Selective Binding of Hardness Ions by Humic Sorbents for Prevention of Carbonate Scaling in Reverse Osmosis Systems
Abstract
1. Introduction
2. Discussion
2.1. Reverse Osmosis in Water Treatment: Scale Formation and Operational Limitations
2.2. Humic Acids as Functional Reagents for Water–Chemical Stabilization: Conceptual Differences from Demineralization and Limitations of Application in Water Treatment
2.3. Prospects for the Use of Humic Acids: Preliminary Water–Chemical Stabilization Before Reverse Osmosis
2.4. Model Approach for Evaluating the Reduction of Carbonate Scaling Tendency Under Humic Water–Chemical Stabilization
3. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Ingrao, C.; Strippoli, R.; Lagioia, G.; Huisingh, D. Water scarcity in agriculture: An overview of causes, impacts and approaches for reducing the risks. Heliyon 2023, 9, 18507. [Google Scholar] [CrossRef]
- Onyena, A.P.; Sam, K. The blue revolution: Sustainable water management for a thirsty world. Discov. Sustain. 2025, 6, 63. [Google Scholar] [CrossRef]
- Lenchenkova, L.E.; Zainagalina, L.Z.; Bulchaev, N.D.; Kotenev, Y.A.; Bulyukova, F.Z.; Safiullina, A.R. Technology for prediction of salt deposition in oil production. IOP Conf. Ser. Mater. Sci. Eng. 2021, 1111, 012068. [Google Scholar] [CrossRef]
- Aridi, R.; Al Mawla, M.; Harika, E.; Lemenand, T.; Khaled, M.; Gad El-Rab, M. A New Algorithmic Method for Reverse Osmosis Desalination Analysis: Design Optimization and Parametric Study. Eng 2024, 5, 1183–1208. [Google Scholar] [CrossRef]
- Mitrouli, S.T.; Kostoglou, M.; Karabelas, A. Calcium carbonate scaling of desalination membranes: Assessment of scaling parameters from dead-end filtration experiments. J. Membr. Sci. 2016, 510, 293–305. [Google Scholar] [CrossRef]
- He, Z.; Lian, W.; Lv, Y.; Duan, Z.; Fan, Z. Review of the Mitigation Scale Performance of Anti-Fouling Coatings Surface Characteristics on Industrial Heat Exchange Surfaces. Coatings 2026, 16, 40. [Google Scholar] [CrossRef]
- Zheng, Z.; Liu, D.; Wan, J.; Li, J.; Zhang, K.; Li, Y.; Yang, H.; Hou, J. Preparation of a Novel Nanofiltration Membrane and Study of Its Process for Removing Divalent Ions from Xinjiang Oilfield Wastewater. Membranes 2026, 16, 151. [Google Scholar] [CrossRef]
- Azzi, N.; Labrim, H.; Mghaiouini, R.; El Bouayadi, R. Thermal Desalination Technologies and Electromagnetic-Field-Assisted Approaches for Seawater Treatment: A Comprehensive Review. Eng 2026, 7, 183. [Google Scholar] [CrossRef]
- Xu, D.; Sun, X.; Wu, S. A comprehensive review of the forward osmosis membrane modification strategies for membrane fouling mitigation in wastewater treatment. J. Environ. Chem. Eng. 2025, 13, 116992. [Google Scholar] [CrossRef]
- Golovin, V.A.; Tyurina, S.A.; Shchelkov, V.A. Contemporary approaches to reducing scale formation in heat-exchange equipment. Russ. Technol. J. 2022, 10, 93–102. [Google Scholar] [CrossRef]
- Idrissova, K.; Beloev, H.; Tumanova, A.; Koldassova, G.; Iliev, I.; Iliev, T.; Stoyanov, I.; Mihaylov, G.; Kogias, P.; Fantidis, J. Preventing scale formation on heat transfer surfaces. E3S Web Conf. 2024, 551, 01012. [Google Scholar] [CrossRef]
- SO 153-34. 70. 953-25-92; Production Waters of Thermal Power Plants. Method for Determining Calcium Hardness. Method for Calcium Determination: Moscow, Russia, 1992.
