Liquid-liquid equilibrium calculation for ternary aqueous mixtures of ethanol and acetic acid with 2-ethyl-1-hexanol using the GMDH-type neural network

Industrial and Engineering Chemistry Research

Volumn 50, Issue 17, 2011, Pages 10158-10167

  Ghanadzadeh, H ^a   Fallahi, S ^a   Ganji, M ^a  

^a UNIVERSITY OF GUILAN   (Iran)

Author keywords

[No Author keywords available]

Indexed keywords

2-ETHYL-1-HEXANOL; AQUEOUS MIXTURES; DATA SETS; EXPERIMENTAL VALUES; GMDH-TYPE NEURAL NETWORKS; GROUP METHOD OF DATA HANDLING; INPUT-OUTPUT; LIQUID LIQUID EQUILIBRIUM; LIQUID PHASE EQUILIBRIUM; NEURAL NETWORK METHOD; NEW MODEL; TEMPERATURE RANGE; TEST SETS;

ACETIC ACID; ALCOHOLS; DATA HANDLING; ETHANOL; NEURAL NETWORKS; PH; PHASE EQUILIBRIA; STATISTICAL TESTS; TERNARY SYSTEMS;

LIQUIDS;

EID: 80052379036     PISSN: 08885885     EISSN: 15205045     Source Type: Journal    
DOI: 10.1021/ie101425w     Document Type: Article

References (38)

