• DocumentCode
    1872885
  • Title

    The application of ANN technique to load-frequency control for three-area power system

  • Author

    Demiroren, A. ; Zeynelgil, H.L. ; Sengor, N.S.

  • Author_Institution
    Fac. of Electr. & Electron. Eng., Tech. Univ. Istanbul, Turkey
  • Volume
    2
  • fYear
    2001
  • fDate
    2001
  • Abstract
    This paper includes an application of layered artificial neural network controller to study the load-frequency control problem in a power system. The control scheme guarantees that steady state error of frequencies and inadvertent interchange of tie-lines are maintained in a given tolerance limitation. The proposed control has been designed for a three-area interconnected power system such that two areas include steam turbines and the other area includes a hydro turbine. Only one artificial neural network (ANN) controller, which controls the inputs of each area in the power system together, is considered. In the study, a back propagation-through-time algorithm is used as a neural network learning rule. The performance of the power system is simulated by using a conventional integral controller and ANN controller, separately. By comparing the results for both cases, the performance of an ANN controller is better than conventional controllers
  • Keywords
    backpropagation; frequency control; load regulation; multilayer perceptrons; neurocontrollers; power system control; power system interconnection; ANN controller; ANN technique; area control error; automatic generation control; backpropagation-through-time algorithm; hydro turbine; inadvertent tie-lines interchange; integral controller; layered artificial neural network controller; load-frequency control; neural network learning rule; power system performance simulation; steady state error; steam turbines; three-area interconnected power system; three-area power system; tolerance limitation; Artificial neural networks; Control systems; Error correction; Frequency; Hydraulic turbines; Power system control; Power system interconnection; Power system simulation; Power systems; Steady-state;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Power Tech Proceedings, 2001 IEEE Porto
  • Conference_Location
    Porto
  • Print_ISBN
    0-7803-7139-9
  • Type

    conf

  • DOI
    10.1109/PTC.2001.964793
  • Filename
    964793