• DocumentCode
    2314632
  • Title

    Comparison of a heuristic dynamic programming and a dual heuristic programming based adaptive critics neurocontroller for a turbogenerator

  • Author

    Venayagamoorthy, Ganesh K. ; Harley, Ronald G. ; Wunsch, Donald C., II

  • Author_Institution
    Sch. of Electr. & Electron. Eng., Natal Univ., Durban, South Africa
  • Volume
    3
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    233
  • Abstract
    This paper presents the design of a neurocontroller for a turbogenerator that augments/replaces the conventional automatic voltage regulator and the turbine governor. The neurocontroller uses a novel technique based on the adaptive critic designs with emphasis on heuristic dynamic programming (HDP) and dual heuristic programming (DHP). Results are presented to show that the DHP based neurocontroller is robust and performs better than the HDP based neurocontroller, as well as the conventional controller, especially when the system conditions and configuration changes
  • Keywords
    backpropagation; dynamic programming; heuristic programming; machine control; neurocontrollers; turbogenerators; voltage control; adaptive critics; backpropagation; dual heuristic programming; heuristic dynamic programming; neural nets; neurocontroller; turbogenerator; voltage control; Artificial neural networks; Control systems; Design engineering; Dynamic programming; MIMO; Multi-layer neural network; Neural networks; Neurocontrollers; Optimal control; Turbogenerators;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 2000. IJCNN 2000, Proceedings of the IEEE-INNS-ENNS International Joint Conference on
  • Conference_Location
    Como
  • ISSN
    1098-7576
  • Print_ISBN
    0-7695-0619-4
  • Type

    conf

  • DOI
    10.1109/IJCNN.2000.861309
  • Filename
    861309