Dynamic neural network-based fault detection and isolation for thrusters in formation flying of satellites

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5553 LNCS, Issue PART 3, 2009, Pages 780-793

  Valdes, Arturo ^a   Khorasani, K ^a   Ma, Liying ^b  

^a Dept of Electrical and Computer Engineering   (Canada)

^b TOKYO POLYTECHNIC UNIVERSITY   (Japan)

Author keywords

Attitude control subsystem; Dynamic neural networks; Fault detection and isolation; Formation flying of satellites; Pulsed plasma thrusters

Indexed keywords

ATTITUDE CONTROL SUBSYSTEM; DYNAMIC NEURAL NETWORKS; FAULT DETECTION AND ISOLATION; FORMATION FLYING OF SATELLITES; PULSED PLASMA THRUSTERS;

ATTITUDE CONTROL; CONTROL EQUIPMENT; NAVIGATION; NEURAL NETWORKS; PLASMA DEVICES; PLASMAS; SATELLITES; SPACECRAFT INSTRUMENTS; SPATIAL VARIABLES CONTROL;

FAULT DETECTION;

EID: 69849093712     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-01513-7_85     Document Type: Conference Paper

References (19)

1. Wilson, E., Lages, C., Mah, R.: Gyro-based Maximum-Likelihood Thruster Fault Detection and Identification. In: Proceedings of the 2002 American Control Conferences (2002)
2. Wilson, E., Sutter, D.W., Berkovitz, D., Betts, B.J., del Mundo, R., Kong, E., Lages, C.R., Mah, R., Papasin, R.: Motion-based System Identification and Fault Detection and Isolation Technologies for Thruster Controlled Spacecraft. In: Proceedings of the JANNAF 3rd Modeling and Simulation Joint Subcommittee Meeting (2005)
3. Piromoradi, F., Sassani, F., da Silva, C.W.: An Efficient Algorithm for Health Monitoring and Fault Diagnosis in a Spacecraft Attitude Determination System. In: IEEE International Conference on Systems, Man and Cybernetics (2007)
4. Larson, E.C., Parker Jr., B.E., Clark, B.R.: Model-Based Sensor and Actuator Fault Detection and Isolation. In: Proceedings of the American Control Conference (2002)
5. Joshi, A., Gavriloiu, V., Barua, A., Garabedian, A., Sinha, P., Khorasani, K.: Intelligent and Learning-based Approaches for Health Monitoring and Fault Diagnosis of RADAR-SAT-1 Attitude Control System. In: IEEE International Conference on Systems, Man and Cybernetics (2007)
6. Guiotto, Martelli, A., Paccagnini, C.: SMART-FDIR: Use of Artificial Intelligence in the Implementation of a Satellite FDIR. In: Data Systems in Aerospace DASIA 2003 (2003)
7. Holsti, N., Paakko, M.: Towards Advanced FDIR Components. In: DASIA 2001 Conference (2001)
8. Valdes, A., Khorasani, K.: Dynamic Neural Network-based Pulsed Plasma Thruster (PPT) Fault Detection and Isolation for the Attitude Control System of a Satellite. In: Proceedings of the 2008 International Joint Conference on Neural Networks (2008)
9. Pencil, E.J., Kamhawi, H., Arrington, L.A.: Overview of NASA's Pulsed Plasma Thruster Development Program. In: 40th AIAA/ASME/SAE/ASEE Joint Propulsion Conference and Exhibit (2004)
10. Bromaghim, D.R., Spanjers, G.G., Spores, R.A., Burton, R.L., Carroll, D., Schilling, J.H.: A Proposed On-Orbit Demonstration of an Advanced Pulsed-Plasma Thruster for Small Satellite Applications. Defense Technical Information Center OAI-PMH Repository (1998)
11. McGuire, M.L., Roger, Myers, M.: Pulsed Plasma Thrusters for Small Spacecraft Attitude Control. In: NASA/GSFC Flight Mechanics/Estimation Theory Symposium (1996)
12. Zakrzwski, C., Benson, S., Cassady, J., Sanneman, P.: Pulsed Plasma Thruster (PPT) Validation Report. NASA/GSFC (2002)
13. Li, Z.Q., Ma, L., Khorasani, K.: Dynamic Neural Network-Based Fault Diagnosis for Attitude Control Subsystem of a Satellite. In: Yang, Q., Webb, G. (eds.) PRICAI 2006. LNCS (LNAI), vol.4099, pp. 308-318. Springer, Heidelberg (2006) (Pubitemid 44531811)
14. Al-Zyoud, I.A., Khorasani, K.: Neural Network-based Actuator Fault Diagnosis for Attitude Control Subsystem of an Unmanned Space Vehicle. In: International Joint Conference on Neural Networks (2006)
15. Korbiez, J., Obuchowicz, A., Patan, K.: Network of Dynamic Neuron in Fault Detection Systems. IEEE Systems, Man, and Cybernetics (1998)
16. Patan, K., Parisini, T.: Identification of Neural Dynamic Models for Fault Detection and Isolation: the Case of a Real Sugar Evaporation Process. Journal of Process Control, 67-79 (2005)
17. Ayoubi, M.: Nonlinear Dynamic Systems Identification with Dynamic Neural Networks for Fault Diagnosis in Technical Processes. In: IEEE International Conference on Systems, Man, and Cybernetics, vol.3, pp. 2120-2125 (1994)
18. Patan, K.: Fault Detection of Actuators using Dynamic Neural Networks. In: 2nd Damadics Workshop on Neural Methods for Modeling and Fault Diagnosis (2003)
19. Computer Science 831: Knowledge Discovery in Databases, http://www2.cs.uregina.ca/∼dbd/cs831/notes/confusion-matrix/ confusion-matrix.html