Robust Stability of Moving Horizon Estimation Under Bounded Disturbances

被引:52
|
作者
Ji, Luo [1 ]
Rawlings, James B. [1 ]
Hu, Wuhua [2 ]
Wynn, Andrew [3 ]
Diehl, Moritz [4 ,5 ]
机构
[1] Univ Wisconsin, Dept Chem & Biol Engn, Madison, WI 53706 USA
[2] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
[3] Imperial Coll, Dept Aeronaut, London SW7 2AZ, England
[4] Univ Freiburg, Dept Microsyst Engn IMTEK, Freiburg, Germany
[5] KU Leuven Univ, Dept Elect Engn ESAT STADIUS, B-3000 Leuven, Belgium
关键词
Bounded disturbances; constraints; incremental input/output to state stability; moving horizon estimation; nonlinear state estimation; robust global asymptotic stability; TO-STATE STABILITY; NONLINEAR-SYSTEMS;
D O I
10.1109/TAC.2015.2513364
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 note proposes a new form of nonlinear state estimator, for which we can establish robust global asymptotic stability in the case of bounded disturbances. In this estimator, a max term is added to the usual sum of stage costs, and one additional assumption is made relating the initial state stage cost to the system's detectability condition. A simulation example is presented to illustrate the estimator's performance. Two open issues are presented: (i) the proof of estimator convergence for convergent disturbances and (ii) changing from full information estimation to moving horizon estimation, which has a smaller and more tractable online computational complexity.
引用
收藏
页码:3509 / 3514
页数:6
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