• DocumentCode
    2715669
  • Title

    A Melt Temperature PID Controller Based on RBF Neural Network

  • Author

    Jiang, Jing ; Wen, Shengping ; Zhao, Guoping

  • Author_Institution
    Nat. Eng. Res. Center of Novel Equip. for Polymer Process., South China Univ. of Technol., Guangzhou
  • Volume
    2
  • fYear
    2008
  • fDate
    3-4 Aug. 2008
  • Firstpage
    172
  • Lastpage
    175
  • Abstract
    Traditional melt temperature PID controllers have difficulties in PID parameter tuning. So, they suffer from low accuracy in temperature controlling and the dissatisfaction in high exactitude extrusion processing of the present PID controllers. A new kind of PID controller based on radial basis function (RBF) neural network is proposed. By using a sigmoid function to form the step size function, the proposed controller can not only obtain a higher accuracy in temperature controlling, but also infinitely approach the nonlinear system with lower computations, quicker convergence and more system stability. The simulation results show that the proposed PID controller has a better performance in the melt temperature controlling than other traditional PID controllers.
  • Keywords
    extrusion; neurocontrollers; nonlinear control systems; radial basis function networks; temperature control; three-term control; RBF neural network; extrusion processing; melt temperature PID controller; nonlinear system; radial basis function neural network; sigmoid function; Computational modeling; Control systems; Convergence; Neural networks; Nonlinear control systems; Nonlinear systems; Size control; Stability; Temperature control; Three-term control; PID; RBF network; Variable step size; melt temperature;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computing, Communication, Control, and Management, 2008. CCCM '08. ISECS International Colloquium on
  • Conference_Location
    Guangzhou
  • Print_ISBN
    978-0-7695-3290-5
  • Type

    conf

  • DOI
    10.1109/CCCM.2008.141
  • Filename
    4609666