A simple accurate model for prediction of physical properties of petroleum fractions

Hossein Parhizgar; Mohammad Reza Dehghani

Korean Journal of Chemical Engineering, Vol.33, No.10, 2930-2942, October, 2016

DOI10.1007/s11814-016-0147-x Export Citation

A simple accurate model for prediction of physical properties of petroleum fractions

Hossein Parhizgar^{1, 2}, and Mohammad Reza Dehghani^{1, 3, †}

¹Thermodynamics Research Laboratory, School of Chemical Engineering, Iran University of Science and Technology, Narmak, Tehran 16846, Iran
²Young Researchers and Elite Club, Marvdasht Branch, Islamic Azad University, Marvdasht, Iran
³, Iran

E-mail:

We utilized genetic programming approach for generation of a new model for prediction of critical properties and acentric factor of petroleum fractions. Usually for estimation of critical properties, molecular weight, specific gravity and boiling point are needed, while in this work in order to present an applicable model, just the boiling point and specific gravity have been used as the model parameters. Our results showed that using new correlations, critical temperature, pressure, volume and acentric of petroleum fractions can be correlated within 0.07, 0.65, 0.45 and 0.79 percent average absolute relative deviation. respectively.

Keywords:Genetic Programming;Critical Properties;Acentric Factor;Petroleum Fraction

[References]

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Jaubert JN, Mutelet F, Fluid Phase Equilib., 224(2), 285 (2004)
Jaubert JN, Privat R, Mutelet F, AIChE J., 56(12), 3225 (2010)
Shariati A, Ashrafmansouri SS, Osbuei MH, Hooshdaran B, Korean J. Chem. Eng., 30(1), 187 (2013)
Vitu S, Privat R, Jaubert JN, Mutelet F, J. Supercrit. Fluids, 45(1), 1 (2008)
Danesh A, Pvt and phase behaviour of petroleum reservoir fluids, Elsevier (1998).
Gharagheizi F, Eslamimanesh A, Mohammadi AH, Richon D, J. Chem. Eng. Data, 56(5), 2460 (2011)
Kesler MG, Lee BI, Hydrocarb. Process., 55, 153 (1976)
Kontogeorgis GM, Smirlis I, Yakoumis IV, Harismiadis V, Tassios DP, Ind. Eng. Chem. Res., 36(9), 4008 (1997)
Moharnmadi AH, Afzal W, Richon D, Ind. Eng. Chem. Res., 47(9), 3225 (2008)
Riazi MR, Daubert TE, Ind. Eng. Chem. Res., 26, 755 (1987)
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Riazi R, Characterization and properties of petroleum fractions, American Society for Testing & Materials (2005).
Wang Q, Jia Q, Ma P, J. Chem. Eng. Data, 57, 169 (2011)
He P, Ghoniem AF, Ind. Eng. Chem. Res., 54(35), 8809 (2015)
Xu XC, Jaubert JN, Privat R, Duchet-Suchaux P, Brana-Mulero F, Ind. Eng. Chem. Res., 54(10), 2816 (2015)
Mohammadi A, Omidkhah M, Karimzadeh R, Haghtalab A, Korean J. Chem. Eng., 30, 465 (2012)
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Edmister WC, Pet. Refiner, 37, 173 (1958)
Twu CH, Fluid Phase Equilib., 16, 137 (1984)
Cao H, Yu J, Kang L, Chen Y, Comput. Chem., 23, 143 (1999)
Mckay B, Willis M, Barton G, Comput. Chem. Eng., 21(9), 981 (1997)
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Parhizgar H, Dehghani MR, Eftekhari A, J. Petroleum Sci. Eng., 112, 97 (2013)
Koza JR, Genetic programming: On the programming of computers by means of natural selection, MIT Press (1992).
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Costa HF, Lourenco H, Johnson I, Goncalves FAMM, Ferreira AGM, Fonseca IMA, J. Chem. Eng. Data, 54(10), 2845 (2009)
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Lee BI, Kesler MG, AIChE J., 21, 510 (1975)
Korsten H, Ind. Eng. Chem. Res., 39(3), 813 (2000)
Tsonopoulos C, Heidman JL, Hwang S, Thermodynamic and transport properties of coal liquids, John Wiley and Sons, New York, NY, United States (1986).
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[1] Hatami T, Rahimi M, Daraei H, Heidaryan E, Alsairafi AA, Korean J. Chem. Eng., 29(5), 657 (2012)

[2] Jaubert JN, Mutelet F, Fluid Phase Equilib., 224(2), 285 (2004)

[3] Jaubert JN, Privat R, Mutelet F, AIChE J., 56(12), 3225 (2010)

[4] Shariati A, Ashrafmansouri SS, Osbuei MH, Hooshdaran B, Korean J. Chem. Eng., 30(1), 187 (2013)

[5] Vitu S, Privat R, Jaubert JN, Mutelet F, J. Supercrit. Fluids, 45(1), 1 (2008)

[6] Danesh A, Pvt and phase behaviour of petroleum reservoir fluids, Elsevier (1998).

