Modeling and Simulation of Nanofiltration for Separating Calcium, Magnesium, and Sulfate from Rejected Brine to Produce High-Purity Salt

Authors

Keywords:

DSPM-DE, Industrial salt, Ion transport modeling, Nanofiltration, Rejected brine

Abstract

Rejected brine from seawater desalination is a concentrated stream rich in NaCl but containing elevated levels of Ca²⁺, Mg²⁺, and SO₄²⁻ that limit its use as a feed for high-purity industrial salt. This study aims to evaluate whether nanofiltration can selectively remove these divalent ions and to provide a mechanistic description of ion transport and process performance. A steady-state, isothermal model of a commercial spiral-wound KeenSen NF1-4040F element is developed using the Donnan-Steric Pore Model with Dielectric Exclusion coupled to the Extended Nernst–Planck equations. Radial transport inside the pores is coupled with axial mass balances for the feed and permeate streams, and solved numerically over feed pressures of 2.5 - 12.5 bar and inlet flow rates of 1.08 - 3.60 m³·h⁻¹. The simulations predict that permeate-water flux increases linearly with pressure, while along the module the retentate flow rate decreases and the permeate flow rate increases linearly with axial position. Stage recovery rises with pressure but decreases with increasing inlet flow rate. Mechanistic flux decomposition indicates that convection dominates cation transport, particularly for Na⁺, whereas diffusion and electromigration contribute more strongly to the transport of anions. Under the investigated conditions, sulfate and magnesium achieve rejections above 97%, calcium about 96%, while chloride and sodium show lower but still significant rejections. Overall, the model suggests that operating at moderate-to-high pressure and moderate inlet flow can maximise recovery while maintaining high divalent-ion rejection, supporting the use of nanofiltration as a pre-purification step to upgrade rejected brine to a higher-purity salt feedstock.

Author Biographies

  • Mohamad Sugianto, Sepuluh Nopember Institute of Technology

    Department of Chemical Engineering, Faculty of Industrial Technology and Systems Engineering

  • Ali Altway, Sepuluh Nopember Institute of Technology

    Department of Chemical Engineering, Faculty of Industrial Technology and Systems Engineering

  • Susianto Susianto, Sepuluh Nopember Institute of Technology

    Department of Chemical Engineering, Faculty of Industrial Technology and Systems Engineering

References

[1] I. H. Saputra, T. Mariyanti, and M. R. Athallah, “Strategy For Development of Pharmaceutical Salt Business in Improving The Welfare of The Salt Farmers from Islamic Perspective,” ADI Journal on Recent Innovation (AJRI), vol. 4, no. 1, pp. 43–55, Jun. 2022, doi: 10.34306/ajri.v4i1.750.

[2] E. Jones, M. Qadir, M. T. H. van Vliet, V. Smakhtin, and S. mu Kang, “The state of desalination and brine production: A global outlook,” Mar. 20, 2019, Elsevier B.V. doi: 10.1016/j.scitotenv.2018.12.076.

[3] M. Omerspahic, H. Al-Jabri, S. A. Siddiqui, and I. Saadaoui, “Characteristics of Desalination Brine and Its Impacts on Marine Chemistry and Health, With Emphasis on the Persian/Arabian Gulf: A Review,” Apr. 26, 2022, Frontiers Media S.A. doi: 10.3389/fmars.2022.845113.

[4] Y. EL Idrissi, M. Benabbou, Z. Rais, and M. EL Haji, “Brackish and seawater pretreatment processes: A systematic literature review,” Desalination Water Treat, vol. 318, Apr. 2024, doi: 10.1016/j.dwt.2024.100350.

[5] A. A. Izadpanah and A. Javidnia, “The ability of a nanofiltration membrane to remove hardness and ions from diluted seawater,” Water (Switzerland), vol. 4, no. 2, pp. 283–294, 2012, doi: 10.3390/w4020283.

[6] M. E. A. Ali, “Nanofiltration Process for Enhanced Treatment of RO Brine Discharge,” Membranes (Basel), vol. 11, no. 3, pp. 1–6, Mar. 2021, doi: 10.3390/membranes11030212.

