research-article

Expert Systems and Optimization

Authors:

Andrew Kusiak,

Sunderesh S. HeraguAuthors Info & Claims

IEEE Transactions on Software Engineering, Volume 15, Issue 8

Pages 1017 - 1020

https://doi.org/10.1109/32.31358

Published: 01 August 1989 Publication History

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Abstract

A problem-solving approach involving the integration of expert systems and optimization techniques is presented. A class of expert systems called tandem expert systems is introduced. Three variants of the tandem expert system, the data-reducing, model-based, and model-modifying expert systems, are explained with examples. It is emphasized that optimization techniques can be used more frequently in future expert systems.

References

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{1} E. Balas and A. Ho, "Set covering algorithms using cutting planes, heuristics and subgradient optimization," Math. Program., vol. 12, pp. 37-60, 1980.

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{2} D. R. Dolk and B. R. Konsynski, "Knowledge representation for model management systems," IEEE Trans. Software Eng., vol. SE-10, no. 6, pp. 619-628, Nov. 1984.

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[3]

{3} S. S. Heragu and A. Kusiak, "A knowledge based system for machine layout (KBML)," in Proc. 1988 Int. Industrial Engineering Conf., Orlando, FL, May 22-25, pp. 159-164, 1988.

Google Scholar

[4]

{4} F. S. Hillier and G. J. Lieberman, Introduction to Operations Research , 3rd ed. Oakland, CA: Holden-Day, 1980.

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[5]

{5} A. Kusiak, "Artificial intelligence and operations research in flexible manufacturing systems," Inform. Processing Oper. Res., vol. 25, no. 1, pp. 2-12, Jan. 1987.

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[6]

{6} A. Kusiak and S. S. Heragu, "A knowledge-based system for production equipment selection," in Proc. NATO Workshop Advanced Information Technology for Industrial Material Flow Systems, Grenoble, France, June 13-17, 1989, NATO ASI Series, vol. 53, New York: Springer-Verlag, pp. 109-140.

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Tortorella RKinshuk DChen N(2018)Framework for designing context-aware learning systemsEducation and Information Technologies10.1007/s10639-017-9591-423:1(143-164)Online publication date: 1-Jan-2018
https://dl.acm.org/doi/10.1007/s10639-017-9591-4
Wee WKrovvidy SMatthews M(1990)A knowledge based planning approach for waste water treatment systemProceedings of the 3rd international conference on Industrial and engineering applications of artificial intelligence and expert systems - Volume 210.1145/98894.99110(991-998)Online publication date: 1-Jun-1990
https://dl.acm.org/doi/10.1145/98894.99110

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Expert Systems and Optimization

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cover image IEEE Transactions on Software Engineering

IEEE Transactions on Software Engineering Volume 15, Issue 8

August 1989

92 pages

ISSN:0098-5589

Editor:
Victor R. Basili
Univ. of Maryland, College Park

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IEEE Press

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Published: 01 August 1989

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Tortorella RKinshuk DChen N(2018)Framework for designing context-aware learning systemsEducation and Information Technologies10.1007/s10639-017-9591-423:1(143-164)Online publication date: 1-Jan-2018
https://dl.acm.org/doi/10.1007/s10639-017-9591-4
Wee WKrovvidy SMatthews M(1990)A knowledge based planning approach for waste water treatment systemProceedings of the 3rd international conference on Industrial and engineering applications of artificial intelligence and expert systems - Volume 210.1145/98894.99110(991-998)Online publication date: 1-Jun-1990
https://dl.acm.org/doi/10.1145/98894.99110

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Recommendations

An Approach to Expert Control of Interactive Software Systems

Knowledge acquisition for expert systems in accounting and financial problem domains

Automatic generation of explanation for expert systems implemented with different knowledge representations

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