- SO 153-34.37.523.8-88; Production Waters of Thermal Power Plants. Methods for Determining Hardness. Methods for Determining Hardness: Moscow, Russia, 1988.
- RD 10-179-98; Guidelines for the Development of Instructions and Regime Maps for the Operation of Pre-Boiler Water Treatment Plants and for Maintaining the Water-Chemical Regime of Steam and Hot Water Boilers. Russian Federal Mining and Industrial Supervision: Moscow, Russia, 1998.
- Al-Gailani, A.; Sanni, O.; Charpentier, T.V.J.; Crisp, R.; Bruins, J.H.; Neville, A. Examining the effect of ionic constituents on crystallization fouling on heat transfer surfaces. Internatl. J. Heat Mass Transf. 2020, 160, 120180. [Google Scholar] [CrossRef]
- Omelchuk, Y.A.; Kucherik, G.V. Use of Anionites for Water Softening and Demineralization. Mater. Sci. Forum. 2018, 931, 960–965. [Google Scholar] [CrossRef]
- Gurreri, L.; Tamburini, A.; Cipollina, A.; Micale, G. Electrodialysis Applications in Wastewater Treatment for Environmental Protection and Resources Recovery: A Systematic Review on Progress and Perspectives. Membranes 2020, 10, 146. [Google Scholar] [CrossRef]
- Santos, A.B.d.; Giacobbo, A.; Rodrigues, M.A.S.; Bernardes, A.M. Electrodeionization for Wastewater Reuse in Petrochemical Plants. Water 2024, 16, 401. [Google Scholar] [CrossRef]
- Lee, J.-M.; Kang, M.-S. Heterogeneous Anion-Exchange Membranes with Enhanced Ion Conductivity for Continuous Electrodeionization. Membranes 2023, 13, 888. [Google Scholar] [CrossRef]
- Akkulova, Z.; Amirkhanova, A.; Zhakina, A.; Akhmetova, A. Humic polymer complexes for purification of mineralized water. Chem. Bull. Kazakh Natl. Univ. 2012, 65, 207–210. [Google Scholar] [CrossRef]
- Dolenko, S.O.; Kravchenko, H.M.; Zlatskiy, I. Correlation Biological Activityand Physicochemical Properties of Humic Acidsin Aqueous Solutions. Pol. J. Environ. Stud. 2020, 29, 2151–2158. [Google Scholar] [CrossRef]
- Yarkova, T.A.; Gyul’maliev, A.M. Quantum-Chemical Modeling of the Interactions of IIA Group Metal Cations with Humic Acids. Solid Fuel Chem. 2021, 55, 8–13. [Google Scholar] [CrossRef]
- Reddy, M.M.; Hoch, A.R. Calcite Crystal Growth Rate Inhibition by Aquatic Humic Substances. In Advances in Crystal Growth Inhibition Technologies; Kluwer Academic/Plenum Publishers: New York, NY, USA, 2000; pp. 107–121. [Google Scholar] [CrossRef]
- Shukla, S.; Gupta, U.; Jindal, T. Insights into Nanofiltration and Reverse Osmosis Membranes for Water Purification. In Nano-Solutions for Sustainable Water and Wastewater Management; Nanotechnology in the Life Sciences; Garg, M.C., Rajput, V.D., Minkina, T., Himanshu, S.K., Eds.; Springer: Cham, Switzerland, 2025. [Google Scholar] [CrossRef]
- Yang, Z.; Zhou, Y.; Feng, Z.; Rui, X.; Zhang, T.; Zhang, Z. A Review on Reverse Osmosis and Nanofiltration Membranes for Water Purification. Polymers 2019, 11, 1252. [Google Scholar] [CrossRef]
