Receding horizon recursive state estimation

被引:79
作者
Ling, KV [1 ]
Lim, KW
机构
[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
[2] Natl Univ Singapore, Dept Elect Engn, Singapore 119260, Singapore
关键词
Kalman filter; least squares techniques; receding horizon estimation; state observers;
D O I
10.1109/9.788546
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 describes a receding horizon discrete-time state observer using the deterministic least squares framework. The state estimation horizon, which determines the number of past measurement samples used to reconstruct the state vector, is introduced as a tuning parameter for the proposed state observer. A stability result concerning the choice of the state estimation horizon is established. It is also shown that the fixed memory receding horizon state observer can be related to the standard dynamic observer by using an appropriate end point state weighting on the estimator cost function.
引用
收藏
页码:1750 / 1753
页数:4
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