effects the results of filtering. For acquiring more accurate initial particles,a new method called"competition strategy algorithm"is presented.In this method,initial measurements give birth to several particle groups around them,regularly.Each of the groups is tested several times,separately,in the beginning periods,and the group that has the most number of efficient particles is selected as the initial particles.For this method,sample initial particles selected are on the basis of several measurements instead of only one first measurement,which surely improves the accuracy of initial particles.The method sacrifices initialization time and computation cost for accuracy of initial particles. Results of simulation show that it greely improves the accuracy of initial particles,which makes the effect of filtering much better.

radar target trackingparticle filterinitialization.

Wang Jian、Jin Yonggao、Dai Dingzhang、Dong Huachun、Quan Taufan

展开 >

Dept.of Electronics and Communication Engineering,Harbin Inst.of Technology,Harbin 150001,P.R.China

Dept.of Electronics and Information Engineering,Yanbian Univ.,Yanbian 133002,P.R.China

国家自然科学基金

60572038

2007

系统工程与电子技术(英文版)
中国航天科工防御技术研究院 中国宇航学会 中国系统工程学会 中国系统仿真学会

系统工程与电子技术(英文版)

CSCDSCI
影响因子:0.64
ISSN:1004-4132
年,卷(期):2007.18(3)
  • 2
  • 2