Rapid Screening Method to Assess Formation Damage During Injection of Metal Oxide Nanoparticles in Sandstone
Abstract
1. Introduction
2. Experimental Materials and Methods
2.1. Materials
2.2. Methods
2.2.1. Nanoparticle Synthesis
2.2.2. Rapid Formation Damage Screening Test Apparatus
2.2.3. Core Flood Apparatus
2.2.4. Core Flood Experiments
2.2.5. Analytical Methods
3. Results and Discussion
3.1. Salinity Case Study: Rapid Screening Test
Salinity Case Study: Core Flood Test
3.2. Nanoparticle Concentration Case Study: Rapid Screening Test
3.3. Organic Solvent Case Study: Rapid Screening Test
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
- Höök, M.; Li, J.; Johansson, K.; Snowden, S. Growth Rates of Global Energy Systems and Future Outlooks. Nat. Resour. Res. 2012, 21, 23–41. [Google Scholar] [CrossRef] [Scilit]
- Mohr, S.H.; Wang, J.; Ellem, G.; Ward, J.; Giurco, D. Projection of world fossil fuels by country. Fuel 2015, 141, 120–135. [Google Scholar] [CrossRef] [Scilit]
- Thomas, S. Enhanced Oil Recovery—An Overview. Oil Gas. Sci. Technol.-Rev. IFP 2008, 63, 9–19. [Google Scholar] [CrossRef] [Scilit]
- Shah, A.; Fishwick, R.; Wood, J.; Leeke, G.; Rigby, S.; Greaves, M. A review of novel techniques for heavy oil and bitumen extraction and upgrading. Energy Environ. Sci. 2010, 3, 700–714. [Google Scholar] [CrossRef] [Scilit]
- Denekas, M.O.; Mattax, C.C.; Davis, G.T. Effects of Crude Oil Components on Rock Wettability. Trans. AIME 1959, 216, 330–333. [Google Scholar] [CrossRef] [Scilit]
- Ahmadi, S.; Khormali, A.; Kazemzadeh, Y. A Critical Review of the Phenomenon of Inhibiting Asphaltene Precipitation in the Petroleum Industry. Processes 2025, 13, 212. [Google Scholar] [CrossRef] [Scilit]
- Khormali, A.; Ahmadi, S.; Aleksandrov, A.N. Analysis of reservoir rock permeability changes due to solid precipitation during waterflooding using artificial neural network. J. Petrol. Explor. Prod. Technol. 2025, 15, 17. [Google Scholar] [CrossRef] [Scilit]
- Khormali, A.; Ahmadi, S.; Kazemzadeh, Y.; Karami, A. Evaluating the efficacy of binary benzimidazole derivatives as corrosion inhibitors for carbon steel using multi-modal analysis and optimization techniques. Results Eng. 2025, 26, 104671. [Google Scholar] [CrossRef] [Scilit]
- Gbadamosi, A.O.; Junin, R.; Manan, M.A.; Agi, A.; Yusuff, A.S. An overview of chemical enhanced oil recovery: Recent advances and prospects. Int. Nano Lett. 2019, 9, 171–202. [Google Scholar] [CrossRef] [Scilit]
- Sheng, J. Modern Chemical Enhanced Oil Recovery: Theory and Practice; Gulf Professional Pub: Amsterdam, The Netherlands; Boston, MA, USA, 2011. [Google Scholar]
- Druetta, P.; Raffa, P.; Picchioni, F. Chemical enhanced oil recovery and the role of chemical product design. Appl. Energy 2019, 252, 113480. [Google Scholar] [CrossRef] [Scilit]
- Suleimanov, B.A.; Ismailov, F.S.; Veliyev, E.F. Nanofluid for enhanced oil recovery. J. Pet. Sci. Eng. 2011, 78, 431–437. [Google Scholar] [CrossRef] [Scilit]
- Nazari Moghaddam, R.; Bahramian, A.; Fakhroueian, Z.; Karimi, A.; Arya, S. Comparative Study of Using Nanoparticles for Enhanced Oil Recovery: Wettability Alteration of Carbonate Rocks. Energy Fuels 2015, 29, 2111–2119. [Google Scholar] [CrossRef] [Scilit]
- Ogolo, N.A.; Olafuyi, O.A.; Onyekonwu, M.O. Enhanced Oil Recovery Using Nanoparticles. In Proceedings of the SPE Saudi Arabia Section Technical Symposium and Exhibition, Al-Khobar, Saudi Arabia, 8–11 April 2012. [Google Scholar]
- Ali, J.A.; Kolo, K.; Manshad, A.K.; Mohammadi, A.H. Recent advances in application of nanotechnology in chemical enhanced oil recovery: Effects of nanoparticles on wettability alteration, interfacial tension reduction, and flooding. Egypt. J. Pet. 2018, 27, 1371–1383. [Google Scholar] [CrossRef] [Scilit]
- Cheraghian, G.; Hendraningrat, L. A review on applications of nanotechnology in the enhanced oil recovery part A: Effects of nanoparticles on interfacial tension. Int. Nano Lett. 2016, 6, 129–138. [Google Scholar] [CrossRef] [Scilit]
- Hendraningrat, L.; Torsaeter, O. Unlocking the Potential of Metal Oxides Nanoparticles to Enhance the Oil Recovery. In Proceedings of the All Days; OTC: Kuala Lumpur, Malaysia, 2014; p. OTC-24696-MS. [Google Scholar]
