A Constant Speed Changing Rate and Constant Turn Rate Model for Maneuvering Target Tracking

被引:23
|
作者
Zhai, Guan [1 ]
Meng, Huadong [1 ]
Wang, Xiqin [1 ]
机构
[1] Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
来源
SENSORS | 2014年 / 14卷 / 03期
关键词
dynamic model; constant speed changing rate and constant turn rate (CSCRCTR) model; maneuvering target tracking; ALGORITHM;
D O I
10.3390/s140305239
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
This paper addresses the problem of modeling maneuvering target motion in tracking applications. A target trajectory can typically be divided into segments with different dynamic motion modes, such as a constant velocity motion, a constant acceleration motion or a constant turn rate motion. To integrate the different motion modes into a uniform model, a Constant Speed Changing Rate and Constant Turn Rate (CSCRCTR) model is proposed. A new state vector is defined, and the state transition function is derived. Based on the CSCRCTR model, we present a tracking algorithm using a particle filter. The performances of the CSCRCTR model, the uniform model (UM) and the interacting multiple model (IMM) for tracking a simulated maneuvering target are compared and show that the CSCRCTR model maintains a good consistency for different types of motions and achieves better accuracy than UM and IMM when maneuvers occur.
引用
收藏
页码:5239 / 5253
页数:15
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