- Xia, J.; Zhang, H.; Ding, S.; Li, C.; Ding, J.; Lu, J. Promotion by humus-reducing bacteria for the degradation of UV254 absorbance in reverse-osmosis concentrates pretreated with O3-assisted UV-Fenton method. Environ. Technol. 2018, 39, 2178–2184. [Google Scholar] [CrossRef] [PubMed]
- Barbosa Alves, L.; Alves da Silva, C.E.; Ramalho Quintaes, B.; Carbonelli Campos, J. Humic Substance Recovery from Reverse Osmosis Concentrate of a Landfill Leachate Treatment via Nanofiltration. AgriEngineering 2026, 8, 12. [Google Scholar] [CrossRef]
- Li, N.; Liu, Y.; Wan, H.; Long, L.; Xing, J.; Shao, S.; Liu, G.; van der Meer, W.G.J. Nature-inspired water purification: Integrating riverbank filtration and biofilm-regulating nanofiltration. Water Res. 2025, 285, 124077. [Google Scholar] [CrossRef]
- Huang, J.; Yuan, M.; Zhang, Y.; Huang, J.; Yuan, M.; Zhang, Y.; Guo, J.; Feng, L.; Qiu, S.; Lau, C.H.; et al. Sustainable nanofiltration membranes enable ultrafast water purification. Nat. Water. 2025, 3, 1048–1056. [Google Scholar] [CrossRef]
- Lei, Q.; Elele, E.; Shen, Y.; Tang, J.; Guerra, K.L.; Leitz, F.; Khusid, B. Evaluating the Efficiency of Magnetic Treatment for Feed Water in Reverse Osmosis Processes. Membranes 2023, 13, 641. [Google Scholar] [CrossRef] [PubMed]
- Cho, H.; Lee, S.; Choi, Y.; Lee, S.; Kim, S.-H. Analysis of Fouling in Hollow Fiber Membrane Distillation Modules for Desalination Brine Reduction. Membranes 2025, 15, 371. [Google Scholar] [CrossRef]
- Schäfer, A.; Fane, A.; Waite, T. Nanofiltration: Principles and Applications; Elsevier: Oxford, UK, 2005. [Google Scholar]
- Krupińska, I. Importance of Humic Substances for Methods of Groundwater Treatment. Pol. J. Soil Sci. 2016, 48, 161. [Google Scholar] [CrossRef]
- Chianese, S.; Fenti, A.; Iovino, P.; Musmarra, D.; Salvestrini, S. Sorption of Organic Pollutants by Humic Acids: A Review. Molecules 2020, 25, 918. [Google Scholar] [CrossRef] [PubMed]
- Guo, C.; Sun, Y.; Yang, C.; Yang, J.; Wang, J. Interaction of Humic Acid with Heavy Metals and its Influence on Flocculation Effect: A Review. Water Air Soil Pollut. 2026, 237, 3. [Google Scholar] [CrossRef]
- Vassilets, Y.; Zhakina, A.; Arnt, O.; Alzhankyzy, A.; Zhakin, A. Synthesis, Characterization and Application of New Polymers Imprinted with Zinc (II) Ions. Euras. J. Chem. 2024, 29, 45–53. [Google Scholar] [CrossRef]
- Zhakina, A.K.; Rakhimova, B.B.; Vassilets, Y.P.; Arnt, O.V.; Muldakhmetov, Z. Synthesis and Modification of a Natural Polymer with the Participation of Metal Nanoparticles, Study of Their Composition and Properties. Polymers 2024, 16, 264. [Google Scholar] [CrossRef] [PubMed]
- Ioannidis, I.C.; Antoniou, E.; Kinigopoulou, V.; Giannakoudakis, D.A.; Triantafyllidis, K.S.; Anastopoulos, I.; Pashalidis, I. Interaction of humic acids with PN6 microplastics and increased affinity for radionuclides (U-232). J. Radioanal. Nucl. Chem. 2025, 334, 4875–4883. [Google Scholar] [CrossRef]
