DocumentCode :
2624015
Title :
Performance Test of Interacting Multiple Model Particle Filter for Maneuvering Target Location
Author :
Yang, Ning ; Bin Ding ; Zhang, Jiaming
Author_Institution :
Fac. of Electr. & Autom. Eng., Shanghai Univ. of Electr. Power, Shanghai, China
Volume :
2
fYear :
2011
fDate :
6-7 Jan. 2011
Firstpage :
850
Lastpage :
853
Abstract :
During the previous work of this paper, the change of a maneuvering target state and the nonlinear of maneuvering target system model are considered, and IMMPF (Interacting Multiple Model Particle Filter) is used to state estimation of the maneuvering target. Then some simulations have been done. The results showed that the idea is feasible, and the single GPS (Global Positioning System) location precision is improved with IMMPF. In addition, the location precision with IMPPF is better than that with the traditional IMMEKF (Interacting Multiple Model Extended Kalman Filter). Also, the method can work with other sensors data of the maneuvering target. In this paper, a real test of this method is proposed. A vehicle with GPS receiver runs around the sports filed several times. Constant velocity model, and coordinated turn model are used. The state estimation calculated by IMMPF with single GPS data is evaluated against DGPS (Differential GPS). The experiment results proved the feasibility in real application, and the location precision of maneuvering target with single GPS is improved by IMMPF.
Keywords :
Global Positioning System; particle filtering (numerical methods); performance evaluation; radio receivers; state estimation; GPS receiver; IMMEKF; IMMPF; constant velocity model; coordinated turn model; differential GPS; global positioning system location precision; interacting multiple model extended Kalman filter; interacting multiple model particle filter; maneuvering target location; maneuvering target system model; performance test; state estimation; Data models; Estimation; Global Positioning System; Particle filters; Target tracking; Vehicle dynamics; Interacting Multiple Model Particle Filter; Location precision; Maneuvering target; Single GPS;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Measuring Technology and Mechatronics Automation (ICMTMA), 2011 Third International Conference on
Conference_Location :
Shangshai
Print_ISBN :
978-1-4244-9010-3
Type :
conf
DOI :
10.1109/ICMTMA.2011.495
Filename :
5721321
Link To Document :
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