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
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;
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
DOI :
10.1109/NICRSP.1996.542770