PRSV equation of state parameter modeling through artificial neural network and adaptive network-based fuzzy inference system

Tahmaseb Hatami; Masoud Rahimi; Hiua Daraei; Ehsan Heidaryan; Ammar Abdulaziz Alsairafi

Korean Journal of Chemical Engineering, Vol.29, No.5, 657-667, May, 2012

DOI10.1007/s11814-011-0235-x Export Citation

PRSV equation of state parameter modeling through artificial neural network and adaptive network-based fuzzy inference system

Tahmaseb Hatami^{1, 2}, Masoud Rahimi^{1, †}, Hiua Daraei³, Ehsan Heidaryan¹, and Ammar Abdulaziz Alsairafi⁴

¹CFD Research Center, Department of Chemical Engineering, Razi University, Kermanshah, Iran
²Faculty of Engineering, Department of Chemical Engineering, University of Kurdistan, Sanandaj, Iran
³Environmental Health Research Center, Kurdistan University of Medical Sciences, Sanandaj, Iran
⁴Faculty of Mechanical Engineering, College of Engineering and Petroleum, Kuwait University, Kuwait

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Two different modeling methods have been proposed to relate the Peng-Robinson-Stryjek-Vera (PRSV) parameter, κ1, to some common thermodynamic constants, including critical temperature (Tc), critical pressure (Pc), acentric factor (ω) and molecular weight (Mw). The methods are artificial neural network (ANN) and adaptive networkbased fuzzy inference System (ANFIS). A set of 159 data points (116, 23 and 20) was used for construct training, validating and testing, respectively. The radius parameter of ANFIS was determined through genetic algorithm (GA) optimization technique. The ANN and especially ANFIS results are in a good agreement with most of the compound groups.

Keywords:Peng-Robinson-Stryjek-Vera Parameter;Artificial Neural Network;Adaptive Network-Based Fuzzy Inference System;Genetic Algorithm

[References]

Rpeid RC, Prausnitz JM, Poling BE, The properties of gases and liquids, 4th Ed., McGraw-Hill, New York (1987)
Stryjek R, Vera JH, Can. J. Chem. Eng., 64, 323 (1986)
Proust P, Vera JH, Can. J. Chem. Eng., 67, 170 (1989)
Rajasekaran S, Vijayalakshmi-Pai GA, Neural networks, fuzzy logic, and genetic algorithms, Prentice-Hall, India (2007)
Himmelblau DM, Korean J. Chem. Eng., 17(4), 373 (2000)
Hussain MA, Aroua MK, Yin CY, Rahman RA, Ramli NA, Korean J. Chem. Eng., 27(6), 1864 (2010)
Park TC, Kim US, Kim LH, Jo BW, Yeo YK, Korean J. Chem. Eng., 27(4), 1063 (2010)
Zhang Y, Ding Y, Wu Z, Kong L, Chou T, Korean J. Chem. Eng., 24(6), 1118 (2007)
Shokri A, Hatami T, Khamforoush M, J. Supercrit. Fluids., 58, 49 (2011)
Zahedi G, Azizi S, Hatami T, Sheikhattar L, The Open Chem.Eng. J., 4, 21 (2010)
Godini HR, Ghadrdan M, Omidkhah MR, Madaeni SS, Desalination, 265(1-3), 11 (2011)
Shokrian M, Sadrzadeh M, Mohammadi T, J. Membr. Sci., 346(1), 59 (2010)
Safamirzaei M, Modarress H, Mohsen-Nia M, Fluid Phase Equilib., 266(1-2), 187 (2008)
Nguyen VD, Tan RR, Brondial Y, Fuchino T, Fluid Phase Equilib., 254(1-2), 188 (2007)
Klincewicz KM, Reid RC, AIChE J., 30, 137 (1984)
Tyn MT, Calus WF, Processing., 21, 16 (1975)
Hagan MT, Demuth HB, Beale M, Neural Network Design, PWS, Boston, MA (1996)
Niculescu SP, J. Mol. Struct., 622, 71 (2003)
MATLAB User’s Guide (2007)
Anderson D, McNeill G, Artificial neural networks technology, Data&Analysis Center for Software (1992)
Jang JSR, IEEE International Conference on Syst. Man Cybernet., 23, 665 (1993)
Takagi T, Sugeno M, IEEE Trans. Syst. Man Cybernet., 15, 116 (1985)
Sugeno M, Kang GT, Fuzzy Sets Syst., 28, 15 (1998)
Kulkarni AD, Computer vision and fuzzy neural systems, Prentice-Hall, Englewood Cliffs, NJ (2001)
Entchev E, Yang LB, J. Power Sources, 170(1), 122 (2007)
Perendeci A, Arslan S, Tanyola A, Celebi SS, Bioresour. Technol., 100, 4579 (2009)
Chen X, Wang N, Chem. Eng. J., 150(2-3), 527 (2009)
Buyukbingol E, Sisman A, Akyildiz M, Alparslan FN, Adejare A, Bioorg. Med. Chem., 15, 4265 (2007)
Prausnitz JM, Lichtenthaler RN, Azevedo EGD, Molecular thermodynamics of fluid-phase equilibria, 3th Ed., Prentice Hall, Englewood Cliffs, NJ (1999)

