Comparison between the artificial neural network system and SAFT equation in obtaining vapor pressure and liquid density of pure alcohols

Expert Systems with Applications

Volumn 38, Issue 3, 2011, Pages 1738-1747

  Rohani, Ali Asghar ^a   Pazuki, Gholamreza ^b   Najafabadi, Hamed Abedini ^b   Seyfi, Saeed ^c   Vossoughi, Manouchehr ^b  

^a ISLAMIC AZAD UNIVERSITY   (Iran)

^b SHARIF UNIVERSITY OF TECHNOLOGY   (Iran)

^c UNIVERSITY OF ISFAHAN   (Iran)

Author keywords

Alcohol; Artificial neural network; Association fluid; Phase behavior; SAFT

Indexed keywords

ACENTRIC FACTORS; ADJUSTABLE PARAMETERS; ARTIFICIAL NEURAL NETWORK; ASSOCIATION ENERGIES; ASSOCIATION FLUID; AVERAGE ABSOLUTE DEVIATION; CRITICAL PROPERTIES; EQUATION OF STATE; EXPERIMENTAL DATA; LIQUID DENSITY; NETWORK TOPOLOGY; NEURAL NETWORK SYSTEMS; NON-LINEAR REGRESSION METHOD; SAFT; SQUARE-WELL; STATISTICAL ASSOCIATING FLUID THEORY; TEMPERATURE INDEPENDENTS; THERMO-PHYSICAL PROPERTY;

DENSITY OF LIQUIDS; ELECTRIC NETWORK TOPOLOGY; EQUATIONS OF STATE OF LIQUIDS; HYDROSTATIC PRESSURE; LIQUIDS; ORGANIC POLYMERS; VAPOR PRESSURE; VAPORS;

NEURAL NETWORKS;

EID: 78049528930     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2010.07.099     Document Type: Article

References (29)

1. S.F. Aghamiri, G.A. Mansoori, and H. Modarress A generalized chemical association theory of mixtures Zeitschrift fur Physikalische Chemie 205 1998 211 240
2. S.F. Aghamiri, H. Modarress, and G.A. Mansoori A new theoretical approach to the hydrogen-bonded fluids based on the conformal solution concept Journal of Physical Chemistry B 105 2001 2820 2825
3. A.P. Bünz, B. Braun, and R. Janowsky Quantitative structure-property relationships and neural networks: Correlation and prediction of physical properties of pure components and mixtures from molecular structure Fluid Phase Equilibria 1999 367 374
4. W.G. Chapman, G. Jackson, and K.E. Gubbins Phase equilibria of associating fluids: Chain molecules with multiple bonding sites Molecular Physics 65 1988 1057 1079
5. G. Chapman, K.E. Gubbins, W.G. Jackson, and M. Radosz New reference equation of state for associating liquids Industrial & Engineering Chemistry Research 29 1990 1709 1721
6. A. Chouai, S. Laugier, and D. Richon Modeling of thermodynamic properties using neural networks application to refrigerants Fluid Phase Equilibria 199 2002 53 62
7. R.L. Cotterman, B.J. Schwarz, and J.M. Prausnitz Molecular thermodynamics for fluids at low and high densities. Part I: Pure fluids containing small or large molecules AIChE Journal 32 1986 1787 1798
8. A. Dashtizadeh, G.R. Pazuki, V. Taghikhani, and C. Ghotbi A new two-parameter cubic equation of state for predicting phase behavior of pure compounds and mixtures Fluid Phase Equilibria 242 2006 19 28
9. A. Grenner, I. Tsivintzelis, I.G. Economou, C. Panayiotou, and G.M. Kontogeorgis Evaluation of the nonrandom hydrogen bonding (NRHB) theory and the simplified perturbed-chain-statistical associating fluid theory (sPC-SAFT) 1. Vapor-liquid equilibria Industrial & Engineering Chemistry Research 47 2008 5636 5650
10. S. Laugier, and D. Richon Use of artificial neural networks for calculating derived thermodynamic quantities from volumetric property data Fluid Phase Equilibria 210 2003 247 255
11. G.A. Mansoori, N.F. Camahan, K.E. Starling, and T.W. Leland Equilibrium thermodynamic properties of the mixture of hard spheres Journal of Chemical Physics 54 1971 1523 1527
12. S. Mohanty Estimation of vapour liquid equilibria of binary systems, carbon dioxide-ethyl caproate, ethyl caprylate and ethyl caprate using artificial neural networks Fluid Phase Equilibria 235 2005 92 98
13. A. Mohebbi, M. Taheri, and A. Soltani A neural network for predicting saturated liquid density using genetic algorithm for pure and mixed refrigerants International Journal of Refrigeration 31 2008 1317 1327
14. M. Mohsen-Nia, H. Modarres, and G.A. Mansoori A cubic equation of state based on a simplified hard-core model Chemical Engineering Communications 131 1995 15 31
15. N. Muro-Sune, G.M. Kontogeorgis, N. von Solms, and M.L. Michelsen Phase equilibrium modeling for mixtures with acetic acid using an association equation of state Industrial & Engineering Chemistry Research 47 2008 5660 5668
16. J.A. Nelder, and R. Mead A simplex method for function minimization The Computer Journal 7 1965 308 313
17. G.R. Pazuki, M. Nikookar, and M.R. Omidkhah Application of a new cubic equation of state to computation of phase behavior of fluids and asphaltene precipitation in crude oil Fluid Phase Equilibria 254 2007 42 48
18. G.R. Pazuki, V. Taghikhani, and M. Vossoughi Prediction of the partition coefficients of biomolecules in polymer-polymer aqueous two-phase systems using the artificial neural network model Particulate Science and Technology 28 2010 67 73
19. D.Y. Peng, and D.B. Robinson A new two-constant equation of state Industrial and Engineering Chemistry Fundamentals 15 1976 59 64
20. O. Redlich, and J.N.S. Kwong on the thermodynamics of solutions, V: An equation of state. Fugacities of gaseous solutions Chemical Reviews 44 1949 233 244
21. R. Rojas Neural network 1996 Springer-Verlag Berlin
22. J.V. Sengers, R.F. Kayser, C.J. Peters, and H.J. White Equations of state for fluids and fluids mixtures 2000 Elsevier Amsterdam, The Netherlands
23. B.D. Smith, and R. Srivastava Thermodynamic data for pure compounds 1986 Elsevier
24. G. Soave Equilibrium constants from a modified Redlich-Kwong equation of state Chemical Engineering Science 72 1972 1197 1203
25. A. Sözen, E. Arcaklioglu, T. Menlik, and M. Özalp Determination of thermodynamic properties of an alternative refrigerant (R407c) using artificial neural network Expert Systems with Applications 36 2009 4346 4356
26. A.A. Strechan, G.J. Kabo, and Y.U. Paulechka The correlations of the enthalpy of vaporization and the surface tension of molecular liquids Fluid Phase Equilibria 250 2006 125 130
27. I. Tsivintzelis, A. Grenner, I.G. Economou, C. Panayiotou, and G.M. Kontogeorgis Evaluation of the nonrandom hydrogen bonding (NRHB) theory and the simplified perturbed-chain-statistical associating fluid theory (sPC-SAFT). 2. Liquid-liquid equilibria and prediction of monomer fraction in hydrogen bonding systems Industrial & Engineering Chemistry Research 47 2008 5651 5659
28. vanderWaals, J. H. 1873. On the continuity of the gases and liquid state. Doctoral dissertation, Leiden, the Netherlands: Leiden University.
29. J.J. van Laar The vapor pressure of binary mixtures Zeitschrift fur Physikalische Chemie 83 1910 599 608