Instrumental variable based methods for continuous-time linear parameter varying system identification with fractional models

被引:0
|
作者
Salem, Thouraya [1 ]
Chetoui, Manel [1 ]
Aoun, Mohamed [1 ]
机构
[1] Univ Gabes, Natl Engn Sch Gabes, Res Unit Modeling Anal & Control Syst MACS, 06-UR-11-12, Zrig Eddakhlania, Tunisia
关键词
system identification; fractional differentiation; continuous-time; LPV system; instrumental variables;
D O I
暂无
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 deals with continuous-time linear parameter varying (LPV) system identification with fractional models. Two variants of instrumental variables based techniques are proposed to estimate continuous-time parameters of a fractional differential equation linear parameter varying model when all fractional orders are assumed known a priori: the first one is the instrumental variables estimator based in an auxiliary model. The second one is the simplified refined instrumental variables estimator. A comparison study between the developed estimators is done via a numerical example. A Monte Carlo simulation analysis results are presented to illustrate the performances of the proposed methods in the presence of an additive output noise.
引用
收藏
页码:640 / 645
页数:6
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