On periodic Kalman filters and multi-rate estimation

被引:0
|
作者
Fujimoto, Kenji [1 ]
Oji, Yusuke [2 ]
Hamamoto, Kenichi [3 ]
机构
[1] Kyoto Univ, Dept Aeronaut & Astronaut, Kyoto 6068501, Japan
[2] Kyoto Univ, Sch Engn, Kyoto 6068501, Japan
[3] Kajima Tech Res Inst, Tokyo, Japan
来源
2016 IEEE CONFERENCE ON CONTROL APPLICATIONS (CCA) | 2016年
关键词
D O I
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中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a multi-rate state estimation method using a Kalman filter and an H-infinity filter. First, we derive periodic steady state Kalman/H-infinity gains for multi-rate systems since a state estimation problem with multi-rate sensors reduces to that for periodic time-varying systems. This result enables one to compute the optimal Kalman/H-infinity gains off-line using a class of algebraic Riccati equations. Furthermore, the effectiveness of the proposed design method is demonstrated with numerical simulations.
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页数:6
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