1. Özmen, D.; Cehreli, S. Phase Equilibria of Water + 1-Propanol + Solvent (n -Amyl Acetate, Cyclohexanol, and Cyclohexyl Acetate) at T = 298.2 K Fluid Phase Equilib. 2007, 253, 61-66 (Pubitemid 46366595)
2. Fernandez-Torres, M. J.; Gomis-Yagues, V.; Ramos-Nofuentes, M.; Ruiz-Bevia, F. The Influence of the Temperature on the Liquid-Liquid Equilibrium of the Ternary System 1-Pentanol + Ethanol + Water Fluid Phase Equilib. 1999, 164, 267-273 (Pubitemid 29481324)
3. Garcia-Flores, B. E.; Galicia-Aguilar, G.; Eustaquio-Rincon, R.; Trejo, A. Liquid-Liquid Phase Diagrams of Ternary System as a Function of Temperature: Isooctane + Aromatic + Metanol Fluid Phase Equilib. 2001, 185, 275-293
4. Wu, C.-T.; Marsh, K. N.; Deev, A. V.; Boxall, J. A. Liquid-Liquid Equilibria of Room Temperature Ionic Liquids and Butan-1-ol J. Chem. Eng. Data 2003, 48, 486-491
5. Ghanadzadeh, H.; Ghanadzadeh, A. Liquid-Liquid Equilibria of Water + 1-Butanol + 2-Ethyl-1-hexanol System J. Chem. Eng. Data 2004, 49, 783-786
6. Ghanadzadeh, H.; Ghanadzadeh, A. Experimental and Theoretical Study of the Phase Equilibria in Ternary Aqueous Mixtures of 1,4-Butanediol with Alcohols at 298.2 K J. Chem. Eng. Data 2004, 49, 783-786
7. Chen, J.-T.; Lin, Y.-M. Liquid-liquid Equilibria of Water + 1-Butanol + Methyl Methacrylate or Butyl Methacrylate or Isobutyl Methacrylate at 288.15 K and 318.15 K Fluid Phase Equilib. 2007, 259, 189-194 (Pubitemid 47285591)
8. Liu, J.; Qin, Z.; Wang, J. Liquid-Liquid Equilibria for Methanol + Water + Hexane Ternary Mixtures J. Chem. Eng. Data 2002, 47, 1243-1245
9. Ince, E.; Kirbaslar, S. I. (Liquid + Liquid) Equilibria of (Water + Ethanol + Dimethyl Glutarate) at Several Temperatures J. Chem. Thermodyn. 2003, 35, 1671-1679
10. Ruiz, F.; Gomis, V.; Botella, R. F. Extraction of Ethanol from Aqueous Solution. 2. A Solvent More Volatile than Ethanol: Dichloromethane Ind. Eng. Chem. Res. 1988, 27, 648-650 (Pubitemid 18608171)
11. Roddy, J. W. Distribution of Ethanol + Water Mixtures to Organic Liquids Ind. Eng. Chem. Process Des. Dev. 1981, 20/1, 104-108
12. Arce, A.; Blanco, A.; Martinez-Ageitos, J.; Vidal, I. LLE Data for the Systems Water + (Methanol or Ethanol) + n -Amyl Acetate Fluid Phase Equilib. 1995, 109, 291-297
13. Fahim, M. A. Liquid-Liquid Equilibria for the System Water + Ethanol + Ethyl tert -Butyl Ether J. Chem. Eng. Data 1999, 44, 1129-1131 (Pubitemid 30529090)
14. Kirbaslar, I.; Cehreli, S.; Ustun, D.; Keskinocak, E. Equilibrium Data on Ethanol-Water-Solvent Ternaries Braz. J. Chem. Eng. 2000, 17, 191-197
15. Fandary, M. S.; Aljimaz, A. S.; Al-Kandary, J. A. Liquid-Liquid Equilibria of Water + Ethanol + Reformate at Different Temperatures J. Chem. Eng. Data 2002, 47, 487-491 (Pubitemid 34555251)
16. Ghanadzadeh, H.; Haghi, A. K. Liquid-Liquid Equilibrium Data for Water + Ethanol + Trans-Decalin: Measurement and Predication Fluid Phase Equilib. 2006, 247, 199-204
17. Gramajo de Doz, M. B.; Cases, A. M.; Diaz, P. A.; Solimo, H. N. (Liquid + Liquid) Equilibria for Water + Ethanol + Citral Multicomponent System at 303.15 K J. Chem. Eng. Data 2007, 52, 1710-1714 (Pubitemid 47522267)
18. Si-Moussa, C.; Hanini, S.; Derriche, R.; Bouhedda, M.; Bouzidi, A. Prediction of High-Pressure Vapor Liquid Equilibrium of Six Binary Systems, Carbon Dioxide with Six Esters, Using an Artificial Neural Network Model Braz. J. Chem. Eng. 2008, 25, 183-199
19. Renon, H.; Prausnitz, J. M. Local Compositions in Thermodynamic Excess Functions for Liquid Mixtures AIChE J. 1968, 14, 135-144
20. Abrams, D. S.; Prausnitz, J. M. Statistical Thermodynamics of Liquid Mixtures: A New Expression for Excess Gibbs Energy of Partly or Completely Miscible Systems AIChE J. 1975, 21, 116-128
21. Ghanadzadeh, A.; Ghanadzadeh, H.; Bahrpaima, Kh. Experimental and Theoretical Study of the Phase Equilibria in Ternary Aqueous Mixtures of 1,4-Butanediol with Alcohols at 298.2 K J. Chem. Eng. Data 2009, 54, 1009-1014
22. Se, R. A. G.; Aznar, M. Thermodynamic Modelling of Phase Equilibrium for Water + Poly(ethylene glycol) + Salt Aqueous Two-Phase Systems Braz. J. Chem. Eng. 2002, 19, 255-266 (Pubitemid 34725844)
23. Simoni, L. D.; Lin, Y.; Brennecke, J. F.; Stadtherr, M. A. Modeling Liquid-Liquid Equilibrium of Ionic Liquid Systems with NRTL, Electrolyte-NRTL, and UNIQUAC Ind. Eng. Chem. Res. 2008, 47, 256-272 (Pubitemid 351147661)
24. Fredenslund, A.; Jones, R. L. Prausnitz, Group-Contribution Estimation of Activity Coefficients in Nonideal Liquid Mixtures J. M. AIChE J. 1975, 21, 1086-1099
25. Sharma, R.; Singhal, D.; Ghosh, R.; Dwivedi, A. Potential Applications of Artificial Neural Networks to Thermodynamics: Vapor-Liquid Equilibrium Predictions Comput. Chem. Eng. 1999, 23, 385-390 (Pubitemid 29179695)
26. Ganguly, S. Prediction of VLE Data Using Radial Basis Function Network Comput. Chem. Eng. 2003, 27, 1445-1454 (Pubitemid 37021727)
27. Reyhani, S. Z.; Ghanadzadeh, H.; Puigjaner, L.; Recances, F. Estimation of Liquid-Liquid Equilibrium for a Quaternary System Using the GMDH Algorithm Ind. Eng. Chem. Res. 2009, 48, 2129-2134
28. Mjalli, F. S. Neural Network Model-Based Predictive Control of Liquid-Liquid Extraction Contactors Chem. Eng. Sci. 2005, 60, 239-253 (Pubitemid 39622621)
29. Torrecilla, J. S.; Deetlefs, M.; Seddon, K. R.; Rodríguez, F. Estimation Of Ternary Liquid-Liquid Equilibria For Arene/Alkane/Ionic Liquid Mixtures Using Neural Networks Phys. Chem. Chem. Phys. 2008, 10 (33) 5114-5120
30. Bogdan, S.; Gosak, D.; Vasic-Racki, D. Mathematical Modeling of Liquid-Liquid Equilibria in Aqueous Polymer Solution Containing Neutral Proteinase and Oxytetracycline Using Artificial Neural Network Comput. Chem. Eng. 1995, 19, 791-796
31. Park, J.; Sandberg, I. Universal Approximation Using Radial Basis Function Networks Neural Comput. 1991, 3 (2) 246-257
32. Powell, M. J. D. Radial Basis Functions for Multivariable Interpolation: A Review in Algorithms for Approximation; Mason, J. C.; Cox, M. G., Eds.; Clarendon Press: Oxford, U.K., 1987, pp 143-167.
33. Nariman-Zadeh, N.; Jamali, A. Pareto Genetic Design of GMDH-Type Neural Networks for Nonlinear Systems. In Proceedings of the International Workshop on InductiVeModelling; Drchal, J.; Koutnik, J., Eds.; Czech Technical University: Prague, Czech Republic, 2007, 96-103.
34. Ivakhnenko, A. G. IEEE Trans. Syst. Man. Cybern. 1971, 1, 364-378
35. Farlow, S. J. Self-Organizing Method in Modelling: GMDH-Type Algorithm; Marcel Dekker: New York, 1984.
36. Ghanadzadeh, H.; Ghanadzadeh, A. (Liquid + Liquid) Equilibria in (Water + Ethanol + 2-Ethyl-1-hexanol) at T = (298.2, 303.2, 308.2, and 313.2) K J. Chem. Thermodyn. 2003, 35, 1393-1401
37. Ghanadzadeh, H.; Ghanadzadeh, A.; Sariri, R. Liquid-Liquid Equilibria for Water + Acetic Acid + 2-Ethyl-1-hexanol: Experimental Data and Prediction J. Chem. Thermodyn. 2004, 36, 1001-1006
38. Nariman-Zadeh, N.; Darvizeh, A.; Felezi, M. E.; Gharababaei, H. Mater. Sci. Eng. 2002, 10, 727-744