[7] M. Avramidi et al., “Optimization of the Quality of Reclaimed Water from Urban Wastewater Treatment in Arid Region: A Zero Liquid Discharge Pilot Study Using Membrane and Thermal Technologies,” Membranes (Basel), vol. 15, no. 7, Jul. 2025, doi: 10.3390/membranes15070199.

[8] O. Agboola, J. Maree, A. Kolesnikov, R. Mbaya, and R. Sadiku, “Theoretical Performance of Nanofiltration Membranes for Wastewater Treatment,” Mar. 01, 2015, Springer Verlag, Pretoria. doi: 10.1007/s10311-014-0486-y.

[9] Y. Roy, D. M. Warsinger, and J. H. Lienhard, “Effect of temperature on ion transport in nanofiltration membranes: Diffusion, convection and electromigration,” Desalination, vol. 420, pp. 241–257, 2017, doi: 10.1016/j.desal.2017.07.020.

[10] A. Saavedra, H. Valdés, J. Velásquez, and S. Hernández, “Comparative Analysis of Donnan Steric Partitioning Pore Model and Dielectric Exclusion Applied to The Fractionation of Aqueous Saline Solutions through Nanofiltration,” ChemEngineering, vol. 8, no. 2, Apr. 2024, doi: 10.3390/chemengineering8020039.

[11] N. Cevallos-Cueva, M. M. Rahman, H. H. Kinfu, and V. Abetz, “Mass Transport Mechanisms Insights of Selective Sodium / Magnesium Separation Through Nanofiltration Membranes,” J Memb Sci, vol. 721, Apr. 2025, doi: 10.1016/j.memsci.2025.123808.

[12] Y. Roy, M. H. Sharqawy, and J. H. Lienhard V., “Modeling of Flat-Sheet and Spiral-Wound Nanofiltration Configurations and its Application in Seawater Nanofiltration,” J Memb Sci, vol. 493, pp. 360–372, Nov. 2015, doi: 10.1016/j.memsci.2015.06.030.

[13] W. R. Bowen and J. S. Welfoot, “Modelling the performance of membrane nanoÿltration-critical assessment and model development,” 2002. [Online]. Available: www.elsevier.com/locate/ces

[14] O. Labban, C. Liu, T. H. Chong, and J. H. Lienhard V., “Fundamentals of Low-Pressure Nanofiltration: Membrane Characterization, Modeling, and Understanding The Multi-Ionic Interactions in Water Softening,” J Memb Sci, vol. 521, pp. 18–32, Jan. 2017, doi: 10.1016/j.memsci.2016.08.062.

[15] N. S. Suhalim et al., “Rejection Mechanism of Ionic Solute Removal by Nanofiltration Membranes: An Overview,” Feb. 01, 2022, MDPI. doi: 10.3390/nano12030437.

[16] M. Figueira, D. Rodríguez-Jiménez, J. López, M. Reig, J. Luis Cortina, and C. Valderrama, “Evaluation of the nanofiltration of brines from seawater desalination plants as pre-treatment in a multimineral brine extraction process,” Sep Purif Technol, vol. 322, Oct. 2023, doi: 10.1016/j.seppur.2023.124232.

[17] N. Cevallos-Cueva, M. M. Rahman, H. Hailu Kinfu, and V. Abetz, “Mass Transport Mechanism of Nitrate Selective Nanofiltration Membranes on The Basis of The Donnan Steric Pore Model With Dielectric Exclusion (DSPM-DE),” Chemical Engineering Journal, vol. 493, Aug. 2024, doi: 10.1016/j.cej.2024.152775.

[18] Z. Ma, M. Wang, X. Gao, and C. Gao, “Charge and separation characteristics of nanofiltration membrane embracing dissociated functional groups,” Front Environ Sci Eng, vol. 8, no. 5, pp. 650–658, 2014, doi: 10.1007/s11783-013-0605-1.

[19] W. R. Bowen and J. S. Welfoot, “Modelling the performance of membrane nanoÿltration-critical assessment and model development,” 2002. [Online]. Available: www.elsevier.com/locate/ces

[20] M. Micari et al., “Experimental and Theoretical Characterization of Commercial Nanofiltration Membranes for the Treatment of Ion Exchange Spent Brine.”

