An integrated approach for fault diagnosis with learning

Computers in Industry

Volumn 32, Issue 1, 1996, Pages 33-51

  Guan, Jian ^a   Graham, James H ^b  

^a UNIVERSITY OF LOUISVILLE   (United States)

^b University of Louisville   (United States)

Author keywords

Computer based diagnosis; Expert systems; Learning; Model based reasoning

Indexed keywords

CHEMICAL PLANTS; COMPUTER AIDED DESIGN; COMPUTER CONTROL; EXPERT SYSTEMS; FAILURE ANALYSIS; FORMAL LOGIC; HEURISTIC METHODS; LEARNING SYSTEMS; PLANT MANAGEMENT;

FAULT DIAGNOSIS;

KNOWLEDGE BASED SYSTEMS;

EID: 0030571458     PISSN: 01663615     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0166-3615(96)00048-6     Document Type: Article

References (31)

1. L. Console, D.T. Dupre and P. Torasso, "A theory of diagnosis for incomplete causal models", in: Proceedings of IJCAI, 1989.
2. R. Davis, "Diagnostic reasoning based on structure and behaviour", Artificial Intelligence, Vol. 24, 1984, pp. 347-410.
3. J. deKleer and B.C. Williams, "Diagnosing multiple faults", Artificial Intelligence, Vol. 32, 1987, pp. 97-130.
4. J. deKleer, "Using crude probability estimates to guide diagnosis", Artificial Intelligence, Vol. 45, 1990, pp. 381-391.
5. P.K. Fink and J.C. Lusth, "Expert systems and diagnostic expertise in the mechanical and electrical domains", IEEE Transactions on Systems, Man, and Cybernetics, May/June 1987, pp. 340-349.
6. M.R. Genesereth, "The use of design descriptions in automated diagnosis", Artificial Intelligence, Vol. 24, 1984, pp. 411-436.
7. J. Giarratano and G. Riley, Expert Systems-Principles and Programming, PWS-KENT Publishing Company, Boston, 1989.
8. J. Guan and J.H. Graham, "Diagnostic reasoning with fault propagation digraph and sequential testing", IEEE Transactions on Systems, Man, and Cybernetics, Vol. 24, No. 10, October 1994.
9. E.J. Henley and H. Kumamoto, Probabilistic Risk Assessment-Reliability Engineering, Design, and Analysis, IEEE Press, New York, 1992.
10. M. Kokawa, S. Miyazaki and S. Shingai, "Failure location using digraph and inverse direction search with applications", Automatica, Vol. 19, November 1983, pp. 729-735.
11. Y. Koseki, "Experience learning in model-based diagnostic systems", in: Proceedings of IJCAI, 1989.
12. W.Y. Lee, "A hybrid approach to a generic diagnosis model for a computer-integrated manufacturing system", Ph.D. Dissertation, Department of Industrial Engineering, University of Louisville, October 1990.
13. R.S. Michalski, J.G. Carbonell and T.M. Mitchell, eds., Machine Learning: An Artificial Intelligence Approach, Tioga, Palo Alto, California, 1983.
14. R.S. Michalski, "Learning strategies and automated knowledge acquisition: An overview", in: Leonard Bolc, ed., Computational Models of Learning, Springer-Verlag, Berlin Heidelberg, 1987.
15. R.S. Michalski and R.L. Chilausky, "Learning by being told and learning from examples", Journal of Policy Analysis and Information Systems, Vol. 4, 1980.
16. R. Milne, "Strategies for diagnosis", IEEE Transactions on Systems, Man, and Cybernetics, May/June 1987, pp. 333-339.
17. N.H. Narayanan and N. Viswanadham, "A methodology for knowledge acquisition and reasoning in failure analysis of systems", IEEE Transactions on Systems, Man, and Cybernetics, March/April 1987, pp. 274-288.
18. S. Padalkar, "Graph based real-time fault diagnosis", Ph.D. Dissertation, Vanderbilt University, May 1990.
19. S. Padalker, G. Karsai, J. Sztipanovits, K. Okuda and N. Miyasaka, "Real-time fault diagnostics with multiple aspect models", in: Proceedings of the 1991 IEEE International Conference on Robotics and Automation, Sacramento, California, April 1991, pp. 803-808.
20. M.J. Pazzani, "Failure driven learning of fault diagnosis heuristics", IEEE Transactions on Systems, Man, and Cybernetics, May/June 1987, pp. 380-394.
21. J. Perl, Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference, Morgan Kaufmann Publishers, Inc., San Mateo, California, 1987.
22. S.V.N. Rao and N. Viswanadham, "Fault diagnosis in dynamical systems: A graph theoretic approach", International Journal Systems Science, Vol. 18, No. 4, 1987, pp. 687-695.
23. J.A. Reggia, D.S. Nau and P.Y. Wang, "Diagnostic expert systems based on a set covering model", International Journal of Man Machine Studies, Vol. 19, 1983, pp. 437-460.
24. R. Reiter, "A theory of diagnosis from first principles", Artificial Intelligence, Vol. 32, 1987, pp. 57-95.
25. A.P. Sage, Methodology for Large-Scale Systems, McGraw-Hill Book Company, New York, 1977.
26. George N. Saridis, Self-Organizing Control of Stochastic Systems, Marcel Dekker, Inc., New York, 1977.
27. E.J. Shortliffe, Computer Based Medical Consultations: MYCIN, Elsevier, New York, 1976.
28. P. Struss and O. Dressler, "Physical negation-integrating fault models into the general diagnostic engine", Proceedings of IJCAI, 1989.
29. Pietro Torasso and Luca Console, Diagnostic Problem Solving, Van Nostrand Reinhold, New York, 1989.
30. M.T. Wasan, Stochastic Approximation, Cambridge at the University Press, 1969.
31. J.D. Whitehead and J.W. Roach, "Hoist: A second-generation expert system based on qualitative physics", AI Magazine, Vol. 11, No. 3, Fall 1990.