Artificial neural network robustness for on-board satellite image processing: results of upset simulations and ground tests

IEEE Transactions on Nuclear Science

Volumn 44, Issue 6 PART 1, 1997, Pages 2337-2344

  Velazco, R ^a   Muller, J D ^b   Ecoffet, R ^c   Buchner, S ^d  

^a Réseaux   (France)

^b CEA DIF   (France)

^c CNES   (France)

^d SFA INC   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BIT ERROR RATE; COMPUTER ARCHITECTURE; COMPUTER SIMULATION; FAULT TOLERANT COMPUTER SYSTEMS; IMAGE PROCESSING; SATELLITES;

GROUND TESTS;

NEURAL NETWORKS;

EID: 0031381108     PISSN: 00189499     EISSN: None     Source Type: Journal    
DOI: 10.1109/23.659057     Document Type: Article

References (15)

1. D. Kilpatrick, R. Williams, ."Unsupervised Classification of Antarctic Satellite Imagery Using Kohonen's Self-organising Feature Map," Proc. of the IEEE International. Conference on Neural Networks, Perth, Australia, 1995, pp..32-36.
2. E. Kwiatkowska, I.S. Torsum, "Hybrid Neural Network System for Cloud Classification from Satellite Images," Proc. of the IEEE International Conference on Neural Networks, Perth, Australia, 1995. pp. 1907-1912.
3. J. Waidemark, P.O. Dovner, J. Karlsson, "Hybrid Neural Network Pattern recognition System for Satellite Measurements," Proc. of the IEEE International Conference on Neural Networks, , Perth, Australia, 1995, pp. 195-199.
4. X. Miniere, X. Pinçon, F. Lefeuvre, "A Neural Approach to the Classification of Electron & Proton Whistlers," Journal of the Atmospheric & Terrestrial Physics., vol 58, no. 7, pp. 911-924, 1996.
5. D.E. Rumelhart, J.L. McClelland, & POP Research Group, Parallel Distributed Processing, Volume 1: Foundations. 1, Cambridge: MIT Press, 1986.
6. Y. Deville, "Digital VLSI Neural Networks : from versatil Neural Processors to Applications-Specific Chips," Proc. of the ," International Conference on Artificial Neural Networks, Industrial Track, Session 9, VLSI and dedicated Hardware. Paris, France, 1995.
7. J. Anderspiegel et al, "Large Scale Neural Computer with Programmable Architecture and Programmable Time Constants for Temporal Analysis," Proc. of the IEEE International Conference on Neural Networks, Orlando, Fa., USA, 1994, pp.' igSO-lSSS.
8. P. Masa , K. Hoen K, H. Walinga, "A High-Speed Analog Neural Processor," IEEE Micro, vol. 14, no. 3, pp. 40-50, June 1994.
9. R. Velazco, A. Assoum, N.E. Radi., R. Ecoffet, X. Botey, "SEU Fault Tolerance in Artificial Neural Networks," IEEE Trans, on Nuclear Science, vol. 6, No. 42, pp. 1856-1862, December 1995.
10. A. Assoum, N.E. Radi, R. Velazco, F. Elie, R. Ecoffet, "Robustness Against SEU of an Artificial Neural Network Space Application," IEEE Trans, of Nuclear Science, Part. I, Vol. 43, Number 3, pp. 973-978, June 1996.
11. R. Velazco, A. Assoum, Ph'. Cheynet, M. Olmos, R. Ecoffet, SEU Experiments on an Artificial Neural Network Implemented by Means of Digital Processors," IEEE Trans, on Nuclear Science, vol. 6, no. 43, pp. 2889-2896, December 1996.
12. D.E. Rumelhart, G.E. Hinton, R.J. Williams, "Learning Internal Representations by Error Propagation", Parallel Distributed Processing: exploration in the microstructure of cognition, vol. 1, chapt. 8, Cambridge: MIT Press, 1986.
13. J-D.Muller, Ph. Cheynet., R. Velazco, "Analysis and Improvement of Neural Network Robustness for On-board Satellite Image Processing," International Conference on Artificial Neural Networks, Lausanne, Switzerland, October 1997 (to be published).
14. N. Metropolis, A. Rosenbluth, M. Rosenbluth, A Teller, E. Teller, "Equations of State Calculations by Fast Computing Machines," Journal of Chemical Physics 21, pp. 1087-1092, 1953.
15. P. Kerlirzin, "Robustness in Multilayered Perceptrons," (in French) , PHD Thesis, Univ. Paris XI, Orsay, France, May 1994.