Performance comparison among some nonlinear filters for a low cost SINS/GPS integrated solution

被引:42
作者
Ali, Jamshaid [1 ]
Mirza, M. Rasheeq Ullah Baig [1 ]
机构
[1] Natl Engn & Sci Commiss, Ctr Control & Instrumentat, Islamabad, Pakistan
关键词
Integrated navigation; SINS; GPS; Nonlinear filter; EKF; UKF; CDF;
D O I
10.1007/s11071-010-9665-y
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
The Kalman filter is a familiar minimum mean square estimator for linear systems. In practice, the filter is frequently employed for nonlinear problems. This paper investigates into the application of the Kalman filter's nonlinear variants, namely the extended Kalman filter (EKF), the unscented Kalman filter (UKF) and the second order central difference filter (CDF2). A low cost strapdown inertial navigation system (SINS) integrated with the global position system (GPS) is the performance evaluation platform for the three nonlinear data synthesis techniques. Here, the discrete-time nonlinear error equations for the SINS are implemented. Test results of a field experiment are presented and performance comparison is made for the aforesaid nonlinear estimation techniques.
引用
收藏
页码:491 / 502
页数:12
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