Closed-loop behavior of a class of nonlinear systems under EKF-based control

被引:21
作者
Ahrens, Jeffrey H. [1 ]
Khalil, Hassan K. [1 ]
机构
[1] Michigan State Univ, Dept Elect & Comp Engn, E Lansing, MI 48824 USA
关键词
Kalman filtering; nonlinear control; observers; output feedback control; singular perturbation;
D O I
10.1109/TAC.2007.892376
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We study the closed-loop behavior of the extended Kalman filter (EKF) for a class of deterministic nonlinear systems that are transformable to the special normal form with linear internal dynamics. We argue that the closed-loop system is asymptotically stable and the estimation error exponentially converges to zero. We compare the performance of the EKF to a high-gain observer through simulation.
引用
收藏
页码:536 / 540
页数:5
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