- Wang, S.; Yuan, Y.; Bi, E. The role of magnesium ion in the interactions between humic acid and tetracycline in solution. J. Environ. Manag. 2024, 354, 120344. [Google Scholar] [CrossRef]
- Hriciková, S.; Kožárová, I.; Hudáková, N.; Reitznerová, A.; Nagy, J.; Marcinčák, S. Humic Substances as a Versatile Intermediary. Life 2023, 13, 858. [Google Scholar] [CrossRef]
- Maffia, A.; Oliva, M.; Marra, F.; Mallamaci, C.; Nardi, S.; Muscolo, A. Humic Substances: Bridging Ecology and Agriculture for a Greener Future. Agronomy 2025, 15, 410. [Google Scholar] [CrossRef]
- Zykova, M.V.; Trofimova, E.S.; Azarkina, L.A.; Lasukova, T.V.; Mihalyov, D.A.; Drygunova, L.A.; Danilets, M.G.; Ligacheva, A.A.; Tsupko, A.V.; Bashirov, S.R.; et al. Pharmacological Effects of Humic Substances and Their Signaling Mechanisms. Molecules 2026, 31, 114. [Google Scholar] [CrossRef]
- de Melo, B.A.; Motta, F.L.; Santana, M.H. Humic acids: Structural properties and multiple functionalities for novel technological developments. Mater. Sci. Eng. C Mater. Biol. Appl. 2016, 62, 967–974. [Google Scholar] [CrossRef]
- Sun, M.; Sun, X.; Huang, J.; Dong, H.; Guo, Z.; Qu, J.; Xiao, J.; Zhu, X.; Shen, B. Humic Acid-Derived Porous Carbon as Peroxymonosulfate Activator for Phenol Removal. Molecules 2026, 31, 975. [Google Scholar] [CrossRef] [PubMed]
- Ioannidis, I.; Vakarou, G.; Sarrou, I.; Pashalidis, I. Uranium Adsorption at Increased and Ultra-Trace Levels by Humic Acid-Coated Alumina: Thermodynamic and Kinetic Studies. Appl. Sci. 2026, 16, 1829. [Google Scholar] [CrossRef]
- Volkov, I.V.; Polyakov, E.V. Complexation of Humic Acids with Trace Elements: Methods and Approaches. J. Anal. Chem. 2023, 78, 1064–1095. [Google Scholar] [CrossRef]
- Boguta, P.; Sokołowska, Z. Interactions of Humic Acids with Metals; Acta Agrophysica Monographiae; Institute of Agrophysics of the Polish Academy of Sciences: Lublin, Poland, 2013; pp. 1–113. [Google Scholar]
- Mahler, C.F.; Dal Santo Svierzoski, N.; Bernardino, C.A.R. Chemical Characteristics of Humic Substances in Nature. In Humic Substance; IntechOpen: Rijeka, Croatia, 2021. [Google Scholar] [CrossRef]
- AitAkbour, R.; Ouachtak, H.; Jada, A.; Akhouairi, S.; Addi, A.A.; Douch, J.; Hamdani, M. Humic acid covered alumina as adsorbent for the removal of organic dye from coloured effluents. Desalination Water Treat. 2018, 112, 207–217. [Google Scholar] [CrossRef]
- Kumar Gautam, R.; Navaratna, D.; Muthukumaran, S.; Singh, A.I.; More, N. Humic Substances: Its Toxicology, Chemistry and Biology Associated with Soil, Plants and Environment. In Humic Substance; IntechOpen: Rijeka, Croatia, 2021. [Google Scholar] [CrossRef]
- Mautner, A.; Kobkeatthawin, T.; Mayer, F.; Plessl, C.; Gorgieva, S.; Kokol, V.; Bismarck, A. Rapid Water Softening with TEMPO-Oxidized/Phosphorylated Nanopapers. Nanomaterials 2019, 9, 136. [Google Scholar] [CrossRef]
