Identification of Wiener-Hammerstein nonlinear systems with backlash operators

被引:2
作者
Brouri, Adil [1 ]
Oubouaddi, Hafid [1 ]
Ouannou, Abdelmalek [1 ]
Bouklata, Ali [1 ]
Giri, Fouad [2 ]
Chaoui, Fatima-Zahra [3 ]
机构
[1] Moulay Ismail Univ, L2MC Lab, ENSAM, Meknes, Morocco
[2] Normandie Univ, UNICAEN, Caen, France
[3] Mohamed V Univ, ENSAM, Rabat, Morocco
关键词
Nonlinear systems identification; Wiener-Hammerstein models; Backlash operator; Fourier analysis; Frequency approaches; FREQUENCY IDENTIFICATION;
D O I
10.1007/s40435-024-01460-1
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a new identification method is developed for Wiener-Hammerstein systems that contain memory nonlinearity of backlash type. The latter is flanked by two linear transfer functions that may be parametric or not. The proposed identification method is carried out in two stages. Firstly, the parameters (the lateral borders) of memory operator are identified using a set of constant inputs. In the second stage, an identification method based on Fourier analysis is developed to determine the frequency responses of both transfer functions. The performances of the proposed identification method are highlighted by simulation results. Finally, experimental application has been established to show the effectiveness of this method.
引用
收藏
页码:3733 / 3753
页数:21
相关论文
共 35 条
[1]  
AseH Katayama T, 2018, ISCIE P HIR JAP, P1
[2]   Identification of series-parallel systems composed of linear and nonlinear blocks [J].
Brouri, A. ;
Giri, F. .
INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2023, 37 (08) :2021-2040
[3]  
Brouri A., 2014, IFAC PAPERSONLINE, P475, DOI DOI 10.3182/20140824-6-ZA-1003.00678
[4]  
Brouri A., 2014, 19 IFAC WORLD C CAP, P10030, DOI DOI 10.3182/20140824-6-ZA-1003.00303
[5]   Wiener-Hammerstein nonlinear system identification using spectral analysis [J].
Brouri, Adil .
INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2022, 32 (10) :6184-6204
[6]  
Brouri A, 2019, Cont and its Appl, P22
[7]   Identification of nonlinear system composed of parallel coupling of Wiener and Hammerstein models [J].
Brouri, Adil ;
Kadi, Laila ;
Lahdachi, Kenza .
ASIAN JOURNAL OF CONTROL, 2022, 24 (03) :1152-1164
[8]   Frequency Identification of Hammerstein-Wiener Systems with Backlash Input Nonlinearity [J].
Brouri, Adil ;
Kadi, Laila ;
Slassi, Smail .
INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2017, 15 (05) :2222-2232
[9]   Effect of Compliance and Backlash on the Output Speed of a Mechanical Transmission System [J].
Dwivedula, Ramamurthy V. ;
Pagilla, Prabhakar R. .
JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME, 2012, 134 (03)
[10]  
FalckT, 2009, 15 IFAC S SYST ID SA