• DocumentCode
    2528772
  • Title

    Simulation of artificial neural network controller for automatic generation control of hydro electric power system

  • Author

    Jaleel, J.A. ; Ahammed, T. P Imthias

  • Author_Institution
    TKM Coll. of Eng.
  • fYear
    2008
  • fDate
    19-21 Nov. 2008
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    This paper presents an artificial neural network (ANN) controller for automatic generation control of a two area hydro-electric power system. A hierarchical architecture of three layer feed forward neural network (NN) is proposed for controller design, two networks are used, one for identifying the system and other for control respectively, trained based on back propagation algorithm (BPA). The regulator accepts area control error (ACE) as input and produce acceptable control signals. Its operation does not require a reference model and it can produce more acceptable control signals than are obtained by using sign of system errors during training. Input-output mapping of hydro systems using ANNs has been investigated and the controller has been implemented on a two area hydro-electric power system model. Simulation results show satisfactory control performance and illustrate the potential of the ANN controller in comparison with an existing conventional linear controller.
  • Keywords
    control system synthesis; hydroelectric power stations; neurocontrollers; power generation control; power system identification; area control error; artificial neural network controller; automatic generation control; back propagation algorithm; feed forward neural network control design; hydro electric power system; power system identification; Artificial neural networks; Automatic control; Automatic generation control; Control systems; Error correction; Neural networks; Power system control; Power system modeling; Power system simulation; Power systems; Area Control Error; Artificial Neural Network; Automatic Generation Control; Back Propagation; Feed forward Network; Perturbation Model;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    TENCON 2008 - 2008 IEEE Region 10 Conference
  • Conference_Location
    Hyderabad
  • Print_ISBN
    978-1-4244-2408-5
  • Electronic_ISBN
    978-1-4244-2409-2
  • Type

    conf

  • DOI
    10.1109/TENCON.2008.4766636
  • Filename
    4766636