DocumentCode :
508608
Title :
Ground moving target tracking with VS-IMM particle filter based on road information
Author :
Gao Caicai ; Chen Wei
Author_Institution :
Sch. of Electron. & Inf. Eng., Beihang Univ., Beijing
fYear :
2009
fDate :
20-22 April 2009
Firstpage :
1
Lastpage :
4
Abstract :
Tracking target moving on ground is constrained by terrain, especially the road segments which may intersect at one junction. The ground target moves along the road generically, this paper proposes a variable structure interacting multiple model particle filter (VS-IMM-PF) algorithm based on road information. Models in filters based on state estimation process or process noise correction is determined by whether the target is near one junction, which is judged through uncertainty region. In simulation, a moving ground moving target indication (GMTI) sensor is used in air-to-ground tracking. It´s showed that the advanced algorithm can track ground moving target effectively, of which accuracy is improved, compared with the algorithm only using process noise correction. In addition, the operation time decreases obviously as the number of particles reduces.
Keywords :
particle filtering (numerical methods); roads; sensors; target tracking; VS-IMM particle filter; ground moving target indication sensor; ground moving target tracking; process noise correction; road information; variable structure interacting multiple model particle filter; ground moving target tracking; particle filtering; road information; variable structure interacting multiple model;
fLanguage :
English
Publisher :
iet
Conference_Titel :
Radar Conference, 2009 IET International
Conference_Location :
Guilin
ISSN :
0537-9989
Print_ISBN :
978-1-84919-010-7
Type :
conf
Filename :
5367471
Link To Document :
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