Evolutionary neurocontrol: A smart method for global optimization of low-thrust trajectories

Collection of Technical Papers - AIAA/AAS Astrodynamics Specialist Conference

Volumn 3, Issue , 2004, Pages 1705-1720

  Dachwald, Bernd ^a,b  

^a GERMAN AEROSPACE CENTER DLR   (Germany)

^b Institute of Space Simulation   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

CONTROL THEORY; ELECTRIC PROPULSION; EVOLUTIONARY ALGORITHMS; GLOBAL OPTIMIZATION; OPTIMAL CONTROL SYSTEMS; PROBLEM SOLVING; PROPELLANTS; SOLAR ENERGY;

LOW-THRUST TRAJECTORY; NEUROCONTROL; THRUST VECTOR; TRAJECTORY OPTIMIZATION;

TRAJECTORIES;

EID: 19644390539     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.2514/6.2004-5405     Document Type: Conference Paper

References (22)

1. Vasile, M., "A Global Approach to Optimal Space Trajectory Design," AAS/AIAA Space Flight Mechanics Meeting, Ponce, Puerto Rico, February 2002, AAS 03-141.
2. Stengel, R., Optimal Control and Estimation, Dover Books on Mathematics, Dover Publications, Inc., New York, 1994.
3. Coverstone-Carroll, V., Hartmann, J., and Mason, J., "Optimal multi-objective low-thrust spacecraft trajectories," Computer Methods in Applied Mechanics and Engineering, Vol. 186, 2000, pp. 387-402.
4. Dachwald, B., Low-Thrust Trajectory Optimization and Interplanetary Mission Analyais Using Evolutionary Neurocontrol, Doctoral thesis, Universität der Bundeswehr München; Fakultät für Luft- und Raumfahrttechnik, 2001.
5. Keerthi, S. and Ravindran, B., "A Tutorial Survey of Reinforcement Learning," Tech. rep., Department of Computer Science and Automation, Indian Institute of Science, Bangalore, 1995.
6. Sutton, R. and Barto, A., Reinforcement, Learning, MIT Press, Cambridge, London, 1998.
7. Rojas, R., "Was können neuronale Netze?" Mathematische Aspekte der angewandten Informatik, edited by R.-H. Schulz, Wissenschaftsverlag, Mannheim, 1994. pp. 55-88, (in German).
8. Dracopoulos, D., Evolutionary Learning Algorithms for Neural Adaptive Control, Perspectives in Neural Computing, Springer, Berlin, Heidelberg, New York. 1997.
9. Whitley, D., Dominic, S., Das, R., and Anderson, C., "Genetic Reinforcement, Learning for Neurocontrol Problems," Machine Learning, Vol. 13, 1993, pp. 259-284.
10. st IEEE Conference on Evolutionary Compulation, IEEE World Congress on Computational Intelligence, 21-29 June 1994, Orlandv, USA, Vol. 2, IEEE, Piscataway (NJ), USA, 1994, pp. 770-774.
11. Yao, X., "Evolutionary Artificial Neural Networks," Encyclopedia of Computer Science and Technology, edited by A. Kent et al., Vol. 33, Marcel Dekker Inc., New York, 1995, pp. 137-170.
12. Michalewicz, Z., Genetic Algorithms + Data Structures = Evolution Programs, Springer, Berlin, Heidelberg. New York, third, revised and extended ed., 1999.
13. Bäck, T., "Selective Pressure in Evolutionary Algorithms: A Characterization of Selection Mechanisms," First IEEE Conference on Evolutionary Computation, Orlando, USA, 1994.
14. Whitley, D., Mathias, K., and Fitzhorn, P., "Delta coding: An iterative search strategy for genetic algorithms," Fourth International Conference on Genetic Algorithms, San Mateo, USA, 1991.
15. Dachwald, B., Optimierung des Lernverhaltens neuronaler Netze mit Hilfe genetischer Algorithmen, Diploma thesis, Universität der Bundeswehr München, Fakultät für Luft- und Raumfahrttechnik, Institut für Meßtechnik, July 1993, (in German).
16. Montana, D. and Davies, L., "Training Feedforward Neural Networks Using Genetic Algorithms," 1989 Joint Conference on Artificial Intelligence, Los Altos, USA. 1989.
17. Syswerda, G., "Uniform Crossover in Genetic Algorithms," Third International Conference on Genetic Algorithms, San Matco, USA, 1989.
18. Leipold, M., Solar Sail Mission Design, Doctoral thesis, Lehrstuhl für Flugmechanik und Flugregelung; Technische Universität München, 1999, DLR-FB-2000-22.
19. Leipold, M., Seboldt, W., Lingner, S., Borg, E., Herrmann, A., Pabsch, A., Wagner, O., and Bruckner, J., "Mercury Sun-Synchronous Polar Orbiter with a Solar Sail," Acta Astronautica, Vol. 39, No. 1-4, 1996, pp. 143-151.
20. Dachwald, B., "Optimization of Interplanetary Solar Sailcraft Trajectories Using Evolutionary Neurocontrol," Journal of Guidance, Control, and Dynamics, Vol. 27, No. 1, pp. 66-72.
21. Jessberger, E., Seboldt, W., Glassmeier, K.-H., Neukum, G., Pätzold, NT., Arnold, G., Auster, H.-U., deNiem, D., Guckenbiehl, F., Häusler, B., Hahn, G., Hanowski, N., Harris, A., Hirsch, H., Kührt, E., Leipold, M., Lorenz, E., Michaelis, H., Möhlmann, D., Mottola, S., Neuhaus, D., Palme, H., Rauer, H., Rezazad, M., Richter, L., Stöffler, D., Willnecker, R., Brückner, J., Klingelhöfer, G., and Spohn, T., "ENEAS - Exploration of Near-Earth Asteroids with a Sailcraft," Tech. rep., August 2000, Proposal for a Small Satellite Mission within the Space Sciences Program of DLR.
22. st International Astronautical Congress, Rio do Janeiro, Brazil, 2000, IAF-00-S.6.11.