• DocumentCode
    3285931
  • Title

    On control structure scheme of feedback linearization for nonlinear system based on ANN models and simulation researches

  • Author

    Qu, Dongcai ; Tang, Daquan

  • Author_Institution
    Dept. of Control Eng., Naval Aeronaut. & Astronaut. Univ., Yantai, China
  • Volume
    8
  • fYear
    2010
  • fDate
    16-18 Oct. 2010
  • Firstpage
    3645
  • Lastpage
    3649
  • Abstract
    Because of there being massive complex and unknown nonlinear systems in practice, and being difficulty to obtain their precise mathematical modes, there were very difficulty to use conventional feedback linearization method to design nonlinear control systems. Powerful support was provided for identification and modeling of nonlinear systems along with Artificial Neural Network (ANN) theories being deep researched. Basis on characteristics of nonlinear approach and adaptive study and massively parallel operation of ANN and so on, one approach was gotten to implement nonlinear feedback linearization. Basic principle foundation being analysis to convention feedback linearization in the article, nonlinear feedback linearization control structure scheme was designed based on ANN models via designed two forwardfeed ANN models with 3-layers structures and the approximate controller based on NARMA-L2 model., and simulation researches were done. The simulation results show that, designed the ANN modes and the corresponding control structure scheme are reasonable and feasible, and obtain good control effects, and has the certain versatility.
  • Keywords
    control system synthesis; feedback; feedforward neural nets; linearisation techniques; neurocontrollers; nonlinear control systems; 3-layers structures; NARMA-L2 model; feedforward ANN models; nonlinear control system design; nonlinear feedback linearization control structure scheme; Analytical models; Artificial neural networks; Control systems; Mathematical model; Nonlinear dynamical systems; Polynomials; Artificial Neural Network (ANN) Model; Control Scheme; Feedback Linearization; Nonlinear System; Simulation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image and Signal Processing (CISP), 2010 3rd International Congress on
  • Conference_Location
    Yantai
  • Print_ISBN
    978-1-4244-6513-2
  • Type

    conf

  • DOI
    10.1109/CISP.2010.5648306
  • Filename
    5648306