Identification of nonlinear system composed of parallel coupling of Wiener and Hammerstein models

被引:26
|
作者
Brouri, Adil [1 ]
Kadi, Laila [1 ]
Lahdachi, Kenza [1 ]
机构
[1] Moulay Ismail Univ, ENSAM, Meknes, Morocco
关键词
frequency approach and spectrum; nonlinear systems; parallel connection of Wiener and Hammerstein models; system identification; Wiener Hammerstein and systems; LINEAR-APPROXIMATIONS; FREQUENCY IDENTIFICATION; BACKLASH;
D O I
10.1002/asjc.2533
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 method for the identification of nonlinear system composed by the Wiener and Hammerstein models connected in parallel is presented. This block-oriented nonlinear system is a more general nonlinear model than Wiener and Hammerstein ones. The proposed nonlinear structure can easily describe the Wiener and Hammerstein models. Then, most of existing works are focused on the identification of one of the two models or the cascade connection of these two models. In this study, the parameters identification of linear and nonlinear blocks can be performed using one stage. Then, simple sine or multi-sine waves were applied to the system input. Unlike several other methods, the linear elements can be parametric or not.
引用
收藏
页码:1152 / 1164
页数:13
相关论文
共 50 条
  • [31] Identification of a Wiener-Hammerstein system using the polynomial nonlinear state space approach
    Paduart, J.
    Lauwers, L.
    Pintelon, R.
    Schoukens, J.
    [J]. CONTROL ENGINEERING PRACTICE, 2012, 20 (11) : 1133 - 1139
  • [32] NONLINEAR SYSTEM IDENTIFICATION OF HYSTERSIS-BACKLASH IN HAMMERSTEIN MODELS
    Elayan, Elamari
    [J]. 2013 5TH INTERNATIONAL CONFERENCE ON MODELING, SIMULATION AND APPLIED OPTIMIZATION (ICMSAO), 2013,
  • [33] Identification of Hammerstein/Wiener nonlinear systems with extended Kalman filters
    Kozek, M
    Jovanovic, N
    [J]. PROCEEDINGS OF THE 2002 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2002, 1-6 : 969 - 974
  • [34] Identification of Wiener-Hammerstein nonlinear systems with backlash operators
    Brouri, Adil
    Oubouaddi, Hafid
    Ouannou, Abdelmalek
    Bouklata, Ali
    Giri, Fouad
    Chaoui, Fatima-Zahra
    [J]. INTERNATIONAL JOURNAL OF DYNAMICS AND CONTROL, 2024, 12 (10) : 3733 - 3753
  • [35] System identification: A Wiener-Hammerstein benchmark Preface
    Hjalmarsson, Hakan
    Rojas, Cristian R.
    Rivera, Daniel E.
    [J]. CONTROL ENGINEERING PRACTICE, 2012, 20 (11) : 1095 - 1096
  • [36] Recursive Identification Method for Hammerstein-Wiener System
    Yang, Xiaolong
    Fang, Hai-tao
    [J]. 2013 32ND CHINESE CONTROL CONFERENCE (CCC), 2013, : 1945 - 1950
  • [37] Subspace-based identification algorithms for Hammerstein and Wiener models
    Gómez, JC
    Baeyens, E
    [J]. EUROPEAN JOURNAL OF CONTROL, 2005, 11 (02) : 127 - 136
  • [38] Wiener-Hammerstein system identification - an evolutionary approach
    Naitali, Abdessamad
    Giri, Fouad
    [J]. INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2016, 47 (01) : 45 - 61
  • [39] Identification of Hammerstein-Wiener models with hysteresis front nonlinearities
    Brouri, Adil
    Chaoui, Fatima-Zahra
    Giri, Fouad
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 2022, 95 (12) : 3353 - 3367
  • [40] Modeling of single phase inverter of photovoltaic system using Hammerstein-Wiener nonlinear system identification
    Patcharaprakiti, Nopporn
    Kirtikara, Krissanapong
    Monyakul, Veerapol
    Chenvidhya, Dhirayut
    Thongpron, Jatturit
    Sangswang, Anawach
    Muenpinij, Ballang
    [J]. CURRENT APPLIED PHYSICS, 2010, 10 (03) : S532 - S536