- Das, R.; Kuehnert, M.; Sadat Kazemi, A.; Abdi, Y.; Schulze, A. Water Softening Using a Light-Responsive, Spiropyran-Modified Nanofiltration Membrane. Polymers 2019, 11, 344. [Google Scholar] [CrossRef] [PubMed]
- Skoczko, I.; Szatyłowicz, E. Experiments on Water Stabilization. Proceedings 2019, 16, 3. [Google Scholar] [CrossRef]
- Alsaqqar, A.; Khudair, B.; Ali, S. Evaluating Water Stability Indices from Water Treatment Plants in Baghdad City. J. Water Resour. Prot. 2014, 6, 1344–1351. [Google Scholar] [CrossRef]
- Vlasov, S.M.; Chichirova, N.D.; Chichirov, A.A.; Vlasova, A.Y.; Filimonova, A.A.; Prosvirnina, D.V. Development of the Technologies for Stabilization Treatment of the Water of the Recycling Cooling Systems at Thermal Power Plants. Therm. Eng. 2018, 65, 115–119. [Google Scholar] [CrossRef]
- Amjad, Z. (Ed.) Mineral Scales in Biological and Industrial Systems, 1st ed.; CRC Press: Boca Raton, FL, USA, 2013; p. 450. [Google Scholar] [CrossRef]
- Salinas-Rodriguez, S.G.; Schippers, J.; Amy, G.; Kim, I.S.; Kennedy, M. Seawater Reverse Osmosis Desalination: Assessment and Pre-Treatment of Fouling and Scaling; IWA Publishing: London, UK, 2021; 276p. [Google Scholar] [CrossRef]
- Perminova, I.; Hatfield, K. Remediation Chemistry of Humic Substances: Theory and Implications for Technology. In Use of Humic Substances to Remediate Polluted Environments: From Theory to Practice; NATO Science Series; Perminova, I.V., Hatfield, K., Hertkorn, N., Eds.; Springer: Dordrecht, The Netherlands, 2005; Volume 52, pp. 3–36. [Google Scholar] [CrossRef]






| Parameter | Symbol | Units | Initial Water | Stabilized Water |
|---|---|---|---|---|
| Ca2+ ion concentration | Ca2+ | mg/L | 100 | 56 |
| Mg2+ ion concentration | Mg2+ | mg/L | 49 | 36 |
| Carbonate hardness | KH | °dH | 4.0 | 0.2 |
| pH | – | – | 7.7 | 5.1 |
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Zhakina, A.K.; Zhakin, A.M.; Vassilets, Y.P.; Arnt, O.V.; Muldakhmetov, Z. Selective Binding of Hardness Ions by Humic Sorbents for Prevention of Carbonate Scaling in Reverse Osmosis Systems. Molecules 2026, 31, 1677. https://doi.org/10.3390/molecules31101677
Zhakina AK, Zhakin AM, Vassilets YP, Arnt OV, Muldakhmetov Z. Selective Binding of Hardness Ions by Humic Sorbents for Prevention of Carbonate Scaling in Reverse Osmosis Systems. Molecules. 2026; 31(10):1677. https://doi.org/10.3390/molecules31101677
Chicago/Turabian StyleZhakina, Alma Khassenovna, Almat Maulenuly Zhakin, Yevgeniy Petrovich Vassilets, Oxana Vasilievna Arnt, and Zainulla Muldakhmetov. 2026. "Selective Binding of Hardness Ions by Humic Sorbents for Prevention of Carbonate Scaling in Reverse Osmosis Systems" Molecules 31, no. 10: 1677. https://doi.org/10.3390/molecules31101677
APA StyleZhakina, A. K., Zhakin, A. M., Vassilets, Y. P., Arnt, O. V., & Muldakhmetov, Z. (2026). Selective Binding of Hardness Ions by Humic Sorbents for Prevention of Carbonate Scaling in Reverse Osmosis Systems. Molecules, 31(10), 1677. https://doi.org/10.3390/molecules31101677

