Identification of Parallel Wiener-Hammerstein Systems

被引:4
作者
Brouri, A. [1 ]
Ouannou, A. [1 ]
Giri, F. [2 ]
Oubouaddi, H. [1 ]
Chaoui, F. [3 ]
机构
[1] ENSAM, BP 15290,Marjane 2, Meknes, Morocco
[2] Univ Caen Normandie, Caen, France
[3] Mohamed V Univ, ENSAM, Rabat, Morocco
来源
IFAC PAPERSONLINE | 2022年 / 55卷 / 12期
关键词
Hammerstein system; Hammerstein and Wiener systems; Nonlinear system identification; Fourier decomposition; NONLINEAR-SYSTEMS; BACKLASH;
D O I
10.1016/j.ifacol.2022.07.283
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 is focused on the problem of system identification for a class of nonlinear systems constituted of a Wiener subsystem and Hammerstein subsystem connected in parallel. Most of existing works on the identification of compound systems, involving Wiener and Hammerstein subsystems, have been focused on series connections. Presently, we present a frequency identification approach to determine estimates of the different components of the considered parallel Wiener-Hammerstein system. The approach comes in two versions. The first one consists in using repeatedly a one-frequency sine input experiment, with different frequencies in the various experiments. The second version consists in performing a signal experiment involving a sufficiently rich multi-sine excitation. The applicability of the approach and its relevance are highlighted by simulation. Copyright (C) 2022 The Authors.
引用
收藏
页码:25 / 30
页数:6
相关论文
共 30 条
  • [1] Benyassi M., 2019, International Journal of Mechanics, V13, P60
  • [2] Wiener and Hammerstein uncertain models identification
    Biagiola, S. I.
    Figueroa, J. L.
    [J]. MATHEMATICS AND COMPUTERS IN SIMULATION, 2009, 79 (11) : 3296 - 3313
  • [3] Brouri A., 2019, International Journal of Circuits, Systems and Signal Processing, V13, P438
  • [4] Brouri A., 2014, IFAC PAPERSONLINE, P475, DOI DOI 10.3182/20140824-6-ZA-1003.00678
  • [5] Brouri A., IFAC PROC VOL, P10030
  • [6] Brouri A., 2019, ADV SYSTEMS SCI APPL, V19, P61
  • [7] Brouri A., 2021, AJEEE Taylor & Francis., V18, P8
  • [8] Wiener-Hammerstein nonlinear system identification using spectral analysis
    Brouri, Adil
    [J]. INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2022, 32 (10) : 6184 - 6204
  • [9] Brouri A, 2019, Cont and its Appl, P22
  • [10] 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