Hybrid intelligent flight control with adaptive learning parameter estimation

Journal of Aerospace Computing, Information and Communication

Volumn 6, Issue 3, 2009, Pages 171-186

  Nguyen, Nhan ^a,b   Krishnakumar, Kalmanje ^b  

^a NASA AMES RESEARCH CENTER   (United States)

^b Intelligent Systems Division   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTATION STRATEGIES; ADAPTIVE LEARNING; FLIGHT CONDITIONS; HYBRID ADAPTIVE CONTROLS; HYBRID METHODS; INTELLIGENT FLIGHT CONTROLS; LEARNING LAWS; LYAPUNOV STABILITY THEORIES; NEURAL NETS; ONLINE PARAMETER ESTIMATIONS; RECURSIVE LEAST-SQUARES; TRACKING PERFORMANCE;

AIRCRAFT; CONTROL THEORY; EDUCATION; LAWS AND LEGISLATION; LEARNING SYSTEMS; PARAMETER ESTIMATION;

METAL ANALYSIS;

EID: 63049134159     PISSN: 15429423     EISSN: 15429423     Source Type: Journal    
DOI: 10.2514/1.35929     Document Type: Article

References (17)

1. Steinberg, M. L., 'A Comparison of Intelligent, Adaptive, and Nonlinear Flight Control Laws," AIAA Guidance, Navigation, and Control Conference, AIAA, Reston, VA, 1999, AIAA Paper 1999-4044.
2. Rohrs, C. E., Valavani, L., Athans, M., and Stein, G., "Robustness of Continuous-Time Adaptive Control Algorithms in the Presence of Unmodeled Dynamics," IEEE Transactions on Automatic Control, Vol. 30, No. 9, 1985, pp. 881-889. doi: 10.1109/TAC.1985.1104070
3. Eberhart, R. L., andWard, D. G., "Indirect Adaptive Flight Control System Interactions," International Journal of Robust and Nonlinear Control, Vol. 9, No. 14, 1999, pp. 1013-1031.
4. Rysdyk, R.T., and Calise,A. J., "FaultTolerant Flight Control viaAdaptive Neural NetworkAugmentation," AIAA Guidance, Navigation, and Control Conference, AIAA, Reston, VA, 1998, AIAA Paper 1998-4483.
5. Kim, B. S., and Calise, A. J., "Nonlinear Flight Control Using Neural Networks," Journal of Guidance, Control, and Dynamics, Vol. 20, No. 1, 1997, pp. 26-33.
6. Johnson, E. N., Calise, A. J., El-Shirbiny, H. A., and Rysdyk, R. T., "Feedback Linearization with Neural Network Augmentation Applied to X-33 Attitude Control," AIAA Guidance, Navigation, and Control Conference, AIAA, Reston, VA, 2000, AIAA Paper 2000-4157.
7. Narendra, K. S., and Annaswamy, A. M., "A New Adaptive Law for Robust Adaptation Without Persistent Excitation," IEEE Transactions on Automatic Control, Vol. 32, No. 2, 1987, pp. 134-145. doi: 10.1109/TAC.1987.1104543
8. Krishnakumar, K., Limes, G., Gundy-Burlet, K., and Bryant, D., "An Adaptive Critic Approach to Reference Model Adaptation," AIAA Guidance, Navigation, and Control Conference, AIAA, Reston, VA, 2003, AIAA Paper 2003-5790.
9. Hovakimyan, N., Kim, N., Calise, A. J., Prasad, J.V. R., and Corban, E. J., "Adaptive Output Feedback for High-Bandwidth Control of an Unmanned Helicopter," AIAA Guidance, Navigation and Control Conference,AIAA, Reston,VA, 2001, AIAA Paper 2001-4181.
10. Ahmed-Zaid, F., Ioannou, P., Gousman, K., and Rooney, R., "Accommodation of Failures in the F-16 Aircraft using Adaptive Control," IEEE Control Systems Magazine, Vol. 11, No. 1, 1991, pp. 73-78. doi: 10.1109/37.103360
11. Boskovic, J. D., and Mehra, R. K., "A Multiple Model Adaptive Flight Control Scheme for Accommodation of Actuator Failures," Journal of Guidance, Control and Dynamics, Vol. 25, No. 4, 2002, pp. 712-724.
12. Jacklin, S. A., Schumann, J. M., Gupta, P. P., Richard, R., Guenther, K., and Soares, F., "Development of Advanced Verification and Validation Procedures and Tools for the Certification of Learning Systems in Aerospace Applications," AIAA Infotech@Aerospace Conference, AIAA, Reston, VA, 2005, AIAA Paper 2005-6912.
13. Ioannu, P. A., and Sun, J. Robust Adaptive Control, Prentice-Hall, Upper Saddle River, NJ 1996.
14. Williams-Hayes, P. S., "Flight Test Implementation of a Second Generation Intelligent Flight Control System," Technical Report NASA TM-2005-213669, 2005.
15. Bobal, V., Digital Self-Tuning Controllers: Algorithms, Implementation, and Applications, Springer-Verlag, Berlin/New york/Heidelberg, 2005.
16. Bailey, R. M. Hostetler, R.W., Barnes, K. N., Belcastro, C. M., and Belcastro, C. M., "Experimental Validation: Subscale Aircraft Ground Facilities and Integrated Test Capability," AIAA Guidance, Navigation, and Control Conference, AIAA, Reston, VA, 2005, AIAA Paper 2005-6433.
17. Atkins, E., "DynamicWaypoint Generation Given Reduced Flight Performance," 42nd AIAA Aerospace Sciences Meeting and Exhibit, AIAA, Reston, VA, 2004, AIAA Paper 2004-779.