TY - JOUR
T1 - A novel maneuvering multi-target tracking algorithm based on multiple model particle filter in clutters
AU - Hu, Zhentao
AU - Pan, Quan
AU - Yang, Feng
PY - 2011/3
Y1 - 2011/3
N2 - To solve the problem of strong nonlinear and motion model switching of maneuvering target tracking system in clutter environment, a novel maneuvering multi-target tracking algorithm based on multiple model particle filter is presented in this paper. The algorithm realizes dynamic combination of multiple model particle filter and joint probabilistic data association algorithm. The rapid expansion of computational complexity, caused by the simple combination of the interacting multiple model algorithm and particle filter is solved by introducing model information into the sampling process of particle state, and the effective validation and utilization of echo is accomplished by the joint probabilistic data association algorithm. The concrete steps of the algorithm are given, and the theory analysis and simulation results show the validity of the method.
AB - To solve the problem of strong nonlinear and motion model switching of maneuvering target tracking system in clutter environment, a novel maneuvering multi-target tracking algorithm based on multiple model particle filter is presented in this paper. The algorithm realizes dynamic combination of multiple model particle filter and joint probabilistic data association algorithm. The rapid expansion of computational complexity, caused by the simple combination of the interacting multiple model algorithm and particle filter is solved by introducing model information into the sampling process of particle state, and the effective validation and utilization of echo is accomplished by the joint probabilistic data association algorithm. The concrete steps of the algorithm are given, and the theory analysis and simulation results show the validity of the method.
KW - Interacting multiple model(IMM)
KW - Joint probabilistic data association
KW - Maneuvering multi-target tracking
KW - Multiple model particle filter
UR - http://www.scopus.com/inward/record.url?scp=79955450096&partnerID=8YFLogxK
U2 - 10.3772/j.issn.1006-6748.2011.01.004
DO - 10.3772/j.issn.1006-6748.2011.01.004
M3 - 文章
AN - SCOPUS:79955450096
SN - 1006-6748
VL - 17
SP - 19
EP - 24
JO - High Technology Letters
JF - High Technology Letters
IS - 1
ER -