A HIGH ORDER FILTER FOR ESTIMATION OF NONLINEAR DYNAMIC SYSTEMS

被引:0
|
作者
Lee, Taewook [1 ]
Singla, Puneet [2 ]
Majji, Manoranjan [3 ]
机构
[1] SUNY Buffalo, Dept Mech & Aerosp Engn, Buffalo, NY 14260 USA
[2] Penn State Univ, Dept Aerosp Engn, University Pk, PA 16802 USA
[3] Texas A&M Univ, Dept Aerosp Engn, College Stn, TX 77840 USA
来源
基金
美国国家科学基金会;
关键词
TRANSFORMATION;
D O I
暂无
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
In this paper, a high order filter is presented for estimation of nonlinear dynamic systems. The proposed filter computes higher order moment update equations in a Jacobian free manner and a computationally attractive manner. Compared to the conventional filters such as the Extended Kalman Filter (EKF) and Unscented Kalman Filter (UKF), the proposed filter captures desired order of statistical moments by making use of the higher order state transition matrices developed in our previous works, providing more accurate estimates through sparse measurements. The connection between the conventional high order method, the higher order state transition matrices and the proposed filter is discussed. Orbit estimation problem is considered to demonstrate the numerical efficiency and accuracy of the proposed filter.
引用
收藏
页码:543 / 563
页数:21
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