[Referenced By]

[1] Rpeid RC, Prausnitz JM, Poling BE, The properties of gases and liquids, 4th Ed., McGraw-Hill, New York (1987)

[2] Stryjek R, Vera JH, Can. J. Chem. Eng., 64, 323 (1986)

[3] Proust P, Vera JH, Can. J. Chem. Eng., 67, 170 (1989)

[4] Rajasekaran S, Vijayalakshmi-Pai GA, Neural networks, fuzzy logic, and genetic algorithms, Prentice-Hall, India (2007)

[5] Himmelblau DM, Korean J. Chem. Eng., 17(4), 373 (2000)

[6] Hussain MA, Aroua MK, Yin CY, Rahman RA, Ramli NA, Korean J. Chem. Eng., 27(6), 1864 (2010)

[7] Park TC, Kim US, Kim LH, Jo BW, Yeo YK, Korean J. Chem. Eng., 27(4), 1063 (2010)

[8] Zhang Y, Ding Y, Wu Z, Kong L, Chou T, Korean J. Chem. Eng., 24(6), 1118 (2007)

[9] Shokri A, Hatami T, Khamforoush M, J. Supercrit. Fluids., 58, 49 (2011)

[10] Zahedi G, Azizi S, Hatami T, Sheikhattar L, The Open Chem.Eng. J., 4, 21 (2010)

[11] Godini HR, Ghadrdan M, Omidkhah MR, Madaeni SS, Desalination, 265(1-3), 11 (2011)

[12] Shokrian M, Sadrzadeh M, Mohammadi T, J. Membr. Sci., 346(1), 59 (2010)

[13] Safamirzaei M, Modarress H, Mohsen-Nia M, Fluid Phase Equilib., 266(1-2), 187 (2008)

[14] Nguyen VD, Tan RR, Brondial Y, Fuchino T, Fluid Phase Equilib., 254(1-2), 188 (2007)

[15] Klincewicz KM, Reid RC, AIChE J., 30, 137 (1984)

[16] Tyn MT, Calus WF, Processing., 21, 16 (1975)

[17] Hagan MT, Demuth HB, Beale M, Neural Network Design, PWS, Boston, MA (1996)

[18] Niculescu SP, J. Mol. Struct., 622, 71 (2003)

[19] MATLAB User’s Guide (2007)

[20] Anderson D, McNeill G, Artificial neural networks technology, Data&Analysis Center for Software (1992)

[21] Jang JSR, IEEE International Conference on Syst. Man Cybernet., 23, 665 (1993)

[22] Takagi T, Sugeno M, IEEE Trans. Syst. Man Cybernet., 15, 116 (1985)

[23] Sugeno M, Kang GT, Fuzzy Sets Syst., 28, 15 (1998)

[24] Kulkarni AD, Computer vision and fuzzy neural systems, Prentice-Hall, Englewood Cliffs, NJ (2001)

[25] Entchev E, Yang LB, J. Power Sources, 170(1), 122 (2007)

[26] Perendeci A, Arslan S, Tanyola A, Celebi SS, Bioresour. Technol., 100, 4579 (2009)

[27] Chen X, Wang N, Chem. Eng. J., 150(2-3), 527 (2009)

[28] Buyukbingol E, Sisman A, Akyildiz M, Alparslan FN, Adejare A, Bioorg. Med. Chem., 15, 4265 (2007)

[29] Prausnitz JM, Lichtenthaler RN, Azevedo EGD, Molecular thermodynamics of fluid-phase equilibria, 3th Ed., Prentice Hall, Englewood Cliffs, NJ (1999)