State filtering and parameter estimation for two-input two-output systems with time delay

被引:12
|
作者
Gu, Ya [1 ]
Zhu, Quanmin [2 ]
Li, Chuanjiang [3 ]
Zhu, Peiyi [1 ]
Nouri, Hassan [2 ]
机构
[1] Changshu Inst Technol, Sch Elect Engn & Automat, Changshu 215500, Jiangsu, Peoples R China
[2] Univ West England, Dept Engn Design & Math, Bristol BS16 1QY, Avon, England
[3] Shanghai Normal Univ, Coll Informat Mech & Elect Engn, Shanghai 201418, Peoples R China
来源
IET CONTROL THEORY AND APPLICATIONS | 2021年 / 15卷 / 16期
基金
中国国家自然科学基金;
关键词
ESTIMATION ALGORITHM; ITERATIVE ESTIMATION; BILINEAR-SYSTEMS; IDENTIFICATION ALGORITHM; NONLINEAR-SYSTEMS; LINEAR-SYSTEMS; MODEL; SINGLE; MATRIX;
D O I
10.1049/cth2.12161
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 focuses on presenting a new identification algorithm to estimate the parameters and state variables for two-input two-output dynamic systems with time delay based on canonical state space models. First, the related input-output equation is determined and transformed into an identification oriented model, which does not involve in the unmeasurable states, and then a residual based least squares identification algorithm is presented for the estimations. After the parameters being estimated, the system states are subsequently estimated by using the estimated parameters. Through theoretical analysis, the convergence of the algorithm is derived to provide assurance for applicability. Finally, a selected simulation example is given for a meaningful case study to show the effectiveness of the proposed algorithm.
引用
收藏
页码:2053 / 2066
页数:14
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