Continuous-discrete shifted Rayleigh filter for underwater passive bearings-only target tracking

被引:0
作者
Radhakrishnan, Rahul [1 ]
Bhaumik, Shovan [1 ]
Tomar, Nutan Kumar [2 ]
机构
[1] Indian Inst Technol Patna, Dept Elect Engn, Patna 801106, Bihar, India
[2] Indian Inst Technol Patna, Dept Math, Patna 801106, Bihar, India
来源
2017 11TH ASIAN CONTROL CONFERENCE (ASCC) | 2017年
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this work, we develop shifted Rayleigh filter (SRF) for continuous-discrete (CD) systems. The proposed filter is applied to a real-life underwater passive bearings-only target tracking problem, where the discretization error is accounted for. The stochastic differential equation describing the process dynamics is approximated using Ito-Taylor expansion of order 1.5. Inorder to make a fair comparative study, the performance of the proposed algorithm, which we refer to as CD-SRF, is examined with other popular filters like the unscented Kalman filter (UKF), cubature Kalman filter (CKF) and Gauss-Hermite filter (GHF) in the CD domain. The filtering performance has been studied in terms of root mean square error (RMSE), trackloss and computational time. Theoretical Cramer-Rao lower bound (CRLB) is also implemented to determine the maximum achievable accuracy.
引用
收藏
页码:795 / 800
页数:6
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