On-line learning RBF neural networks for sensor validation

AIAA Guidance, Navigation, and Control Conference and Exhibit

Volumn , Issue , 2002, Pages

  Wan, Sheng ^a   Campa, Giampiero ^a   Napolitano, Marcello ^a   Fravolini, Mario Luca ^b  

^a West Virginia University   (United States)

^b UNIVERSITY OF PERUGIA   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

FLIGHT CONTROL SYSTEMS; RADIAL BASIS FUNCTION NETWORKS; RECURRENT NEURAL NETWORKS; REDUNDANCY;

ANALYTICAL REDUNDANCY; DESIGN CHALLENGES; HIGH PERFORMANCE AIRCRAFTS; RADIAL BASIS FUNCTION NEURAL NETWORKS; RBF NEURAL NETWORK; SENSOR FAILURE DETECTION; SENSOR VALIDATION; SIMULATION CODE;

E-LEARNING;

EID: 85088344746     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.2514/6.2002-4996     Document Type: Conference Paper

References (9)

1. Frank P.M. "Fault Diagnosis in Dynamic Systems using Analytical and Knowledge-Based Redundancy - A Survey and Some New Results", Automatica, 26(3): 359-474, 1990.
2. Patton R.J., Frank P.M., Clark R.N. "Fault Diagnosis in Dynamic Systems: Theory and Application", Prentice-Hall, Englewood Cliff, 1989.
3. Napolitano, M.R. et al "Neural-Network-Based Scheme for Sensor Failure Detection, Identification and Accommodation.", Journal of Guidance, Control and Dynamics, 18:1280-1286, 1995.
4. Park J., Sandberg W. "Universal Aproximation using Radial Basis Function Networks", Neural Computation, 3(2): 246-257, 1991.
5. Sanner R.M., Slotine J.E., "Gaussian Networks for Direct Adaptive Control", IEEE Trans. Neural Net., Vol. 3, pp.837-863, 1992.
6. Polycarpou M.M. "On-Line Approximators for Non-Linear System Identification: A Unified Approach", Control and Dynamic Systems, Volume 7 of Neural Network Systems Techniques and Applications, pages 191-230. Academic Press, Inc., 1998.
7. ∞ Optimality of the LMS Algorithm, IEEE Trans. on Signal Processing, vol. 44, no. 2, Feb. 1996.
8. Brumbaugh, R.W. "An Aircraft Model for the AIAA Controls Design Challenge", NASA CR 186019, December 1991
9. Rauw M. FDC1.2 - A SIMULINK Toolbox for Flight Dynamics and Control Analysis. http://dutchroll.myweb.nl/.