Parametric identification of linear systems using AutoRegressive with eXogenous input model expansion on Meixner-like orthonormal bases

被引:1
作者
Maraoui, Safa [1 ]
Bouzrara, Kais [1 ]
机构
[1] Univ Monastir, Natl Sch Engineers Monastir ENIM, Res Lab Automat Signal Proc & Image LARATSI, Rue Ibn El Jazzar, Monastir, Tunisia
关键词
ARX model; Meixner-like basis; pole optimization; Genetic algorithms; UBBE approach; ARX MODEL; LAGUERRE;
D O I
10.1177/0142331219868621
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 new model for a representation of linear system with delay. This latter, is given by decomposing the coefficients of the AutoRegressive with eXogenous input (ARX) model associated with the output and the input on two independent Meixner-like orthonormal bases. The resulting model is called ARX Meixner-like model. In order to ensure the parameter complexity reduction, the Meixner-like poles are optimized using Genetic algorithms method. Unknown But Bounded Error (UBBE) approaches are used to update the uncertainty domain of the parameters of the new obtained model. A numerical example of system with delay and two examples of experimental research are made to prove the efficiency of the proposed approach.
引用
收藏
页码:306 / 321
页数:16
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