The IMRE Kalman FILTER - a new Kalman Filter Extension for Nonlinear Applications

被引:0
作者
Draganov, Alexandr [1 ]
Haas, Lin [1 ]
Harlacher, Marc [1 ]
机构
[1] Argon ST, Fairfax, VA USA
来源
2012 IEEE/ION POSITION LOCATION AND NAVIGATION SYMPOSIUM (PLANS) | 2012年
关键词
Kalman filtering; nonlinearity; nonlinear estimation;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The IMRE Kalman filter is designed to compute the measurement update, when nonlinearities are weak enough to be treated as a perturbation. This paper explores four different nonlinear effects that any nonlinear filter should be able to handle. Based on simple, intuitive cases we show that other comparable known filters (the second-order filter, the UKF, the IEKF, the Gauss-Hermite quadrature filter, or the cubature filter) handle only some, but not ail four nonlinear effects. In contrast, the IMRE Kalman filter addresses all four kinds of nonlinear effects, which makes it more general.
引用
收藏
页码:428 / 440
页数:13
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