Adaptive nonlinear neural controller for aircraft under actuator failures

Journal of Guidance, Control, and Dynamics

Volumn 30, Issue 3, 2007, Pages 835-847

  Pashilkar, A A ^a,c   Sundararajan, N ^b,d   Saratchandran, P ^b,d  

^a SURFACE ENGINEERING DIVISION   (India)

^b NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

^c Flight Mechanics and Control Division   (India)

^d LUMINOUS Centre of Excellence for Semiconductor Lighting and Displays   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

ACTUATORS; ADAPTIVE CONTROL SYSTEMS; FAILURE ANALYSIS; LYAPUNOV FUNCTIONS; NEURAL NETWORKS; NONLINEAR CONTROL SYSTEMS; TRAJECTORIES;

BACKSTEPPING; NEURAL CONTROLLER DESIGN; TRAJECTORY ERRORS;

FLIGHT CONTROL SYSTEMS;

EID: 34249824918     PISSN: 07315090     EISSN: 15333884     Source Type: Journal    
DOI: 10.2514/1.26540     Document Type: Article

References (21)

1. Napolitano, M. R., Naylor, S., Neppach, C., and Casdorph, V., "On-Line Learning Nonlinear Direct Neurocontrollers for Restructurable Control Systems," Journal of Guidance, Control, and Dynamics, Vol. 18, No. 1, 1995, pp. 170-176.
2. Pesonen, U. J., Steck, J. E., Rokhsaz, K., Bruner, H. S., and Duerksen, N., "Adaptive Neural Network Inverse Controller for General Aviation Safety," Journal of Guidance, Control, and Dynamics, Vol. 27, No. 3, 2004, pp. 434-443.
3. Ferrari, S., and Stengel, R. F., "Online Adaptive Critic Flight Control," Journal of Guidance, Control, and Dynamics, Vol. 27, No. 5, 2004, pp. 777-786.
4. Cause, A. J., Lee, S., and Sharma, M., "Development of a Reconfigurable Flight Control Law for Tailless Aircraft," Journal of Guidance, Control, and Dynamics, Vol. 24, No. 5, 2001, pp. 896-902.
5. Krstic, M., Kanellakopoulos, I., and Kokotovic, P. V., Nonlinear Adaptive Control Design, Wiley, New York, 1995.
6. Hovakimyan, N., Nardi, F., Calise A. J., and Kim, N., "Adaptive Output Feedback Control of Uncertain Nonlinear Systems Using Single-Hidden-Layer Neural Networks," IEEE Transactions on Neural Networks, Vol. 13, No. 6, 2002, pp. 1420-1431.
7. Shin, D.-H., and Kim, Y., "Reconfigurable Flight Control System Design Using Adaptive Neural Networks," IEEE Transactions on Control Systems Technology, Vol. 12, No. 1, 2004, pp. 87-100.
8. Boskovic, J. D., Chen, L., and Mehra, R. K., "Adaptive Control Design for Nonaffine Models Arising in Flight Control," Journal of Guidance, Control, and Dynamics, Vol. 27, No. 2, 2004, pp. 209-217.
9. Ge, S. S., and Zhang, J., "Neural-Network Control of Nonaffine Nonlinear System with Zero Dynamics by State and Output Feedback," IEEE Transactions on Neural Networks, Vol. 14, No. 4, 2003, pp. 900-918.
10. Bugajski, D. J., and Enns, D. F., "Nonlinear Control Law with Application to High Angle-of-Attack Flight," Journal of Guidance, Control, and Dynamics, Vol. 15, No. 3, 1992, pp. 761-767.
11. Liu, G. P., Kadirkamanathan, V., and Billings, S. A., "Variable Neural Networks for Adaptive Control of Nonlinear Systems," Transactions on Systems, Man and Cybernetics - Part C: Applications And Reviews, Vol, 29, No. 1, 1999, pp. 34-43.
12. Lu, Y., Sundararajan, N., and Saratchandran, P., "A Sequential Learning Scheme for Function Approximation Using Minimal Radial Basis Function Neural Networks," Neural Computation, Vol. 9, No. 2, 1997, pp. 461-478.
13. Pashilkar, A. A., Sundararajan, N., and Saratchandran, P., "Adaptive Back-Stepping Neural Controller for Reconfigurable Flight Control Systems," IEEE Transactions on Control Systems Technology, Vol. 14, No. 3, May 2006, pp. 553-561.
14. Johnson, E. N., and Kannan, S. K., "Adaptive Trajectory Control for Autonomous Helicopters," Journal of Guidance, Control, and Dynamics, Vol. 28, No. 3, May/June 2005, pp. 524-538.
15. Kanellakopoulos, I., Kokotovic, P. V., and Morse, A. S., "Systematic Design of Adaptive Controllers for Feedback Linearizable Systems," IEEE Transactions on Automatic Control, Vol. 36. No. 11, 1991, pp. 1241-1253.
16. Park, J., and Sandberg, I. W., "Universal Approximation Using Radial Basis Function Networks," Neural Computation, Vol. 3, No. 2, 1991, pp. 246-257.
17. Slotine, J.-J. E., and Li, W., Applied Nonlinear Control, Prentice-Hall, Englewood Cliffs, NJ, 1991.
18. Pashilkar, A. A., Sundararajan, N., and Saratchandran, P., "Adaptive Back-Stepping Neural Controller for Aircraft," School of Electrical and Electronic Engineering, Nanyang Technological University, TR EEE4/003/05, Feb. 2005.
19. Nguyen, L. T., Ogburn, M. E., Gilbert, W. P., Kibler, K. S., Brown, P. W., and Deal, P. L., "Simulator Study of Stall/Post-Stall Characteristics of a Fighter Airplane with Relaxed Longitudinal Static Stability," NASA Technical Paper 1538, Dec. 1979.
20. Pashilkar, A. A., Sundararajan, N., and Saratchandran, P., "Neuro Controller for Aircraft Auto Landing Under Severe Winds and Control Surface Failures, AIAA Paper 2005-0914, 2005.
21. Narendra, K., and Annaswamy, A., Stable Adaptive Control, Prentice-Hall, Englewood Cliffs, NJ, 1995.