Unscented Kalman Filter Applied to the Spacecraft Attitude Estimation with Euler Angles

被引:16
作者
Garcia, Roberta Veloso [1 ]
Kuga, Helio Koiti [1 ]
Zanardi, Maria Cecilia F. P. S. [2 ]
机构
[1] INPE, Space Mech & Control Div, BR-12227010 Sao Jose Dos Campos, SP, Brazil
[2] UNESP, Dept Math, FEG, BR-12516410 Guaratingueta, SP, Brazil
关键词
Nonlinear analysis - Mathematical transformations - Bandpass filters - Satellites - Orbits;
D O I
10.1155/2012/985429
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The aim of this work is to test an algorithm to estimate, in real time, the attitude of an artificial satellite using real data supplied by attitude sensors that are on board of the CBERS-2 satellite (China Brazil Earth Resources Satellite). The real-time estimator used in this work for attitude determination is the Unscented Kalman Filter. This filter is a new alternative to the extended Kalman filter usually applied to the estimation and control problems of attitude and orbit. This algorithm is capable of carrying out estimation of the states of nonlinear systems, without the necessity of linearization of the nonlinear functions present in the model. This estimation is possible due to a transformation that generates a set of vectors that, suffering a nonlinear transformation, preserves the same mean and covariance of the random variables before the transformation. The performance will be evaluated and analyzed through the comparison between the Unscented Kalman filter and the extended Kalman filter results, by using real onboard data.
引用
收藏
页数:12
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