Nonlinear adaptive flight control with genetic algorithm design optimization

International Journal of Robust and Nonlinear Control

Volumn 9, Issue 14, 1999, Pages 1097-1115

  Steinberg, Marc L ^a   Page, Anthony B ^a  

^a NAVAL AIR SYSTEMS COMMAND   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ACTUATORS; ADAPTIVE CONTROL SYSTEMS; COMPUTER SIMULATION; CONTROL SYSTEM SYNTHESIS; DEGREES OF FREEDOM (MECHANICS); FLIGHT DYNAMICS; GENETIC ALGORITHMS; LYAPUNOV METHODS; MATHEMATICAL MODELS; OPTIMIZATION; RUDDERS;

NONLINEAR ADAPTIVE FLIGHT CONTROL;

NONLINEAR CONTROL SYSTEMS;

EID: 0033284356     PISSN: 10498923     EISSN: None     Source Type: Journal    
DOI: 10.1002/(SICI)1099-1239(19991215)9:14<1097::AID-RNC454>3.0.CO;2-9     Document Type: Article

References (40)

1. Kanellakopoulos, I., P. V. Kokotovic and A. S. Morse, 'Systematic design of adaptive controllers for feedback linearizable systems', IEEE Trans. Automat. Control, 36, 1241-1253 (1991).
2. Isadori, A., Nonlinear Control Systems, 2nd edn., Springer, Berlin, 1989.
3. Krstic, M., I. Kanellakopoulus and P. V. Kokotovic, 'Adaptive nonlinear control without overparameterization', Systems Control Lett., 19, 177-185 (1992).
4. Krstic, M., I. Kanellakopoulus and P. V. Kokotovic, Nonlinear and Adaptive Control Design, Wiley, New York, 1995.
5. Graham, D. and D. McRuer, 'Retrospective essay on nonlinearities in aircraft flight control', J. Guidance Control Dyn., 14(6), 1089-1099 (1991).
6. Freeman, R. A. and P. V. Kokotovic, Robust Nonlinear Control Design: State Space and Lyapunov Techniques, Birkhauser, Boston, 1996.
7. Zhao, J. and I. Kanellakopoulos, 'Flexible backstepping design for tracking and disturbance attenuation', Int. J. Control, in press.
8. Monahemi, M. M. and M. Krstic, 'Control of wing rock motion using adaptive feedback linearization', J. Guidance Control Dyn., 13(6), 905-912 (1990).
9. Dawson, D. M., J. J. Carroll and M. Schneider, 'Integrator backstepping control of a brush DC motor turning a robotic load', IEEE Trans. Control Systems Technol., 2(3), 233-244 (1994).
10. Milman, R., 'Adaptive backstepping control of the variable reluctance motor', M.S. thesis, University of Toronto, 1997.
11. Caroll, J. J., D. M. Dawson and Z. Qu, 'Adaptive tracking control of a switched reluctance motor turning an inertial load', Proc. American Control Conf., 1993, pp. 670-674.
12. Krstic, M., D. Fontaine, P. Kokotovic and J. Paduano, 'Useful nonlinearities and global stabilization of bifurcations in a model of jet engine surge and stall', IEEE Trans. Automat. Control, in press.
13. Lim, S. Y., D. M. Dawson and K. Anderson, 'Re-examining the Nicosia-Tomei robot observer-controller from a backstepping perspective', IEEE Trans. Control Systems Technol., 4(3), 304-310 (1996).
14. Kwan, C. M. and F. L. Lewis, 'Robust backstepping control of nonlinear systems using neural networks', Proc. European Control Conf., 1995, pp. 2772-2777.
15. Fossen, T. I. and A. Grovlen, 'Nonlinear output feedback control of dynamically positioned ships using vectorial observor backstepping', IEEE Trans. Control Systems Technol., 6(1), 121-128 (1998).
16. Knut, E. H. and T. I. Fossen, 'Backstepping designs for nonlinear way-point tracking of ships', presented at Conf. on Manoeuvering and Control of Marine Craft, 1997.
17. Kim, B. S. and A. J. Calise, 'Nonlinear flight control using neural networks', AIAA J. Guidance Control Dyn., 20(1), (1997).
18. Leitner, J., A. Calise and J. V. R. Prasad, 'Analysis of adaptive neural networks for helicopter flight controls', AIAA J. Guidance Control Dyn., 20(5), (1997).
