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
来源：
AUTOMATICA | 2004年 / 40卷 / 04期
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] Identification of nonlinear systems using a piecewise-linear Hammerstein model
    Dolanc, G
    Strmcnik, S
    SYSTEMS & CONTROL LETTERS, 2005, 54 (02) : 145 - 158
  • [2] A blind approach to Hammerstein model identification
    Bai, EW
    Fu, MY
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2002, 50 (07) : 1610 - 1619
  • [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] Identification of Hammerstein model for solid oxide fuel cells
    Jurado, Francisco
    Valverde, Manuel
    Gomez, Manuel
    2006 CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, VOLS 1-5, 2006, : 15 - +
  • [5] 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
  • [6] A method for the identification of solid oxide fuel cells using a Hammerstein model
    Jurado, F
    JOURNAL OF POWER SOURCES, 2006, 154 (01) : 145 - 152
  • [7] Nonlinear system identification using a cuckoo search optimized adaptive Hammerstein model
    Gotmare, Akhilesh
    Patidar, Rohan
    George, Nithin V.
    EXPERT SYSTEMS WITH APPLICATIONS, 2015, 42 (05) : 2538 - 2546
  • [8] Identification of Hammerstein nonlinear systems with delayed input
    Atitallah, Asma
    Bedoui, Saida
    Abderrahim, Kamel
    2015 IEEE 12TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD), 2015,
  • [9] 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
  • [10] A blind approach to the Hammerstein-Wiener model identification
    Bai, EW
    AUTOMATICA, 2002, 38 (06) : 967 - 979
12345