Nonlinear adaptive predictive control based on orthogonal wavelet networks

被引:0
|
作者
Xia, XH [1 ]
Huang, DX [1 ]
Jin, YH [1 ]
机构
[1] Tsing Hua Univ, Dept Automat, Beijing 100084, Peoples R China
关键词
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
In this paper, a nonlinear adaptive predictive control strategy using orthogonal wavelet network model is presented. Based on a set of orthogonal wavelet functions, wavelet neural network performs a nonlinear mapping from the network input space to the wavelons output space in hidden layer firstly. Its weight coefficients can be estimated by a linear least-square estimation algorithm. The excellent statistic properties of the weight parameters of wavelet network also can be obtained. A single input single output (SISO) nonlinear adaptive predictive control strategy is implemented in the simulation of a CSTR process.
引用
收藏
页码:305 / 311
页数:7
相关论文
共 50 条
  • [1] Model Predictive Control of Nonlinear MIMO Systems Based on Adaptive Orthogonal Polynomial Networks
    Milojkovic, Marko T.
    Djordjevic, Andjela D.
    Peric, Stanisa Lj
    Milovanovic, Miroslav B.
    Peric, Zoran H.
    Dankovic, Nikola B.
    ELEKTRONIKA IR ELEKTROTECHNIKA, 2021, 27 (02) : 4 - 10
  • [2] Nonlinear adaptive wavelet control using constructive wavelet networks
    Xu, Jian-Xin
    Tan, Ying
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2007, 18 (01): : 115 - 127
  • [3] Nonlinear adaptive wavelet control using constructive wavelet networks
    Xu, JX
    Tan, Y
    PROCEEDINGS OF THE 2001 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2001, : 624 - 629
  • [4] The application of wavelet neural networks to nonlinear predictive control
    Huang, DX
    Jin, YH
    1997 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, 1997, : 724 - 727
  • [5] Nonlinear generalized predictive control based on inverse system using wavelet networks
    Guo, J
    Chen, QW
    Hu, WL
    Xu, SY
    WAVELET ANALYSIS AND ITS APPLICATIONS (WAA), VOLS 1 AND 2, 2003, : 883 - 889
  • [6] Adaptive predictive control based on wavelet approximation
    Song, ZH
    Li, P
    Sun, YX
    INFORMATION INTELLIGENCE AND SYSTEMS, VOLS 1-4, 1996, : 820 - 824
  • [7] Nonlinear system control based on Neural Networks with Adaptive Predictive strategy
    Larrea, Mikel
    Irigoyen, Eloy
    Gomez, Vicente
    Artaza, Fernando
    2010 IEEE CONFERENCE ON EMERGING TECHNOLOGIES AND FACTORY AUTOMATION (ETFA), 2010,
  • [8] Neural networks and multiple models based nonlinear adaptive generalized predictive control
    Shi, Yu-Jing
    Chai, Tian-You
    Zidonghua Xuebao/Acta Automatica Sinica, 2007, 33 (05): : 540 - 545
  • [9] Nonlinear power system excitation control using adaptive wavelet networks
    Yousef, Hassan
    Soliman, Hisham M.
    Albadi, Mohamed
    NEUROCOMPUTING, 2017, 230 : 302 - 311
  • [10] Neural networks based nonlinear adaptive control
    Daqing Shiyou Xueyuan Xuebao/Journal of Daqing Petroleum Institute, 1996, 20 (04): : 545 - 552