Articles & Issues
- Language
- english
- Conflict of Interest
- In relation to this article, we declare that there is no conflict of interest.
- Publication history
-
Received January 13, 2017
Accepted June 7, 2017
- This is an Open-Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/bync/3.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Copyright © KIChE. All rights reserved.
All issues
Optimization of Extended UNIQUAC Parameter for Activity Coefficients of Ions of an Electrolyte System using Genetic Algorithms
Seyed Hossein Hashemi†
Seyed Ali Mousavi Dehghani1
Abdolhamid Khodadadi2
Mahmood Dinmohammad1
Seyed Mohsen Hosseini3
Seyed Abdolrasoul Hashemi4
Graduate Msc Chemical Engineering, University of Mohaghegh Ardabili, Ardabil, Iran 1Institute of production and recovery, RIPI, NIOC, Iran 2Graduated Bsc Chemical Engineering, Persian Gulf University, Bushehr, Iran 3Graduate Msc Chemical Engineering, Sahand University,tabriz, Iran 4Graduate Msc computer Engineering, Software trends, Yasooj Islamic Azad University, UK
hosseinhashmei@gmail.com
Korean Chemical Engineering Research, October 2017, 55(5), 652-659(8), 10.9713/kcer.2017.55.5.652 Epub 19 October 2017
Download PDF
Abstract
In the present research, in order to predict activity coefficient of inorganic ions in electrolyte solution of a petroleum system, we studied 13 components in the electrolyte solution, including H2O, CO2 (aq), H+, Na+, Ba2+, Ca2+, Sr2+, Mg2+, SO4, CO3, OH-, Cl-, and HCO3. To predict the activity coefficient of the components of the petroleum system (a solid/liquid equilibrium system), activity coefficient model of Extended UNIQUAC was studied, along with its adjustable parameters optimized based on a genetic algorithm. The total calculated error associated with optimizing the adjustable parameters of Extended UNIQUAC model considering the 13 components under study at three temperature levels (298.15, 323.15, and 373.15 K) using the genetic algorithm is found to be 0.07.
References
Muhlenbein H, Schlierkamp-Voosen D, Evolutionary Computation, 1(1), 25 (1993)
Fathian M, Amiri B, Maroosi A, Appl. Math. Computation, 190, 1502 (2007)
Fontane D, Proceeding of the Second Federal Interagency Hydrologic Modeling Conference. Las Vegas, NV, USA(2001).
Thomsen K, Rasmussen P, Chem. Eng. Sci., 54(12), 1787 (1999)
Abrams D, Prausnitz J, AIChE J., 21(1), 116 (1975)
Garcia AV, Thomsen K, Stenby EH, Geothermics, 34(1), 61 (2005)
Voss M, Foley C, Proceedings Genetic and Evolutionary Computation Conference (GECCO 99)(1999).
Whitley D, Statistics computer, 4, 65 (1994)
Krishnamoorthy C, Venkatesh P, Sudarshan R, J. Comp. Civil Engineering, 16(1), 66 (2002)
Mitsuo G, Runwei C, Genetic algorithms and engineering design. Wiley(1997).
Goldberg D, Genetic Algorithm in search, Optimization and Machine Learning, Addison-Wesley(1989).
Agrawal N, Rangaiah GP, Ray AK, Gupta SK, Ind. Eng. Chem. Res., 45(9), 3182 (2006)
Cao K, Feng X, Ma H, Comput. Chem. Eng., 31(12), 1565 (2007)
Elliott L, Ingham D, Kyne A, Mera N, Pourkashanian M, Wilson C, Journal of Engineering for Gas Turbines and Power, 128(2), 255-263(2006).
