Data-Based Controllability and Observability Analysis of Linear Discrete-Time Systems

被引:62
作者
Wang, Zhuo [1 ,2 ]
Liu, Derong [1 ]
机构
[1] Chinese Acad Sci, Inst Automat, State Key Lab Intelligent Control & Management Co, Beijing 100190, Peoples R China
[2] Univ Illinois, Dept Elect & Comp Engn, Chicago, IL 60607 USA
来源
IEEE TRANSACTIONS ON NEURAL NETWORKS | 2011年 / 22卷 / 12期
基金
中国国家自然科学基金; 北京市自然科学基金;
关键词
Controllability; data-based analysis; linear discrete-time systems; measured data; observability; unknown parameters; WAVELET NEURAL-NETWORK; NONLINEAR-SYSTEMS; LEAST-SQUARES; IDENTIFICATION;
D O I
10.1109/TNN.2011.2170219
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this brief, we develop data-based methods for analyzing the controllability and observability of linear discrete-time systems which have unknown system parameters. These data-based methods will only use measured data to construct the controllability matrix as well as the observability matrix, in order to verify the corresponding properties. The advantages of our methods are threefold. First, they can directly verify system properties based on measured data without knowing system parameters. Second, our calculation precision is higher than traditional approaches, which need to identify the unknown parameters. Third, our methods have lower computational complexities when constructing the controllability and observability matrices.
引用
收藏
页码:2388 / 2392
页数:5
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