The use of neural networks on VLE data prediction

Journal of Scientific and Industrial Research

Volumn 63, Issue 4, 2004, Pages 336-343

  Bilgin, Mehmet ^a   Hasdemir, I Metin ^a   Oztas, Oguzhan ^a  

^a ISTANBUL UNIVERSITY   (Turkey)

Author keywords

Activity coefficients; Neural network; UNIFAC model; Vapor liquid equilibrium

Indexed keywords

BINARY MIXTURE; NEURAL NETWORK; PREDICTION; VAPOR-LIQUID EQUILIBRIUM;

EID: 16544386966     PISSN: 00224456     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (14)

1. Larsen B L, Rasmussen P & Fredenslund A, A modified UNIFAC group-contribution model for the prediction of phase equilibria and heats of mixing, Ind Eng Chem Res, 26 (1987) 2274.
2. Gmehling J, Li J & Schiller M, A modified UNIFAC model. 2. Present parameter matrix and results for different thermodynamic properties, Ind Eng Chem Res, 32 (1993) 178.
3. Fu Y, Sandler S I & Orbey H, A modified UNIQUAC model that includes hydrogen bonding, Ind Eng Chem Res, 34 (1995) 4351.
4. Syu M J & Tsao G, Neural network modeling batch cell growth pattern, Biotechnol Bioeng, 42 (1993) 376.
5. Holbrook S R, Dubchak I & Kim S H, Probe: a computer program employing an integrated neural network approach to protein structure prediction, Biotechniques, 14 (1993) 984.
6. Gasteiger J & Zupan J, Neural networks in chemistry, Angew Chem Int Ed Engl, 32 (1993) 503.
7. Cheraoui D & Villemin D, Use of a neural-network to determine the boiling-point of alkanes, J Chem Soc, Faraday Trans, 90 (1994) 97.
8. Kan P & Lee C, A neural network model for prediction of phase equilibria in aqueous two-phase extraction, Ind Eng Chem Res, 35 (1996) 2015.
9. Alvarez E, Riverol C, Correa J M & Navaza J M, Design of a combined mixing rule for the prediction of vapor-liquid equilibria using neural networks, Ind Eng Chem Res, 38 (1999) 1706.
10. Reid R C, Prausnitz J M & Poling B E, The properties of gases and liquids (McGraw-Hill, New York) 1987, 629.
11. Fredenslund A, Gmehling J, Michelsen M, Rasmussen P & Prausnitz J M, Computerized design of multicomponent distillation columns using the UNIFAC group contribution method for calculation of activity coefficients, Ind Eng Chem Pro Des Dev 16 (1977) 450.
12. Fredenslund A, Jones R L & Prausnitz J M, AIChE Journal, 21 (1975) 1086.
13. Chaudhari S K & Katti S S, Vapour-liquid equilibria of binary mixtures of n-hexane, n-heptane and n-octane with 1,2-dichloroethane at 323.15 K, Fluid Phase Equilib, 57 (1990) 297.
14. Kogan W B & Fridman W M, Handbuch der dampflüssigkeits-gleichgewichte (VEB Deutscher Verlag der Wissenschaften, Berlin) 1961, 125.