Use of neural net computing for statistical and kinetic modelling and simulation of supercritical fluid extractors

Chemical Engineering Science

Volumn 55, Issue 1, 2000, Pages 79-95

  Fullana, M ^a   Trabelsi, F ^a   Recasens, F ^a  

^a UNIVERSITAT POLITÈCNICA DE CATALUNYA   (Spain)

Author keywords

Nigella Sativa; Packed beds; Scale up design; Simulation with neural networks; Supercritical extraction

Indexed keywords

CARBON DIOXIDE; FLOW RATE; KINETIC MODEL; NEURAL NETWORK; NIGELLA SATIVA; PARTICLE SIZE; PRESSURE; SEED OIL; SIMULATION; SOLVENT EXTRACTION; STATISTICAL ANALYSIS; SUPERCRITICAL FLUID EXTRACTION; TEMPERATURE;

EXTRACTION; NEURAL NETWORK; PACKED BED; SUPERCRITICAL FLUID;

EID: 0343415761     PISSN: 00092509     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0009-2509(99)00182-7     Document Type: Article

References (37)

1. Aboul-Enein H.Y., Abou-Basha L.I. Simple HPLC method for the determination of thymoquinone in black seed oil (Nigella sativa L.). Journal of Liquid Chromatography. 18(5):1995;895-902.
2. Bhat N.V., McAvoy T.J. Use of neural nets for dynamic modelling and control of chemical process systems. Computers in Chemical Engineering. 14:1989;573-583.
3. Bhat, N. V., Minderman, P. A., McAvoy, T. J., & Wang, N. S. (1990). Modeling chemical process systems via neural computation. IEEE Control Systems Magazine, April 24-29.
4. Blayo F., Verleysen M. Les Résaux de Neurones Artificiels. 1996;PUF, Paris, France.
5. Box G.E.P., Hunter W.G., Hunter J.S. Statistics for experimenters. An introduction to design, data analysis, and model building. 1978;Wiley, New York, USA.
6. Briggs J.B. An introduction to numerical methods for chemical engineers. 1988;Texas Tech University Press, Lubbock, TX, USA.
7. Brunner G. Mass transfer from solid material in gas extraction. Deutsche Bunsengesellschaft für Physikalische Chemie. 88:1984;887-891.
8. Brunner, G. (1998) Oral presentation of "Processing of natural materials by supercritical gases". Fifth meeting on supercritical fluids (ISASF), March 25. France: Nice.
9. Bulsari, A.B. (Ed.). (1995). Neural networks for chemical engineers, Amsterdam, Netherlands: Elsevier.
10. Bulsari A.B., Palosaari S. Application of neural networks for system identification of an adsorption column. Neural Computers and Applications. 1:1993;160-165.
11. Catchpole O., Bernig R. Measurement and correlation of packed-bed axial dispersion coefficients in supercritical carbon dioxide. Industrial and Engineering Chemistry Research. 35:1996;824-828.
12. 2. Industrial and Engineering Chemistry Research. 27:1988;1551-1553.
13. Froment G.F., Bishoff K.B. Chemical reactor analysis and design. (2nd ed.):1990;Wiley, New York, USA.
14. Goto M., Roy B.C., Hirose T. Shrinking-core leaching model for supercritical fluid extraction. Journal of Supercritical Fluids. 9:1996;128-133.
15. Hortaçsu O., Aeskenazi O., Akman U. Release mechanisms of extractable compounds from plant matrices during supercritical fluid extraction. ACS Symposium Series. 608:1995;364-375.
16. Jones M.C. Mass transfer in supercritical extraction from solid matrices. Bruno T., Ely J. In supercritical fluid extraction. 1991;CRC Press, Boca Raton, FL, USA.
17. King M.B., Catchpole O. Physico-chemical data required for the design of near-critical fluid extraction process. King M.B., Bott T.R. Extraction of natural products using near-critical solvents. 1993;184-228 Chapman & Hall, UK.
18. King M.B., Bott T.R. Extraction of natural products using near-critical solvents. 1993;Chapman & Hall, UK.
19. Levenspiel O. Chemical reaction engineering. (2nd ed.):1972;Wiley, New York, USA.
20. Lim G.-B., Holder G.D., Shah Y.T. Mass transfer in gas-solid systems at supercritical conditions. Journal of supercritical Fluids. 3:1990;186-197.
21. Lisboa, P. G. J. (Ed.). (1992). Neural networks, current applications, London, UK: Chapman & Hall.
22. Madras G., Thibaud C., Erkey C., Akgerman A. Modeling of supercritical extraction of organics from solid matrices. The American Institute of Chemical Engineers Journal. 40(5):1994;777-785.
23. Peng D.-Y., Robinson D.B. A new two-constant equation of state. Industrial and Engineering Chemistry Research. 15:1976;59-64.
24. Puiggené J., Larrayoz M.A., Recasens F. Free liquid-to-supercritical fluid mass transfer in packed beds. Chemical Engineering Science. 52:1996;195-212.
25. Reverchon E. Supercritical fluid extraction and fractionation of essential oils and related products. Journal of Supercritical Fluids. 10:1997;1-37.
26. Roy B.C., Goto M., Hirose T. Extraction of ginger oil with supercritical carbon dioxide: experiments and modeling. Industrial and Engineering Chemistry Research. 35:1996;607-612.
27. Sanders N. Food legislation and the scope for increased use of near-critical fluid extraction operations in the food, flavouring and pharmaceutical industries. King M.B., Bott T.R. Extraction of natural products using near-critical solvents. 1993;34-48 Chapman & Hall, UK.
28. Smith J.M. Chemical engineering kinetics. (3rd ed.):1981;McGraw-Hill, New York, USA.
29. 2-I. Modeling of extraction curves. Chemical Engineering Science. 49(3):1994;409-414.
30. 2-II. Extraction of grape oil. Chemical Engineering Science. 49(3):1994;415-420.
31. Stahl E., Quirin K.-W., Gerard D. Dense gases for extraction and refining. 1988;Springer, Berlin, Germany.
32. Stern H.S. Neural networks in applied statistics. Technometrics. 38:1996;205-220.
33. Stüber F., Vázquez A.M., Larrayoz M.A., Recasens F. Supercritical fluid extraction of packed beds. External mass transfer in upflow and downflow operation Industrial and Engineering Chemistry Research. 35:1996;3618-3628.
34. Treybal R.E. Mass transfer operations. (3rd ed.):1980;McGraw-Hill, New York, USA.
35. Tsen A.Y.-D., Jang S.S., Wong D.S.H., Joseph B. Predictive control of quality in batch polymerisation using hybrid ANN models. The American Institute of Chemical Engineers Journal. 42(2):1996;455-465.
36. van Camp, D. (1992). Neurons for computers. Scientific American, 125-127.
37. Zehnder B., Trepp C. Mass-transfer coefficients and equilibrium solubilities for fluid-supercritical-solvent systems by online near IR-spectroscopy. Journal of Supercritical Fluids. 6(3):1993;131-137.