TY - GEN
T1 - Ground moving target tracking with VS-IMM particle filter based on road information
AU - Caicai, Gao
AU - Wei, Chen
PY - 2009
Y1 - 2009
N2 - 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.
AB - 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.
KW - Ground moving target tracking
KW - Particle filtering
KW - Road information
KW - Variable structure interacting multiple model.
UR - https://www.scopus.com/pages/publications/70350148262
U2 - 10.1049/cp.2009.0356
DO - 10.1049/cp.2009.0356
M3 - 会议稿件
AN - SCOPUS:70350148262
SN - 9781849190107
T3 - IET Conference Publications
BT - IET International Radar Conference 2009
T2 - IET International Radar Conference 2009
Y2 - 20 April 2009 through 22 April 2009
ER -