Jezowski J, Bochenek R, Poplewski G, Chem. Eng. Process., 46(11), 1160 (2007)
Boozarjomehry RB, Masoori M, Chem. Eng. J., 130(1), 29 (2007)
Till J, Sand G, Urselmann M, Engell S, Comput. Chem. Eng., 31(5-6), 630 (2007)
Young CT, Zheng Y, Yeh CW, Jang SS, Ind. Eng. Chem. Res., 46, 1529 (2007)
Lepar YY, Wang YC, Chang CT, Comput. Chem. Eng., 101, 167 (2017)
Garcia AV, Thomsen K, Stenby EH, Geothermics, 35(3), 239 (2006)
Ghasemi M, Ghavidel S, Rahmani S, Roosta A, Falah H, Eng. Appl. Artif. Intell., 29, 54 (2014)
Yonggang C, Fengjie Y, Jigui S, J. Jilin University, 24(2), 181 (2006)
Clerc M, Kennedy J, IEEE Trans. Evolutionary Computation, 6(1), 58 (2002)
Basturk B, Karaboga D, IEEE Swarm Intelligence Symposium, May 12-14, Indianapolis, IN, USA(2006).
Karaboga D, Basturk B, J. Global Optimization, 39, 459 (2007)
Karaboga D, Basturk B, Appl. Soft Computing, 8, 687 (2008)
Templeton C, J. Chem. Eng. Data, 514-516(1960).
Vetter O, Vandenbroeck I, Nayberg J, Society of Petroleum Engineers, 271-281(1983).
Fathian M, Amiri B, Maroosi A, Appl. Math. Computation, 190, 1502 (2007)
Fontane D, Proceeding of the Second Federal Interagency Hydrologic Modeling Conference. Las Vegas, NV, USA(2001).
Thomsen K, Rasmussen P, Chem. Eng. Sci., 54(12), 1787 (1999)
Abrams D, Prausnitz J, AIChE J., 21(1), 116 (1975)
Garcia AV, Thomsen K, Stenby EH, Geothermics, 34(1), 61 (2005)
Voss M, Foley C, Proceedings Genetic and Evolutionary Computation Conference (GECCO 99)(1999).
Whitley D, Statistics computer, 4, 65 (1994)
Krishnamoorthy C, Venkatesh P, Sudarshan R, J. Comp. Civil Engineering, 16(1), 66 (2002)
Mitsuo G, Runwei C, Genetic algorithms and engineering design. Wiley(1997).
Goldberg D, Genetic Algorithm in search, Optimization and Machine Learning, Addison-Wesley(1989).
Agrawal N, Rangaiah GP, Ray AK, Gupta SK, Ind. Eng. Chem. Res., 45(9), 3182 (2006)
Cao K, Feng X, Ma H, Comput. Chem. Eng., 31(12), 1565 (2007)
Elliott L, Ingham D, Kyne A, Mera N, Pourkashanian M, Wilson C, Journal of Engineering for Gas Turbines and Power, 128(2), 255-263(2006).
Jezowski J, Bochenek R, Poplewski G, Chem. Eng. Process., 46(11), 1160 (2007)
Boozarjomehry RB, Masoori M, Chem. Eng. J., 130(1), 29 (2007)
Till J, Sand G, Urselmann M, Engell S, Comput. Chem. Eng., 31(5-6), 630 (2007)
Young CT, Zheng Y, Yeh CW, Jang SS, Ind. Eng. Chem. Res., 46, 1529 (2007)
Lepar YY, Wang YC, Chang CT, Comput. Chem. Eng., 101, 167 (2017)
Garcia AV, Thomsen K, Stenby EH, Geothermics, 35(3), 239 (2006)
Ghasemi M, Ghavidel S, Rahmani S, Roosta A, Falah H, Eng. Appl. Artif. Intell., 29, 54 (2014)
Yonggang C, Fengjie Y, Jigui S, J. Jilin University, 24(2), 181 (2006)
Clerc M, Kennedy J, IEEE Trans. Evolutionary Computation, 6(1), 58 (2002)
Basturk B, Karaboga D, IEEE Swarm Intelligence Symposium, May 12-14, Indianapolis, IN, USA(2006).
Karaboga D, Basturk B, J. Global Optimization, 39, 459 (2007)
Karaboga D, Basturk B, Appl. Soft Computing, 8, 687 (2008)
Templeton C, J. Chem. Eng. Data, 514-516(1960).
Vetter O, Vandenbroeck I, Nayberg J, Society of Petroleum Engineers, 271-281(1983).