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
来源：
PROCEEDINGS OF THE 4TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-4 | 2002年
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
  • [41] Adaptive control Lyapunov function based model predictive control for continuous nonlinear systems
    Zheng, Yi
    Wang, Yanye
    Li, Shaoyuan
    INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2023, 33 (02) : 1254 - 1266
  • [42] Nonlinear Multiple Models Adaptive Decoupling PID Control Based on Generalized Predictive control
    Wang, Yonggang
    Chai, Tianyou
    Zhai, Lianfei
    ASCC: 2009 7TH ASIAN CONTROL CONFERENCE, VOLS 1-3, 2009, : 1079 - 1084
  • [43] Adaptive Virtual Inertia Control Based on Nonlinear Model Predictive Control for Frequency Regulation
    Zheng, Weimin
    Liu, Ruixu
    Dan, Yangqing
    Wang, Zhen
    2022 4TH INTERNATIONAL CONFERENCE ON SMART POWER & INTERNET ENERGY SYSTEMS, SPIES, 2022, : 1036 - 1041
  • [44] Nonlinear model predictive control based on fuzzy wavelet neural network and chaos optimization
    Davanipour, Mehrnoush
    Asadipooya, Hanieh
    TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2017, 25 (05) : 3569 - 3577
  • [45] Adaptive wavelet network control design for nonlinear systems
    Chen, BS
    Cheng, YM
    PROCEEDINGS OF THE 35TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, 1996, : 3224 - 3229
  • [46] Wavelet adaptive backstepping control for a class of nonlinear systems
    Hsu, Chun-Fei
    Lin, Chih-Min
    Lee, Tsu-Tian
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2006, 17 (05): : 1175 - 1183
  • [47] Recurrent networks for nonlinear adaptive control
    Brdys, MA
    Kulawski, GJ
    Quevedo, J
    IEE PROCEEDINGS-CONTROL THEORY AND APPLICATIONS, 1998, 145 (02): : 177 - 188
  • [48] Adaptive Inverse Control of Hydro Electric Unit Based on Wavelet Neural Networks
    Liao, Zhong
    Ye, Binyuan
    MANUFACTURING ENGINEERING AND AUTOMATION II, PTS 1-3, 2012, 591-593 : 1200 - 1203
  • [49] Wavelet Neural Networks for Adaptive Equalization by Using the Orthogonal Least Square Algorithm
    江铭虎
    邓北星
    Georges Gielen
    Tsinghua Science and Technology, 2004, (01) : 24 - 29
  • [50] Adaptive neural network-based predictive control for nonlinear dynamical systems
    Shin, SC
    Bien, Z
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2003, 9 (01): : 31 - 43
12345