Abstract
Model-based expert systems show great promise particularly in their technical application. This article describes a research project in which the fundamentals for the development of model-based diagnostic expert systems in manufacturing are to be compiled. Using the example of a lathe, general ideas on machine tool modeling are presented and the concept of an on-line-coupled diagnostic system supported by an assumption-based truth maintenance system is introduced. The modeling follows a component-oriented approach using constraints to represent the behavior of the machine tool. The significance of the introduction of derived constraints and different levels of abstraction is explained. Initial experiences from the practical realization of the system point toward the applicability of this approach to other cases.
This work is part of the research project “Development of a Model-Based Diagnostic Expert System for Maintenance” supported by the European Recovery Programme, Berlin, No. ERP 2611.
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References
Davis, Randall: Diagnostic Reasoning Based on Structure and Behavior. In: Artificial Intelligence 24(1984), pp. 347–410.
de Kleer, Johan (a): An Assumption-Based TMS. In: Artificial Intelligence 28(1986), pp. 127–162.
de Kleer, Johan (b): Problem Solving with the ATMS. In: Artificial Intelligence 28(1986), pp. 197–224.
de Kleer, Johan; Brown, John Seely: A Qualitative Physics Based on Confluences. In: Artificial Intelligence 24(1984), S. 7–83.
de Kleer, Johan; Williams, Brian C.: Diagnosing Multiple Faults. In: Artificial Intelligence 32(1987), pp. 97–130.
Früchtenicht, H.W., et al. (eds.): Technische Expertensysteme — Wissensrepräsentation und Schlußfolgerungsverfahren. München, Wien: R. Oldenbourg Verlag, 1988.
Struß, Peter: Assumption-Based Reasoning about Device Models. In: [Früchtenicht 88].
Sussman, G. J.; Steele, G. L.: CONSTRAINTS — A Language for Expressing Almost-Hierarchical Descriptions. In: Artificial Intelligence 14 (1980), pp. 1–39.
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© 1990 Springer-Verlag Berlin Heidelberg
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Spur, G., Weiß, S. (1990). Application of model-based diagnosis to machine tools. In: Gottlob, G., Nejdl, W. (eds) Expert Systems in Engineering Principles and Applications. ESE 1990. Lecture Notes in Computer Science, vol 462. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-53104-1_45
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DOI: https://doi.org/10.1007/3-540-53104-1_45
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