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
来源：
INTERNATIONAL JOURNAL OF DYNAMICS AND CONTROL | 2024年 / 12卷 / 10期
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
[11]   An improved method for Wiener-Hammerstein system identification based on the Fractional Approach [J].
Giordano, Giuseppe ;
Gros, Sebastien ;
Sjoberg, Jonas .
AUTOMATICA, 2018, 94 :349-360
[12]   Identification of Hammerstein systems in presence of hysteresis-backlash and hysteresis-relay nonlinearities [J].
Giri, F. ;
Rochdi, Y. ;
Chaoui, F. Z. ;
Brouri, A. .
AUTOMATICA, 2008, 44 (03) :767-775
[13]   Frequency identification of nonparametric Wiener systems containing backlash nonlinearities [J].
Giri, F. ;
Rochdi, Y. ;
Radouane, A. ;
Brouri, A. ;
Chaoui, F. Z. .
AUTOMATICA, 2013, 49 (01) :124-137
[14]   Parameter identification of Hammerstein systems containing backlash operators with arbitrary-shape parametric borders [J].
Giri, F. ;
Rochdi, Y. ;
Brouri, A. ;
Chaoui, F. Z. .
AUTOMATICA, 2011, 47 (08) :1827-1833
[15]  
Giri F, 2010, LECT NOTES CONTR INF, V404, P1, DOI 10.1007/978-1-84996-513-2
[16]   Combined frequency-prediction error identification approach for Wiener systems with backlash and backlash-inverse operators [J].
Giri, Fouad ;
Radouane, Abdelhadi ;
Brouri, Adil ;
Chaoui, Fatima-Zahra .
AUTOMATICA, 2014, 50 (03) :768-783
[17]  
GuoJ Zhao Y, 2019, ASIAN J CONTROL, V21
[18]  
Kalantari R, 2009, SCI IRAN TRANS B, V16, P463
[19]   Identification of Wiener-Hammerstein systems by l1 -constrained Volterra series [J].
Lagosz, S. ;
Sliwinski, P. ;
Wachel, P. .
EUROPEAN JOURNAL OF CONTROL, 2021, 58 :53-59
[20]   Modified multi-innovation stochastic gradient algorithm for Wiener-Hammerstein systems with backlash [J].
Li, Linwei ;
Ren, Xuemei ;
Guo, Fumin .
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2018, 355 (09) :4050-4075
1234