Interval estimation for discrete-time linear systems based on unknown input observer and reachability analysis

被引:0
作者
Liang, Chaojiang [1 ]
Niu, Ben [2 ]
Guo, Zhihua [1 ]
Liu, Ang [2 ]
Ji, Yulong [2 ]
Liu, Hao [3 ]
机构
[1] Shandong Normal Univ, Sch Informat Sci & Engn, Jinan, Peoples R China
[2] Dalian Univ Technol, Sch Control Sci & Engn, Dalian 116024, Peoples R China
[3] Wuhan Inst Technol, Sch Elect & Informat Engn, Wuhan, Peoples R China
关键词
discrete-time linear system; decoupling approach; H-infinity control; interval estimation; reachability analysis; unknown input observer; STATE ESTIMATION; UNCERTAINTY; DISTURBANCE; DESIGN;
D O I
10.1002/asjc.3694
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 two-step interval estimation method for discrete-time linear systems by integrating robust observer design with reachability analysis. The proposed method is designed based on a new observer structure which can provide more degrees of design freedom. For improving estimation accuracy, H-infinity technique is used in observer design to attenuate the effects of disturbances and noise. Based on the obtained observer, interval estimation can be achieved via reachability analysis. The proposed method provides an intuitive design paradigm for interval estimation and is effective in controlling the wrapping effect, which refers to the additional growth of the constructed sets resulting from the propagations of overestimations at each step. Simulation results are given to demonstrate the performance of the proposed method.
引用
收藏
页数:9
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