• DocumentCode
    2392167
  • Title

    Power System Stabilizer Using a New Recurrent Neural Network for Multi-Machine

  • Author

    Chen, Chun-Jung ; Chen, Tien-Chi ; Ou, Jin-Chyz

  • Author_Institution
    Fac. of Electr. Eng., Kun Shan Univ., Tainan
  • fYear
    2006
  • fDate
    28-29 Nov. 2006
  • Firstpage
    68
  • Lastpage
    72
  • Abstract
    This paper presents a power system stabilizer (PSS) for multi-machines using a new two-layer recurrent neural network (RNN), which is called the recurrent neural network power system stabilizer (RNNPSS) in order to damp the oscillations of the multi-machines power system. The RNNPSS consists of a recurrent neural network identifier (RNNI) and a recurrent neural network controller (RNNC). The RNNI tracks the dynamics characteristics of the plant, and the RNNC to damp the system´s low frequency oscillations. The RNN consists of an input layer and an output layer. Each neuron in the input layer is a recurrent one which is connected to oneself and other neurons, and then connected to the output layer. The proposed RNNPSS were simulated for three machines generator, the results demonstrate that the effectiveness of the proposed RNNPSS and reduce its sensitivity to system disturbances. The operating range was demonstrated better than the traditional PSS does.
  • Keywords
    electric generators; neurocontrollers; nonlinear control systems; power generation control; power system analysis computing; power system dynamic stability; recurrent neural nets; dynamics characteristics; machine generator; multimachine power system; nonlinear system; power system stabilizer; recurrent neural network controller; recurrent neural network identifier; system disturbances; two-layer recurrent neural network; Neural networks; Neurons; Nonlinear control systems; Power system analysis computing; Power system dynamics; Power system modeling; Power system reliability; Power system simulation; Power systems; Recurrent neural networks; RNNPSS; Recurrent neural network; identifier and controller; power system stabilizer;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Power and Energy Conference, 2006. PECon '06. IEEE International
  • Conference_Location
    Putra Jaya
  • Print_ISBN
    1-4244-0273-5
  • Electronic_ISBN
    1-4244-0274-3
  • Type

    conf

  • DOI
    10.1109/PECON.2006.346621
  • Filename
    4154465