Hierarchical recursive least squares algorithm for Hammerstein systems using the filtering method

被引:0
|
作者
Ziyun Wang
Yan Wang
Zhicheng Ji
机构
[1] Jiangnan University,Key Laboratory of Advanced Process Control for Light Industry, Ministry of Education
来源
Nonlinear Dynamics | 2014年 / 77卷
关键词
Parameter estimation; Recursive least squares; Filtering theory; Hierarchical identification principle; Nonlinear system;
D O I
暂无
中图分类号
学科分类号
摘要
A hierarchical recursive least squares algorithm is presented in the paper to estimate the parameters of Hammerstein nonlinear systems by combining the filtering method and least squares search principle. The key is to decompose the Hammerstein system into two subsystems by adopting the hierarchical idea. Numerical examples are given to illustrate the performance of the proposed algorithm.
引用
收藏
页码:1773 / 1781
页数:8
相关论文
共 50 条
  • [21] A Recursive Least Squares Algorithm for Pseudo-Linear ARMA Systems Using the Auxiliary Model and the Filtering Technique
    Lanjie Guo
    Yanjiao Wang
    Cheng Wang
    Circuits, Systems, and Signal Processing, 2016, 35 : 2655 - 2667
  • [22] A Recursive Least Squares Algorithm for Pseudo-Linear ARMA Systems Using the Auxiliary Model and the Filtering Technique
    Guo, Lanjie
    Wang, Yanjiao
    Wang, Cheng
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2016, 35 (07) : 2655 - 2667
  • [23] Hierarchical Least Squares Identification for Hammerstein Nonlinear Controlled Autoregressive Systems
    Huibo Chen
    Feng Ding
    Circuits, Systems, and Signal Processing, 2015, 34 : 61 - 75
  • [24] Recursive Least-Squares Estimation for Hammerstein Nonlinear Systems with Nonuniform Sampling
    Li, Xiangli
    Zhou, Lincheng
    Ding, Ruifeng
    Sheng, Jie
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2013, 2013
  • [25] Hierarchical Least Squares Identification for Hammerstein Nonlinear Controlled Autoregressive Systems
    Chen, Huibo
    Ding, Feng
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2015, 34 (01) : 61 - 75
  • [26] Improved least squares identification algorithm for multivariable Hammerstein systems
    Wang, Dongqing
    Zhang, Wei
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2015, 352 (11): : 5292 - 5307
  • [27] Fast recursive total least squares algorithm for adaptive FIR filtering
    Feng, DZ
    Zhang, XD
    Chang, DX
    Zheng, WX
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2004, 52 (10) : 2729 - 2737
  • [28] Data filtering based recursive least squares estimation algorithm for a class of Wiener nonlinear systems
    Chen, Qijia
    Gu, Ya
    Ding, Feng
    2014 11TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2014, : 1848 - 1852
  • [29] A fast recursive total least squares algorithm for adaptive IIR filtering
    Chang, DX
    Feng, DZ
    Zheng, WX
    Li, L
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2005, 53 (03) : 957 - 965
  • [30] Hierarchical Recursive Least Squares Estimation Algorithm for Second-order Volterra Nonlinear Systems
    Pan, Jian
    Liu, Sunde
    Shu, Jun
    Wan, Xiangkui
    INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2022, 20 (12) : 3940 - 3950