A neuro-controller with guaranteed stability

被引:0
|
作者
Menhaj, MB [1 ]
Rouhani, M [1 ]
机构
[1] Oklahoma State Univ, Sch Elect & Comp Engn, ES 202, Stillwater, OK 74078 USA
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper introduces a MLP-based neuro-controller with a learning algorithm that guarantees the stability of a class of closed loop neural. network control systems. The underlying control system represents a special class of non-linear systems. The neuro-controller indeed represents a direct adaptive controller and assumes that all the sates are measurable. In the design, no additional controllers or robustifying terms are needed. Neural network weight matrices are adapted online with no initial offline training.
引用
收藏
页码:33 / 36
页数:4
相关论文
共 50 条
  • [41] Neuro-controller implementation for the embedded control system for mini-greenhouse
    Teslyuk, Vasyl
    Tsmots, Ivan
    Kryvinska, Natalia
    Teslyuk, Taras
    Opotyak, Yurii
    Seneta, Mariana
    Sydorenko, Roman
    PEERJ COMPUTER SCIENCE, 2023, 9
  • [42] Recurrent neuro-controller design for an inverted pendulum using evolution strategy
    Wei, W
    von Seelen, W
    INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2001, 32 (05) : 643 - 650
  • [43] DESIGN OF A MIMO NEURO-CONTROLLER FOR ANC SYSTEM WITH LOUDSPEAKER NONLINEARITY IN ENCLOSURE
    Montazeri, Allahyar
    Poshtan, Javad
    ICSPC: 2007 IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATIONS, VOLS 1-3, PROCEEDINGS, 2007, : 1415 - 1418
  • [44] Neuro-controller of Cement Rotary Kiln Temperature with Adaptive Critic Designs
    Lin, Xiaofeng
    Liu, Tangbo
    Song, Shaojian
    Song, Chunning
    ADPRL: 2009 IEEE SYMPOSIUM ON ADAPTIVE DYNAMIC PROGRAMMING AND REINFORCEMENT LEARNING, 2009, : 238 - +
  • [45] Neuro-controller design using genetic optimized pole placement method
    Rentea, C
    Proceedings of the 7th WSEAS International Conference on Automatic Control, Modeling and Simulation, 2005, : 319 - 323
  • [46] Design of a neuro-controller for multivariable nonlinear time-varying systems
    Al-Duwaish, H.
    Rizvi, S.Z.
    WSEAS Transactions on Systems and Control, 2010, 5 (09): : 711 - 720
  • [47] Neuro-controller implementation for the embedded control system for mini-greenhouse
    Teslyuk V.
    Tsmots I.
    Kryvinska N.
    Teslyuk T.
    Opotyak Y.
    Seneta M.
    Sydorenko R.
    PeerJ Computer Science, 2023, 9
  • [48] New external neuro-controller for series capacitive reactance compensator in a power network
    Park, JW
    Harley, R
    Venayagamoorthy, G
    2004 IEEE POWER ENGINEERING SOCIETY GENERAL MEETING, VOLS 1 AND 2, 2004, : 1712 - 1712
  • [49] Improving transient response of model reference neuro-controller via constrained optimization
    Koofigar, Hamid R.
    Ahmadzadeh, Mohammad R.
    Askari, Javad
    2007 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, PROCEEDINGS, VOLS 1-8, 2007, : 203 - 208
  • [50] Artificial Neural Network-based Neuro-controller for Hydropower Plant Control
    Koleva, Radmila
    Lazarevska, Ana M.
    Babunski, Darko
    TEM JOURNAL-TECHNOLOGY EDUCATION MANAGEMENT INFORMATICS, 2022, 11 (02): : 506 - 512