The Tracking Algorithm for Maneuvering Target ased on Adaptive Kalman Filter

被引:0
作者
Tang, Zheng
Sun, Chao
Liu, Zongwei
机构
关键词
Adaptive kahnan filter; maneuver target tracking; maneuver detector; state estimation; VARIABLE-DIMENSION FILTER;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The application of kalman filter in tracking the maneuver target is not available as it is used in tracking the target of uniform motion. Therefore, a improved method for tracking a maneuver target is proposed. In the proposed approach, the maneuver detector provides the estimate of time instant at which a target starts to maneuver, when a target maneuver is determined, the kalman filter model will be adjusted with varied target motion state. The maneuver, modeled as an acceleration, is estimated recursively. Finally, the performance of the proposed approach is shown to be superior to kalman filter by simulation.
引用
收藏
页码:453 / 459
页数:7
相关论文
共 21 条
[1]  
Al-Najdawi N, 2012, INT ARAB J INF TECHN, V9, P100
[2]  
Anderson JL, 2001, MON WEATHER REV, V129, P2884, DOI 10.1175/1520-0493(2001)129<2884:AEAKFF>2.0.CO
[3]  
2
[4]   Cubature Kalman Filtering for Continuous-Discrete Systems: Theory and Simulations [J].
Arasaratnam, Ienkaran ;
Haykin, Simon ;
Hurd, Thomas R. .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2010, 58 (10) :4977-4993
[5]   MULTIPLE OBJECT TRACKING USING AN AUTOMATIC VARIABLE-DIMENSION PARTICLE FILTER [J].
Arrospide, Jon ;
Salgado, Luis ;
Nieto, Marcos .
2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, 2010, :49-52
[6]   VARIABLE DIMENSION FILTER FOR MANEUVERING TARGET TRACKING [J].
BARSHALOM, Y ;
BIRMIWAL, K .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1982, 18 (05) :621-629
[7]   TRACKING A MANEUVERING TARGET USING INPUT ESTIMATION [J].
BOGLER, PL .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1987, 23 (03) :298-310
[8]   ENHANCED VARIABLE DIMENSION FILTER FOR MANEUVERING TARGET TRACKING [J].
CLOUTIER, JR ;
LIN, CF ;
YANG, C .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1993, 29 (03) :786-797
[9]  
Dang VT, 2008, IEEE MICROW RADAR SE, P261, DOI 10.1109/MRRS.2008.4669591
[10]   Tracking a maneuvering target using neural fuzzy network [J].
Duh, FB ;
Lin, CT .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (01) :16-33