19. McFarland, M., 'Adaptive nonlinear control of missiles using neural networks', Ph.D. thesis, Georgia Institute of technology, Atlanta, GA, July 1997.
20. Singh, S. N. and M. Steinberg, 'Adaptive control of feedback linearizable nonlinear systems with application to flight control', J. Guidance Control Dyn., 13(6), 871-877 (1994).
21. Goldberg, D., Genetic Algorithms in Search, Optimization, and Machine Learning, Addison-Wesley Publishing Company, Reading, MA, 1989.
22. Menon, P., M. Yousefpor, T. Lam and M. Steinberg, 'Nonlinear flight control system synthesis using genetic programming', Proc. AIAA Guidance, Navigation, and Control Conf., 1995, pp. 461-470.
23. Schmitendorf, W., O. Shaw, R. Benson and S. Forrest, 'Using genetic algorithms for controller design: simultaneous stabilazation and eigenvalue placement in a region', Proc. AIAA Guidance, Navigation, and Control Conf., 1992, pp. 757-761.
24. Perhenschi, M., 'A modified genetic algorithm for the design of an autonomous helicopter control system', Proc. AIAA Guidance, Navigation, and Control Conf., 1997, pp. 1183-1192.
25. Porter, B. and D. Hicks, 'Genetic design of digital model-following flight control systems', Proc. AIAA Guidance, Navigation, and Control Conf., 1993, pp. 1648-1657.
26. Holland, J. H., Adaptation in Natural and Artificial Systems, University of Michigan Press, Ann Arbor, MI, 1975.
27. Koza, J., Genetic Programming, MIT Press, Cambridge, MA, 1992.
28. Krishna Kumar, K. and S. Narayanaswamy, 'Stochastic genetic algorithms and their application to difficult control problems', presented at ICARV '96, Singapore, December, 1996.
29. Borst, R., G. Greisz and A. Quynn, 'Fuzzy logic control algorithm for suppressing E-6A long trailing wire antenna wind shear induced oscillations', Proc. AIAA Guidance, Navigation, and Control Conf., 1993.
30. Steinberg, M., 'A fuzzy logic based F/A-18 automatic carrier landing system', Proc. Guidance, Navigation, and Control Conf., Vol. 1, AIAA, 1992, pp. 407-417.
31. Steinberg, M., 'Development and simulation of an F/A-18 fuzzy logic automatic carrier landing system', Proc. IEEE Int. Conf. on Fuzzy Systems, Vol. 2, IEEE, 1993, pp. 797-802.
32. KrishnaKumar, K., P. Gonsalves, A. Satyadas and G. Zacharias, 'Hybrid fuzzy logic flight controller synthesis via pilot modeling', Proc. AIAA Guidance, Navigation, and Control Conf., 1995, pp. 494-504.
33. Chiu, S., S. Chand, D. Moore and A. Chaudhary, 'Fuzzy logic for control of roll and moment for a flexible wing aircraft', IEEE Control Systems Mag., 11(4), 42-48 (1991).
34. Ho, H. and S. Balakrishnan, 'A hierarchical fuzzy logic controller with a velocity modifier for restructurable flight control systems', Proc. AIAA Guidance, Navigation, and Control Conf., 1995, pp. 505-515.
35. Wade, R., G. Walker and C. Phillips, 'Combining genetic algorithms and aircraft control simulations to tune fuzzy rules in a helicopter control system', Advances in Modeling and Simulation Conf., Huntsville, AL, 1994.
36. Prasad, J., T. Jiang and R. Swaminathan, 'Integrated fuzzy/nonlinear flight controller synthesis for rotorcraft', Proc. the AIAA Guidance, Navigation, and Control Conf., 1995, pp. 516-523.
37. Prasad, J. and T. Jiang, 'Synthesis of adaptive fuzzy logic controllers with control rate and amplitude limits', Proc. AIAA Guidance, Navigation, and Control Conf., 1998, pp. 429-437.
38. Ioannou, P. and J. Sun, Robust Adaptive Control, Prentice-Hall, Englewood Cliffs, NJ, 1996.
39. Etkin, B., Dynamics of Flight: Stability and Control, Wiley, New York, 1982.
40. MIL-STD-1797A, Military Standard, Flying Qualities of Piloted Aircraft, 30 January, 1990.