[7] Gharagheizi F, Eslamimanesh A, Mohammadi AH, Richon D, J. Chem. Eng. Data, 56(5), 2460 (2011)

[8] Kesler MG, Lee BI, Hydrocarb. Process., 55, 153 (1976)

[9] Kontogeorgis GM, Smirlis I, Yakoumis IV, Harismiadis V, Tassios DP, Ind. Eng. Chem. Res., 36(9), 4008 (1997)

[10] Moharnmadi AH, Afzal W, Richon D, Ind. Eng. Chem. Res., 47(9), 3225 (2008)

[11] Riazi MR, Daubert TE, Ind. Eng. Chem. Res., 26, 755 (1987)

[12] Riazi MR, Daubert TE, Hydrocarb. Process., 59, 115 (1980)

[13] Riazi R, Characterization and properties of petroleum fractions, American Society for Testing & Materials (2005).

[14] Wang Q, Jia Q, Ma P, J. Chem. Eng. Data, 57, 169 (2011)

[15] He P, Ghoniem AF, Ind. Eng. Chem. Res., 54(35), 8809 (2015)

[16] Xu XC, Jaubert JN, Privat R, Duchet-Suchaux P, Brana-Mulero F, Ind. Eng. Chem. Res., 54(10), 2816 (2015)

[17] Mohammadi A, Omidkhah M, Karimzadeh R, Haghtalab A, Korean J. Chem. Eng., 30, 465 (2012)

[18] Cavett R, Physical data for distillation calculations, vapour-liquid equilibria, Proc. of 27th API Meeting, San Francisco, 351 (1962).

[19] Edmister WC, Pet. Refiner, 37, 173 (1958)

[20] Twu CH, Fluid Phase Equilib., 16, 137 (1984)

[21] Cao H, Yu J, Kang L, Chen Y, Comput. Chem., 23, 143 (1999)

[22] Mckay B, Willis M, Barton G, Comput. Chem. Eng., 21(9), 981 (1997)

[23] Shokir EMEM, Energy Fuels, 22(5), 3194 (2008)

[24] Wang XH, Hu YD, Li YG, Korean J. Chem. Eng., 25(3), 402 (2008)

[25] Shokir EME, El-Awad MN, Al-Quraishi AA, Al-Mahdy OA, Chem. Eng. Res. Des., 90(6), 785 (2012)

[26] Shokir EMEM, Dmour HN, Energy Fuels, 23(7), 3632 (2009)

[27] AlQuraishi AA, Energy Fuels, 23(1), 884 (2009)

[28] Parhizgar H, Dehghani MR, Eftekhari A, J. Petroleum Sci. Eng., 112, 97 (2013)

[29] Koza JR, Genetic programming: On the programming of computers by means of natural selection, MIT Press (1992).

[30] Banzhaf W, Genetic programming: An introduction on the automatic evolution of computer programs and its applications, Morgan Kaufmann Publishers (1998).

[31] Koza JR, Genetic programming iii: Darwinian invention and problem solving, Morgan Kaufmann (1999).

[32] Koza JR, Keane MA, Streeter MJ, Mydlowec W, Yu J, Lanza G, Genetic programming iv: Routine human-competitive machine intelligence, Springer (2005).

[33] Costa HF, Lourenco H, Johnson I, Goncalves FAMM, Ferreira AGM, Fonseca IMA, J. Chem. Eng. Data, 54(10), 2845 (2009)

[34] Riolo R, McConaghy T, Vladislavleva E, Genetic programming theory and practice viii, Springer (2010).

[35] Lee BI, Kesler MG, AIChE J., 21, 510 (1975)

[36] Korsten H, Ind. Eng. Chem. Res., 39(3), 813 (2000)

[37] Tsonopoulos C, Heidman JL, Hwang S, Thermodynamic and transport properties of coal liquids, John Wiley and Sons, New York, NY, United States (1986).

[38] Winn F, Petroleum Refiner, 36, 157 (1957)