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PREDICTION OF BINARY AZEOTROPE FORMATION IN HYDROCARBON MIXTURES USING A KNOWLEDGE-BASED EXPERT SYSTEM
Korean Journal of Chemical Engineering, July 1995, 12(3), 306-312(7), 10.1007/BF02705761
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Abstract
In present study, a hierarchical knowledge-based expert system, named HYDROPERT, to predict binary azeotrope formation in hydrocarbon mixtures was created and investigated. Specific knowledge included in azeotropy on hydrocarbon mixtures and the implementation of the expert system are described along some of the several components of expert system applications : knowledge representation strategy and levels of knowledge abstraction, inference machine, user interface, explanation facilities. The knowledge base is hierarchically structured with the multiple levels of domain-specific knowledge such as the azeotropic data bank as the lowest level, component-specific compiled heuristic rules as the second level, group-oriented compiled heuristic rules as the third level, and generic class-oriented model-based heuristic rules as the highest level. The predictive capabilities and generality of the expert system can be highly enhanced through the integration of different kinds of domain knowledge into the hierarchical structure. The expert system predicting the binary azeotrope formation in hydrocarbon mixtures may be a useful tool for many chemical engineering activities, especially such as process synthesis and design.
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Buchanan BG, Sutherland GL, Feigenbaum EA, "Heuristic DENDRAL; A Program for Generating Explanatory Hypo-theses in Organic Chemistry," Machine Intelligence, Vol. 4, Edinburgh University Press (1969)
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Eduljee GH, Tiwari KK, Chem. Eng. Sci., 31, 535 (1976)
Erdmann HH, Engelmann HD, Burgard W, Simmrock KH, Chem. Eng. Process., 23, 125 (1988)
Erdmann HH, Lauer M, Passmann M, Schrank E, Simmrock KH, Vortrag auf dem GVC-Jahrestreffen 1985 in Hamburg (1985)
Ewell RH, Harrison M, Berg L, Ind. Eng. Chem., 36(10), 871 (1944)
Fruchtenicht HW, Technische Expertensystemen: Wissensreprasentation und Schlub-folgerungsverfahren, Oldenburg (1988)
Gmehling J, Onken U, "Vapor-Liquid Equilibrium Data Collection," Chemistry Data Series, DECHEMA, Germany (1977)
Martin GQ, Hydrocarb. Process., 11, 241 (1975)
Guggenheim EA, "Thermodynamics," North-Holland Pub., Amsterdam (1967)
Horsley LH, "Azeotropic Data-III," Advances in Chemical Series, No. 116, American Chemical Society, Washington, D.C. (1973)
Keith MS, Ralph HR, Northern NT, Ind. Eng. Chem. Fundam., 16(2) (1977)
Kelly EB, "THERMODYNAMICIST: An Expoert System Approach to Fluid-Fluid Equilibria," Ph.D. Dissertation, Texas A&M University (1987)
Kim YJ, "AZEOPERT, An Expert System for the Prediction of Azeotrope Formation," Ph.D. Thesis, University of Dortmund, Germany (1991)
Konovalov D, Ber., 17, 1531 (1884)
Konovalov D, Wien. Ann., 14(34), 219 (1881)
Kurtyka ZM, J. Chem. Eng. Jpn., 8(6), 494 (1975)
Kurtyka ZM, "Azeotropies," CRC Handbook of Chemistry, Physics, CRC Press, Inc. (1988)
Malesinski W, Bull. Acad. Polonaise Sci. Cl. III 4, 295,303,265,371 (1956)
Malesinski W, "Azeotropy, Other Theoretical Problems of Vapor-Liquid Equilibrium," PWN-Polish Scientific Publishers, Warszawa (1965)
Modern Computer Techniques, Their Impact on Chemical Engineering, Monographs Vol. 115, DECHEMA (1989)
Moracevski AG, Pukinskij IB, "Azeotropic Systems, Model. Phasengleichgewichten Grundlage Stofftrennprozessen," Akad. Verlag. Berlin, Ger. Dem. Rep., p. 329 (1981)
Rebon R, "Knowledge Engineering Techniques and Tools in the PROSPECTOR Environment, Technical Note 243 SRI, Projects 5821, 6415 and 8172," Artificial Intelligence Center, SRI International, June (1981)
Sangiovanni JP, Romans HC, Chem. Eng. Prog., 83 (1987)
Simmrock KH, Fried B, Fried A, Chem. Ing. Tech., 62(12), 1018 (1990)
Stephanopoulos G, Mavrovouniotis M, Comput. Chem. Eng., 12(9-10) (1988)
Swietoslawski W, Bulletin De L'academie, Polonaise Des Sciences, A, 19, 29 (1950)
Swietoslawski W, "Azeotropy, Polyazeotropy," Pergamon Press-PWN, Warszawa (1963)
Yoshimoto T, Mashiko YL, Bull. Chem. Soc. Jpn., 12(9), 990 (1956)
Yoshimoto T, Mashiko YI, Bull. Chem. Soc. Jpn., 30(1), 56 (1957)