Control of subsonic cavity flows by neural networks -Analytical models and experimental validation

43rd AIAA Aerospace Sciences Meeting and Exhibit - Meeting Papers

Volumn , Issue , 2005, Pages 6441-6454

  Efe, M O ^a,b   Debiasi, M ^a,c   Yan, P ^a,c   Ozbay H ^a,c,d   Samimy, M ^a,c  

^a OHIO STATE UNIVERSITY   (United States)

^b TOBB UNIVERSITY OF ECONOMICS AND TECHNOLOGY   (Turkey)

^c Ohio State University   (United States)

^d BILKENT UNIVERSITY   (Turkey)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL METHODS; CONTROL EQUIPMENT; NEURAL NETWORKS;

NEURAL ARCHITECTURE; NEURAL EMULATOR; NEUROCONTROLLERS; SUBSONIC CAVITY FLOW;

SUBSONIC FLOW;

EID: 30744476240     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.2514/6.2005-294     Document Type: Conference Paper

References (22)

1. Cattafesta III, L. N., Garg, S., Choudhari, M., and Li, F., "Active Control of Flow-Induced Cavity Resonance", AIAA Paper 97-1804, June 1997.
2. Debiasi, M. and Samimy, M., "Logic-Based Active Control of Subsonic Cavity Flow Resonance," AIAA Journal, Vol. 42, No. 9, pp. 1901-1909, September 2004a.
3. Debiasi, M., Little, J., Malone, J., Samimy, M., Yan, P., and Özbay, H., "An Experimental Study of Subsonic Cavity Flow -Physical Understanding and Control," AIAA Paper 2004-2123, June 2004b.
4. Efe, M. Ö., Debiasi, M., Özbay, H., and Samimy, M., "Modeling of Subsonic Cavity Flows by Neural Networks," Int. Conf. on Mechatronics (ICM'04), June 3-5, Istanbul, Turkey, pp.560-565, 2004.
5. Efe, M. Ö., "Identification and Control of Nonlinear Dynamical Systems Using Neural Networks," M.Sc. Thesis, Bogazici University, 1996.
6. Faller, W. E., Schreck, S. J., and Luttges, M. W., "Real-Time Prediction and Control of Three Dimensional Unsteady Separated Flow Fields Using Neural Networks," AIAA Paper 94-0532, January 1994.
7. Fan, X., Hofmann, L., and Herbert, T., "Active Flow Control with Neural Networks," AIAA Paper 93-3273, July 1993.
8. Giralt, F., Arenas, A., Ferre-Gine, J., Rallo, R., and Kopp, G. A., "The simulation and interpretation of free turbulence with a cognitive neural system," Physics of Fluids, Vol. 12, No. 7, pp. 1826-1835, 2000.
9. Hagan, M. T. and Menhaj, M. B., "Training Feedforward Networks with the Marquardt Algorithm", IEEE Transactions on Neural Networks, Vol. 5, No. 6, pp. 989-993, November 1994.
10. Haykin, S., (1994). Neural Networks, Macmillan College Printing Co., New Jersey, 1994.
11. Jacobson, S. A. and Reynolds, W. C., "Active Control of Boundary Layer Wall Shear Stress Using Self-Learning Neural Networks," AIAA Paper 93-3272, July 1993.
12. Jang, J.-S. R., Sun, C.-T., and Mizutani, E., Neuro-Fuzzy and Soft Computing, Prentice-Hall, New Jersey, 1997.
13. Kawthar-Ali, M. H. and Acharya, M., "Artificial Neural Networks for Suppression of the Dynamic Stall Vortex over Pitching Airfoils," AIAA Paper 96-0540, January 1996.
14. Kim, J., "Control of Turbulent Boundary Layers," Physics of Fluids, Vol. 15, No. 5, pp. 1093-1105, 2003.
15. Narendra K. S. and Parthasarathy, K. "Identification and Control of Dynamical Systems Using Neural Networks", IEEE Transactions on Neural Networks, Vol. 1, No. 1, pp. 4-27, 1990.
16. Lee, C., Kim, J., Babcock, D., and Goodman, R. "Application of Neural Networks to Turbulence Control for Drag Reduction," Physics of Fluids, Vol. 9, No. 6, pp. 1740-1747, 1997.
17. Rossiter, J. E., "Wind Tunnel Experiments on the Flow Over Rectangular Cavities at Subsonic and Transonic Speeds", RAE Tech. Rep. 64037, 1964 and Aeronautical Research Council Reports and Memoranda No. 3438, October 1964.
18. Rumelhart, D. E., Hinton, G. E., and Williams, R. J., "Learning Internal Representations by Error Propagation", in D. E. Rumelhart and J. L. McClelland, eds., Parallel Distributed Processing: Explorations in the Microstructure of Cognition, Vol. 1, pp. 318-362, MIT Press, Cambridge, M.A., 1986.
19. Samimy, M., Debiasi, M., Caraballo, E., Malone, J., Little, J., Özbay, H., Efe, M. Ö., Yan, P., Yuan, X., DeBonis, J., Myatt, J. H., and Camphouse, R. C., "Exploring Strategies for Closed-Loop Cavity Flow Control," AIAA Paper 2004-0576, January 2004.
20. Yan, P., Debiasi, M., Yuan, X., Caraballo, E., Efe, M. Ö., Özbay, H., Samimy, M., DeBonis, J., Camphouse, R. C., Myatt, J. H., Serrani, A., and Malone, J., "Controller Design for Active Closed-Loop Control of Cavity Flows", AIAA Paper 2004-0573, January 2004.
21. Yuen, P. K. and Bau, H. H., "Controlling chaotic convection using neural nets - theory and experiments," Neural Networks, Vol. 11, pp. 557, 1998.
22. Yuen, P. K. and Bau, H. H., "Optimal and adaptive control of chaotic convection - Theory and experiments," Physics of Fluids, Vol. 11, No. 6, pp. 1435-1448, 1999.