Decoupling the linear and nonlinear parts in Hammerstein model identification

被引:86
|
作者
Bai, EW [1 ]
机构
[1] Univ Iowa, Dept Elect & Comp Engn, Iowa City, IA 52242 USA
基金
美国国家科学基金会;
关键词
system identification; parameter estimation; nonlinear systems; Hammerstein systems; PRBS signals;
D O I
10.1016/j.automatica.2003.11.007
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The main result of this paper is to show that the linear part can be made decoupled from the nonlinear part in Hammerstein model identification. Therefore, identification of the linear part for a Hammerstein model becomes a linear problem and accordingly enjoys the same convergence and consistency results as if the unknown nonlinearity is absent. (C) 2003 Elsevier Ltd. All rights reserved.
引用
收藏
页码:671 / 676
页数:6
相关论文
共 50 条
  • [1] Decoupling the linear and nonlinear parts in Hammerstein model identification
    Bai E.-W.
    Lecture Notes in Control and Information Sciences, 2010, 404 : 335 - 345
  • [2] Identification of nonlinear systems using a piecewise-linear Hammerstein model
    Dolanc, G
    Strmcnik, S
    SYSTEMS & CONTROL LETTERS, 2005, 54 (02) : 145 - 158
  • [3] Recursive Identification of Nonlinear Hammerstein Systems With FIR Linear Parts Under Impulsive Noise With Model Selection and Order Determination
    Lin, Jianqiang
    Chan, Shing-Chow
    IEEE ACCESS, 2024, 12 : 138702 - 138715
  • [4] Simultaneous closed-loop identification of nonlinear and linear part of a Hammerstein-type nonlinear model
    Juric, Z
    Perunicic, B
    EUROCON 2005: THE INTERNATIONAL CONFERENCE ON COMPUTER AS A TOOL, VOL 1 AND 2 , PROCEEDINGS, 2005, : 350 - 353
  • [5] Nonlinear identification of synchronous generator using Hammerstein model with piecewise linear static maps
    Sadabadi, M. S.
    Karrari, M.
    Malik, O. P.
    2007 IEEE LAUSANNE POWERTECH, VOLS 1-5, 2007, : 1067 - +
  • [6] Nonlinear Hammerstein model identification using Genetic Algorithm
    Akramizadeh, A
    Farjami, AA
    Khaloozadeh, H
    2002 IEEE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE SYSTEMS, PROCEEDINGS, 2002, : 351 - 356
  • [7] Identification of ultrasonic motor's nonlinear hammerstein model
    Jingzhuo S.
    Juanping Z.
    Jingtao H.
    Meiyu X.
    Juwei Z.
    Lei Z.
    Journal of Control, Automation and Electrical Systems, 2014, 25 (5) : 537 - 546
  • [9] NONLINEAR-SYSTEM IDENTIFICATION USING THE HAMMERSTEIN MODEL
    BILLINGS, SA
    FAKHOURI, SY
    INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 1979, 10 (05) : 567 - 578
  • [10] Identification of Nonlinear Systems as Hammerstein model Using Auxiliary Model Technique
    Zhang, Mingguang
    Yu, Yang
    Li, Feng
    Cao, Qingfeng
    2022 41ST CHINESE CONTROL CONFERENCE (CCC), 2022, : 1418 - 1422