An Adaptive Turn Rate Estimation for Tracking a Maneuvering Target

被引:22
|
作者
Eltoukhy, Mohamed [1 ]
Ahmad, M. Omair [1 ]
Swamy, M. N. S. [1 ]
机构
[1] Concordia Univ, Dept Elect & Comp Engn, Montreal, PQ H3G 1M8, Canada
来源
IEEE ACCESS | 2020年 / 8卷 / 08期
基金
加拿大自然科学与工程研究理事会;
关键词
Target tracking; Radar tracking; Estimation; Covariance matrices; Adaptation models; Predictive models; Interacting multiple model for radar tracking; target tracking; target turn rate estimation; maneuvering targets; MULTIPLE MODEL ALGORITHM; STATE ESTIMATION; SYSTEMS; FILTER;
D O I
10.1109/ACCESS.2020.2995672
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Tracking maneuvering targets accurately is one of the most challenging tasks in the design of aircraft tracking systems. For efficient tracking performance, the target motion predicted by the target motion model needs to match the target's actual motion during the maneuver. For tracking a maneuvering target, a combination of the constant velocity (CV) model and the coordinated turn (CT) model with a known turn rate are incorporated in the interacting multiple model (IMM) algorithm. However, in such a scheme when a target performs an unexpected maneuver, the tracking performance deteriorates, or the scheme may even fail to track the target. To overcome this problem, there exists a scheme in the literature, in which instead of using an a priori knowledge of the target turn rate, it is estimated adaptively using the target acceleration and speed. However, this algorithm uses a three-dimensional model to estimate the turn rate in two-dimensional space, which may result in an inaccurate estimation of the target acceleration, and thus may lead to in inaccurate turn rate value. In this paper, an adaptive algorithm to track a maneuvering target in an IMM framework is proposed. Estimating the turn rate is based on the speed of the target and the radius of the turn, where the latter is computed by a simple method using the previous three successive measurements. Further, a detailed study to select an appropriate transition probability matrix for the proposed algorithm is carried out. Simulation results demonstrate that the proposed tracking algorithm outperforms the other algorithms in terms of its tracking accuracy and consistency, particularly in the realistic situation when neither an a priori knowledge about the target turn rate nor about the range rate information is available to the tracking algorithm.
引用
收藏
页码:94176 / 94189
页数:14
相关论文
共 50 条
  • [11] Adaptive tracking algorithm for maneuvering target
    Liu, Haiyan
    Zhao, Zonggui
    Liu, Xi
    Ba, Hongxing
    Wuhan Ligong Daxue Xuebao (Jiaotong Kexue Yu Gongcheng Ban)/Journal of Wuhan University of Technology (Transportation Science and Engineering), 2007, 31 (02): : 341 - 344
  • [12] Adaptive maneuvering target tracking algorithm
    Wu, Chunling
    Ju, Yongfeng
    Liu, Panzhi
    Han, Chongzhao
    Sensors and Transducers, 2014, 174 (07): : 279 - 284
  • [13] Maneuvering Target Tracking Based on Adaptive Turning Rate Interactive Multiple Model
    Ma Yunhong
    Wang Zelin
    Zhang Yaozhong
    Wang Yongkun
    2022 IEEE 17TH INTERNATIONAL CONFERENCE ON CONTROL & AUTOMATION, ICCA, 2022, : 273 - 278
  • [14] PASSIVE TRACKING OF A MANEUVERING TARGET - AN ADAPTIVE APPROACH
    KATSIKAS, SK
    LEROS, AK
    LAINIOTIS, DG
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1994, 42 (07) : 1820 - 1825
  • [15] An adaptive parameter model for maneuvering target tracking
    Qiu, BS
    Liu, HY
    Cai, YQ
    Zhang, DC
    ICSP '98: 1998 FOURTH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, PROCEEDINGS, VOLS I AND II, 1998, : 465 - 469
  • [16] A novel adaptive estimator for maneuvering target tracking
    Chen, Junliang
    Hou, Xiadong
    Qin, Zheng
    Guo, Ronghua
    2007 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS I-V, CONFERENCE PROCEEDINGS, 2007, : 3756 - 3760
  • [17] Maneuvering target tracking with an adaptive Kalman filter
    Efe, M
    Atherton, DP
    PROCEEDINGS OF THE 37TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, 1998, : 737 - 742
  • [18] Maneuvering target tracking by adaptive statistics model
    JIN Xuebo
    DU Jingjing
    BAO Jia
    TheJournalofChinaUniversitiesofPostsandTelecommunications, 2013, 20 (01) : 108 - 114
  • [19] Maneuvering target tracking by adaptive statistics model
    JIN Xue-bo
    DU Jing-jing
    BAO Jia
    The Journal of China Universities of Posts and Telecommunications, 2013, (01) : 108 - 114
  • [20] An adaptive single modet of maneuvering target tracking
    Chen, Jiahong
    Han, Jiuqiang
    Zhang, Xinman
    2006 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY, PTS 1 AND 2, PROCEEDINGS, 2006, : 714 - 718