Iranian Chemical Engineering Journal

Iranian Chemical Engineering Journal

Estimating NRTL Parameters via PSO Algorithm for Dibenzothiophene Extraction from Fuel Using Deep Eutectic Solvent

Document Type : Original Article

Authors
1 PhD. Student of Chemical Engineering, Petroleum University of Technology
2 Associate Professor of Chemical Engineering, Petroleum University of Technology
Abstract
Separation of sulfur-containing compounds from fuel remains one of the major challenges in crude oil refining processes. Extractive desulfurization using deep eutectic solvents (DES) has gained the attention of researchers as an effective method for removing these compounds from fuel. In this study, binary interaction parameters of the Non-Random Two-Liquid (NRTL) model were estimated using equilibrium solubility data of dibenzothiophene in the model fuel and the eutectic solvent (choline chloride and diethylene glycol), applying the Particle Swarm Optimization (PSO) algorithm. Subsequently, the developed thermodynamic model was employed to predict the extractive desulfurization performance. Modeling results indicate that the separation efficiency increases at lower temperatures and with a higher solvent-to-fuel ratio. Specifically, at 20 °C, increasing
the solvent ratio from 0.1 to 3 led to an increase in DBT removal from 1.9% to 37%, while at 60 °C, the efficiency increased from 1.7% to 34%.
Keywords
Subjects

[1]        Majid, M. F., Zaid, H. F. M., Kait, C. F., Jumbri, K., Yuan, L. C., & Rajasuriyan, S. (2020). Futuristic advance and perspective of deep eutectic solvent for extractive desulfurization of fuel oil: A review. Journal of Molecular Liquids, 306, 112870.
[2]        Srivastava, V. C. (2012). An evaluation of desulfurization technologies for sulfur removal from liquid fuels. Rsc Advances, 2(3), 759-783.
[3]        Heydari, A., Movahedirad, S., & Sobati, M. A. (2024). A Review on the Application of Microfluidic Systems in the Extractive Desulfurization of Liquid Fuels, Iranian Chemical Engineering Journal, 23(137), 100-116, [In Persian].
[4]        Lima, F., Branco, L. C., Silvestre, A. J., & Marrucho, I. M. (2021). Deep desulfurization of fuels: Are deep eutectic solvents the alternative for ionic liquids?. Fuel, 293, 120297.
[5]        Zaid, H. F. M., Chong, F. K., & Mutalib, M. I. A. (2017). Extractive deep desulfurization of diesel using choline chloride-glycerol eutectic-based ionic liquid as a green solvent. Fuel, 192, 10-17.
[6]        Tahir, S., Qazi, U. Y., Naseem, Z., Tahir, N., Zahid, M., Javaid, R., & Shahid, I. (2021). Deep eutectic solvents as alternative green solvents for the efficient desulfurization of liquid fuel: A comprehensive review. Fuel, 305, 121502.
[7]        Daneshvar, A., & Moosavi, M. (2021). Molecular dynamics simulation of extractive desulfurization of diesel oil model using magnetic ionic liquids. Fluid Phase Equilibria, 548, 113189.
[8]        Aghaei, A., & Sobati, M. A. (2022). Extraction of sulfur compounds from middle distillate fuels using ionic liquids and deep eutectic solvents: A critical review. Fuel, 310, 122279.
[9]        Płotka-Wasylka, J., De la Guardia, M., Andruch, V., & Vilková, M. (2020). Deep eutectic solvents vs ionic liquids: Similarities and differences. Microchemical Journal, 159, 105539.
[10]      Hooshmand, S. E., Afshari, R., Ramón, D. J., & Varma, R. S. (2020). Deep eutectic solvents: Cutting-edge applications in cross-coupling reactions. Green Chemistry, 22(12), 36683692.
[11]      Abro, R., Kiran, N., Ahmed, S., Muhammad, A., Jatoi, A. S., Mazari, S. A., ... & Plechkova, N. V. (2022). Extractive desulfurization of fuel oils using deep eutectic solvents–A comprehensive review. Journal of Environmental Chemical Engineering, 10(3), 107369.
[12]      Li, Z., Cui, Y., Li, C., & Shen, Y. (2019). Deep desulfurization of fuels based on deep eutectic theory. Separation and Purification Technology, 219, 9-15.
[13]      Shu, C., & Sun, T. (2016). Extractive desulfurisation of gasoline with tetrabutyl ammonium chloride-based deep eutectic solvents. Separation Science and Technology, 51(8), 1336-1343.
[14]      Cheng, H., Liu, C., Zhang, J., Chen, L., Zhang, B., & Qi ,Z. (2018). Screening deep eutecticsolvents for extractive desulfurization of fuel based on COSMO-RS model. Chemical Engineering and Processing-Process Intensification, 125, 246-252.
[15]      Makoś, P., & Boczkaj, G. (2019). Deep eutectic solvents based highly efficient extractive desulfurization of fuels–Eco-friendly approach. Journal of Molecular Liquids, 296, 111916.
[16]      Zhang, Y., Pan, Y., Wang, W., Li, X., Xie, Q., & Zhang, T. (2024). Oil extraction desulfurization based on ionic liquid: Back-extractant screening, experiment and process simulation. Chemical Engineering Science, 295, 120110.
[17]      Jha, D., Haider, M. B., Kumar, R., & Balathanigaimani, M. S. (2016). Extractive desulfurization of dibenzothiophene using phosphonium-based ionic liquid: Modeling of batch extraction experimental data and simulation of continuous extraction process. Chemical Engineering Research and Design, 111, 218-222.
[18]      De Oliveira, L. H., & Aznar, M. (2011). Phase equilibria in ionic liquids+ dibenzothiophene+ n-dodecane systems. Industrial & engineering chemistry research, 50(4), 2289-2295.
[19]      Tao, B., Li, X., Yan, M., & Luo, W. (2019). Solubility of dibenzothiophene in nine organic solvents: Experimental measurement and thermodynamic modelling. The Journal of Chemical Thermodynamics, 129, 73-82.
[20]      Rezaee, M., Feyzi, F., & Dehghani, M. R. (2021). Extractive desulfurization of dibenzothiophene from normal octane using deep eutectic solvents as extracting agent. Journal of Molecular Liquids, 333, 115991.
[21]      Priessnitz, J. M., Lichtenthaler, R. N., & De Azevedo, E. G. (1998). Molecular thermodynamics of fluid-phase equilibria. Pearson Education.
[22]      Jha, D., Haider, M. B., Kumar, R., & Balathanigaimani, M. S. (2020). Extractive desulfurization of fuels using diglycol based deep eutectic solvents. Journal of Environmental Chemical Engineering, 8(5), 104182.
[23]      Renon, H., & Prausnitz, J. M. (1968). Local compositions in thermodynamic excess functions for liquid mixtures. AIChE journal, 14(1), 135-144.
[24]      Lazzus, J. A. (2013). Thermodynamic modeling based on particle swarm optimization to predict phase equilibrium of binary systems containing ionic liquids. Journal of Molecular Liquids, 186, 44-51.
[25]      Zhang, M., Tian, R., Han, H., Wu, K., Wang, B., Liu, Y., ... & Liang, B. (2022). Preparation strategy and stability of deep eutectic solvents: A case study based on choline chloride-carboxylic acid. Journal of Cleaner Production, 345, 131028.
[26]      Khezeli, T., & Khezeli, A. (2024). Deep eutectic solvents: preparation, characteristics and applications in solid and liquid microextraction, Iranian Chemical Engineering Journal, e199157, [In Persian].doi: 10.22034/ijche.2024.435669.1390