Separable gradient estimation algorithm for Hammerstein systems based on decompositions

被引:0
|
作者
Ding, Feng [1 ]
机构
[1] Jiangnan Univ, Minist Educ, Key Lab Adv Proc Control Light Ind, Wuxi 214122, Peoples R China
关键词
PARAMETER-ESTIMATION ALGORITHM; SQUARES IDENTIFICATION METHODS; SYLVESTER MATRIX EQUATIONS; MOVING AVERAGE SYSTEMS; AUXILIARY MODEL; ITERATIVE IDENTIFICATION; PERFORMANCE ANALYSIS; MULTIRATE SYSTEMS; ARMAX SYSTEMS; NONLINEARITIES;
D O I
暂无
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 studies parameter estimation problem of Hammerstein systems by using the gradient search principle. The Hammerstein system is a bilinear-parameter system which is linear about two parameter vectors, respectively. A separable gradient algorithm is developed for estimating the two parameter vectors based on the hierarchical identification principle. The algorithm is simple in principle and easy to implement online. The simulation results test the effectiveness of the proposed algorithm.
引用
收藏
页码:3415 / 3420
页数:6
相关论文
共 50 条
  • [31] A GENERAL GRADIENT ESTIMATION BASED IDENTIFICATION ALGORITHM
    RANA, JL
    SRISAILAM, MC
    INTERNATIONAL JOURNAL OF CONTROL, 1984, 39 (06) : 1309 - 1321
  • [32] Modified multi-innovation stochastic gradient algorithm for Wiener-Hammerstein systems with backlash
    Li, Linwei
    Ren, Xuemei
    Guo, Fumin
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2018, 355 (09): : 4050 - 4075
  • [33] Recursive parameter estimation for Hammerstein-Wiener systems using modified EKF algorithm
    Yu, Feng
    Mao, Zhizhong
    Yuan, Ping
    He, Dakuo
    Jia, Mingxing
    ISA TRANSACTIONS, 2017, 70 : 104 - 115
  • [34] A recursive parametric estimation algorithm of multivariable nonlinear systems described by Hammerstein mathematical models
    Salhi, Houda
    Kamoun, Samira
    APPLIED MATHEMATICAL MODELLING, 2015, 39 (16) : 4951 - 4962
  • [35] A least-squares parameter estimation algorithm for switched Hammerstein systems with applications to the VOR
    Kukreja, SL
    Kearney, RE
    Galiana, HL
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2005, 52 (03) : 431 - 444
  • [36] Separate block-based parameter estimation method for Hammerstein systems
    Zhang, Shuo
    Wang, Dongqing
    Liu, Feng
    ROYAL SOCIETY OPEN SCIENCE, 2018, 5 (06):
  • [37] Auxiliary Model-Based Multi-Innovation Fractional Stochastic Gradient Algorithm for Hammerstein Output-Error Systems
    Xu, Chen
    Mao, Yawen
    MACHINES, 2021, 9 (11)
  • [38] A Pole Placement-Based NMPC Algorithm of Constrained Hammerstein Systems
    He De-Feng
    Yu Li
    Yang Guo-Shi
    PROCEEDINGS OF THE 29TH CHINESE CONTROL CONFERENCE, 2010, : 3107 - 3110
  • [39] An affine projection-based algorithm for identification of nonlinear Hammerstein systems
    Umoh, Ifiok J.
    Ogunfunmi, Tokunbo
    SIGNAL PROCESSING, 2010, 90 (06) : 2020 - 2030
  • [40] Instrumental Variable-Based OMP Identification Algorithm for Hammerstein Systems
    Zhang, Shuo
    Wang, Dongqing
    Yan, Yaru
    COMPLEXITY, 2018,