[21] S. Bandini and D. Vezzani, “Nanofiltration Modeling: The Role of Dielectric Exclusion in Membrane Characterization,” Chem Eng Sci, vol. 58, no. 15, pp. 3303–3326, 2003, doi: 10.1016/S0009-2509(03)00212-4.

[22] A. Szymczyk, Y. Lanteri, and P. Fievet, “Modelling the transport of asymmetric electrolytes through nanofiltration membranes,” Desalination, vol. 245, no. 1–3, pp. 396–407, Sep. 2009, doi: 10.1016/j.desal.2009.02.003.

[23] A. Ghorbani, B. Bayati, E. Drioli, F. Macedonio, T. Kikhavani, and M. Frappa, “Modeling of nanofiltration process using dspm-de model for purification of amine solution,” Membranes (Basel), vol. 11, no. 4, Apr. 2021, doi: 10.3390/membranes11040230.

[24] S. Shahgodari, J. Labanda, and J. Llorens, “Experimental and Modeling Study of the Nanofiltration of Alcohol-Based Molecules and Amino Acids by Commercial Membranes,” Membranes (Basel), vol. 13, no. 7, Jul. 2023, doi: 10.3390/membranes13070631.

[25] T. Hubach, S. Schlüter, and C. Held, “Model-Based Optimization of Multi-Stage Nanofiltration Using the Solution-Diffusion–Electromigration Model,” Processes, vol. 11, no. 8, Aug. 2023, doi: 10.3390/pr11082355.

[26] S. M. Cabrera, L. Winnubst, H. Richter, I. Voigt, J. McCutcheon, and A. Nijmeijer, “Performance evaluation of an industrial ceramic nanofiltration unit for wastewater treatment in oil production,” Water Res, vol. 220, Jul. 2022, doi: 10.1016/j.watres.2022.118593.

[27] A. Giacobbo, A. M. Bernardes, M. J. F. Rosa, and M. N. De Pinho, “Concentration polarization in ultrafiltration/nanofiltration for the recovery of polyphenols from winery wastewaters,” Membranes (Basel), vol. 8, no. 3, Sep. 2018, doi: 10.3390/membranes8030046.

[28] B. Thabo, B. J. Okoli, S. J. Modise, and S. Nelana, “Rejection capacity of nanofiltration membranes for nickel, copper, silver and palladium at various oxidation states,” Membranes (Basel), vol. 11, no. 9, Sep. 2021, doi: 10.3390/membranes11090653.

[29] A. Popova, R. Rattanakom, Z. Q. Yu, Z. Li, K. Nakagawa, and T. Fujioka, “Evaluating the potential of nanofiltration membranes for removing ammonium, nitrate, and nitrite in drinking water sources,” Water Res, vol. 244, Oct. 2023, doi: 10.1016/j.watres.2023.120484.

[30] D. Lu, Z. Yao, L. Jiao, M. Waheed, Z. Sun, and L. Zhang, “Separation mechanism, selectivity enhancement strategies and advanced materials for mono-/multivalent ion-selective nanofiltration membrane,” Jan. 01, 2022, KeAi Communications Co. doi: 10.1016/j.advmem.2022.100032.

[31] K. Tonova et al., “Separation of glucose, other reducing sugars and phenolics from natural extract by nanofiltration: Effect of pressure and cross-flow velocity,” Chemical Engineering Research and Design, vol. 162, pp. 107–116, Oct. 2020, doi: 10.1016/j.cherd.2020.07.030.

[32] D. Q. Lai, N. Tagashira, S. Hagiwara, M. Nakajima, T. Kimura, and H. Nabetani, “Influences of technological parameters on cross-flow nanofiltration of cranberry juice,” Membranes (Basel), vol. 11, no. 5, May 2021, doi: 10.3390/membranes11050329.

[33] G. Bargeman, O. Guerra Miguez, J. B. Westerink, and A. ten Kate, “Chloride retention model for concentrated solutions containing sodium chloride and sodium sulfate based on thermodynamic considerations,” Desalination, vol. 555, Jun. 2023, doi: 10.1016/j.desal.2023.116562.

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Published

2026-02-02