Interacting Multiple Model estimators for tracking thousands of interacting, small targets in a complex plasma

被引:0
|
作者
Oxtoby, Neil P. [1 ]
Ralph, Jason F. [1 ]
Durniak, Celine [1 ]
Samsonov, Dmitry [1 ]
机构
[1] Univ Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, England
关键词
tracking; extended kalman filter; interacting multiple model; complex plasma; dusty plasma; DUSTY PLASMA; DISCHARGE;
D O I
10.1117/12.883028
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Tracking a large number of small targets is a challenging task. This work considers tracking approximately 3000 micron-sized particles in a complex plasma. Inter-particle screened-Coulomb interactions increase the complexity of the tracking problem, which is further complicated by highly nonlinear dynamics - a shock wave. Subsets of the particles are tracked concurrently by Interacting Multiple Model estimators, with the results combined off-line. State estimation is performed by an extended Kalman filter. Estimator performance is quantified on synthetic data, with discussion focussing on aspects of the Interacting Multiple Model.
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页数:9
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