A neural-network-based nonlinear controller using an extended Kalman filter

被引:4
|
作者
Gao, FR [1 ]
Wang, FL [1 ]
Li, MZ [1 ]
机构
[1] Hong Kong Univ Sci & Technol, Dept Chem Engn, Kowloon, Peoples R China
关键词
D O I
10.1021/ie980727k
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
A neural-network-based control scheme is presented to control unknown nonlinear dynamic processes. A multilayered feedforward neural network is used to model the process dynamics, and the control input is estimated by an extended Kalman filter based on the neural model. The effectiveness of the proposed scheme is verified by both simulations and experiments.
引用
收藏
页码:2345 / 2349
页数:5
相关论文
共 50 条
  • [31] A New Fault Toletant Nonlinear Model Predictive Controller based on an Adaptive Extended Kalman Filter
    Salahshoor, Karim
    Salehi, Shabnam
    Mohammadnia, Vahid
    [J]. 2ND IEEE INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER CONTROL (ICACC 2010), VOL. 2, 2010, : 593 - 597
  • [32] Neural-network-based observers for nonlinear systems
    [J]. Wu, Hongwei, 2000, (40):
  • [33] Design of a Speed Controller Using Extended Kalman Filter for PMSM
    Ali, Warsame H.
    Gowda, Mamatha
    Cofie, Penrose
    Fuller, John
    [J]. 2014 IEEE 57TH INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS), 2014, : 1101 - 1104
  • [34] An intelligent PID controller for DC motor using RBF neural network and Kalman filter
    Liu, Ning
    Su, Zhong
    Peng, Shu-Hua
    [J]. Journal of Harbin Institute of Technology (New Series), 2010, 17 (SUPPL. 2) : 33 - 38
  • [35] Design of a Nonlinear Model-based Predictive Controller for a Wind Turbine Based on PMSG Using an Augmented Extended Kalman Filter
    Kalamian, Nasrin
    Niri, Mona Faraji
    Masoomfar, Meysam
    [J]. 2019 6TH INTERNATIONAL CONFERENCE ON CONTROL, INSTRUMENTATION AND AUTOMATION (ICCIA), 2019, : 211 - 216
  • [36] NONLINEAR STRUCTURAL IDENTIFICATION USING EXTENDED KALMAN FILTER
    LIN, JS
    ZHANG, YG
    [J]. COMPUTERS & STRUCTURES, 1994, 52 (04) : 757 - 764
  • [37] Estimation of States of a Nonlinear Plant using Dynamic Neural Network and Kalman Filter
    Deb, Alok Kanti
    Guha, Dibyendu
    [J]. 2016 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2016, : 497 - 502
  • [38] Multiple neural-network-based adaptive controller using orthonormal activation function neural networks
    Shukla, D
    Dawson, DM
    Paul, FW
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 1999, 10 (06): : 1494 - 1501
  • [39] FPGA-Based Sensorless Controller for Synchronous Machine using an Extended Kalman Filter
    Idkhajine, L.
    Monmasson, E.
    Maalouf, A.
    [J]. EPE: 2009 13TH EUROPEAN CONFERENCE ON POWER ELECTRONICS AND APPLICATIONS, VOLS 1-9, 2009, : 3859 - 3868
  • [40] GPS navigation using fuzzy neural network aided adaptive extended Kalman filter
    Jwo, Dah-Jing
    Huang, Hung-Chih
    [J]. 2005 44TH IEEE CONFERENCE ON DECISION AND CONTROL & EUROPEAN CONTROL CONFERENCE, VOLS 1-8, 2005, : 7840 - 7845