• DocumentCode
    1719677
  • Title

    Active drag reduction using neural networks

  • Author

    Babcock, David ; Lee, Changhoon ; Gupta, Bhusan ; Kim, John ; Goodman, Rodney

  • Author_Institution
    Dept. of Electr. Eng., California Inst. of Technol., Pasadena, CA, USA
  • fYear
    1996
  • Firstpage
    279
  • Lastpage
    287
  • Abstract
    This paper presents the application of a neural network controller to the problem of active drag reduction in a fully turbulent 3D fluid flow regime. The neural network learns a function nearly identical to an analytically derived control law. We then demonstrate the ability of a neural controller to maintain a drag-reduced flow in a fully turbulent fluid simulation. Finally we examine the amount of parameter variation that may be required for a physical implementation of such a neural controller
  • Keywords
    adaptive control; drag reduction; flow simulation; neurocontrollers; turbulence; active drag reduction; analytically derived control law; neural controller; neural network controller; turbulent 3D fluid flow regime; Air transportation; Costs; Drag; Fluid flow; Fluid flow control; Fuels; Industrial control; Neural networks; Stress; Velocity control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks for Identification, Control, Robotics, and Signal/Image Processing, 1996. Proceedings., International Workshop on
  • Conference_Location
    Venice
  • Print_ISBN
    0-8186-7456-3
  • Type

    conf

  • DOI
    10.1109/NICRSP.1996.542770
  • Filename
    542770