Parameter identification of fractional-order time delay system based on Legendre wavelet

被引:26
|
作者
Wang, Zishuo [1 ]
Wang, Chunyang [1 ,2 ]
Ding, Lianghua [3 ]
Wang, Zeng [2 ]
Liang, Shuning [1 ]
机构
[1] Changchun Univ Sci & Technol, Sch Elect & Informat Engn, Changchun 130022, Peoples R China
[2] Xian Technol Univ, Informat Percept & Control Inst, Xian 710021, Peoples R China
[3] Inner Mongolia North Heavy Ind Grp CORP LTD, Baotou 014033, Inner Mongolia, Peoples R China
关键词
Fractional-order time delay system; Parameter identification; Legendre wavelet; Least squares method; Wavelet decomposition and reconstruction; MATRIX; MODELS;
D O I
10.1016/j.ymssp.2021.108141
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This paper proposes a parameter identification method of fractional-order time delay system based on Legendre wavelet. An integration operational matrix and delay operational matrix of a Legendre wavelet are constructed. The process is derived to convert a fractional-order time delay system based on a Legendre wavelet operational matrix to algebraic equation. The least squares method is used to simultaneously estimate the order, model parameters and time delay coefficient of a system. In addition, wavelet decomposition and reconstruction algorithm are used to preprocess the output signal, which separate the noise from signal. The proposed method overcomes the initial-state dependence and randomness of the identification result in the algebraic solution of the traditional operational matrix, and reduces the effect of noise on the accuracy of parameter identification. It is especially suitable for engineering application. The effectiveness is verified by numerical simulation and a temperature process control system.
引用
收藏
页数:16
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