- Khormali, A.; Koochi, M.R.; Varfolomeev, M.A.; Ahmadi, S. Experimental study of the low salinity water injection process in the presence of scale inhibitor and various nanoparticles. J. Petrol. Explor. Prod. Technol. 2023, 13, 903–916. [Google Scholar] [CrossRef] [Scilit]
- Shojaati, F.; Riazi, M.; Mousavi, S.H.; Derikvand, Z. Experimental investigation of the inhibitory behavior of metal oxides nanoparticles on asphaltene precipitation. Colloids Surf. A Physicochem. Eng. Asp. 2017, 531, 99–110. [Google Scholar] [CrossRef] [Scilit]
- Wang, L.-T.; Ge, H.-H.; Han, Y.-T.; Wan, C.; Sha, J.-Y.; Sheng, K. Effects of Al2O3 nanoparticles on the formation of inorganic scale on heat exchange surface with and without scale inhibitor. Appl. Therm. Eng. 2019, 151, 1–10. [Google Scholar] [CrossRef] [Scilit]
- Enayat, S.; Safa, M.A.; Tavakkoli, M.; Valdes, H.; Rashed, A.M.; Ghloum, E.F.; Gharbi, R.; Santhanagopalan, S.; Vargas, F.M. Novel Nanoparticle-Based Formulation to Mitigate Asphaltene Deposition. Energy Fuels 2021, 35, 12974–12981. [Google Scholar] [CrossRef] [Scilit]
- Sircar, A.; Rayavarapu, K.; Bist, N.; Yadav, K.; Singh, S. Applications of nanoparticles in enhanced oil recovery. Pet. Res. 2022, 7, 77–90. [Google Scholar] [CrossRef] [Scilit]
- ShamsiJazeyi, H.; Miller, C.A.; Wong, M.S.; Tour, J.M.; Verduzco, R. Polymer-coated nanoparticles for enhanced oil recovery. J. Appl. Polym. Sci. 2014, 131, 40576. [Google Scholar] [CrossRef] [Scilit]
- Pereira, M.L.d.O.; Maia, K.C.B.; Silva, W.C.; Leite, A.C.; Francisco, A.D.d.S.; Vasconcelos, T.L.; Nascimento, R.S.V.; Grasseschi, D. Fe3O4 Nanoparticles as Surfactant Carriers for Enhanced Oil Recovery and Scale Prevention. ACS Appl. Nano Mater. 2020, 3, 5762–5772. [Google Scholar] [CrossRef] [Scilit]
- Ryoo, S.; Rahmani, A.R.; Yoon, K.Y.; Prodanovic, M.; Kotsmar, C.; Milner, T.E.; Johnston, K.P.; Bryant, S.L.; Huh, C. Theoretical and Experimental Investigation of the Motion of Multiphase Fluids Containing Paramagnetic Nanoparticles in Porous Media. In Proceedings of the SPE Annual Technical Conference and Exhibition, Calgary, AB, Canada, 30 September–2 October 2019; SPE: Richardson, TX, USA, 2010; p. SPE-134879-MS. [Google Scholar]
- Atta, A.M.; Al-Lohedan, H.A.; Al-Hussain, S.A. Functionalization of Magnetite Nanoparticles as Oil Spill Collector. Int. J. Mol. Sci. 2015, 16, 6911–6931. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Abdullah, M.M.S.; Al-Lohedan, H.A. Fabrication of Environmental-Friendly Magnetite Nanoparticle Surface Coatings for the Efficient Collection of Oil Spill. Nanomaterials 2021, 11, 3081. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Elmobarak, W.F.; Almomani, F. Application of Fe3O4 magnetite nanoparticles grafted in silica (SiO2) for oil recovery from oil in water emulsions. Chemosphere 2021, 265, 129054. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Bila, A.; Stensen, J.Å.; Torsæter, O. Experimental Investigation of Polymer-Coated Silica Nanoparticles for Enhanced Oil Recovery. Nanomaterials 2019, 9, 822. [Google Scholar] [CrossRef] [Scilit]
- Eltoum, H.; Yang, Y.-L.; Hou, J.-R. The effect of nanoparticles on reservoir wettability alteration: A critical review. Pet. Sci. 2021, 18, 136–153. [Google Scholar] [CrossRef] [Scilit]
- Li, S.; Ng, Y.H.; Lau, H.C.; Torsæter, O.; Stubbs, L.P. Experimental Investigation of Stability of Silica Nanoparticles at Reservoir Conditions for Enhanced Oil-Recovery Applications. Nanomaterials 2020, 10, 1522. [Google Scholar] [CrossRef] [Scilit]
- Ko, S.; Huh, C. Use of nanoparticles for oil production applications. J. Pet. Sci. Eng. 2019, 172, 97–114. [Google Scholar] [CrossRef] [Scilit]
- Kandiel, Y.E.; Attia, G.M.; Metwalli, F.I.; Khalaf, R.E.; Mahmoud, O. Nanoparticles in enhanced oil recovery: State-of-the-art review. J. Petrol. Explor. Prod. Technol. 2025, 15, 66. [Google Scholar] [CrossRef] [Scilit]
- Druetta, P.; Picchioni, F. Polymer and nanoparticles flooding as a new method for Enhanced Oil Recovery. J. Pet. Sci. Eng. 2019, 177, 479–495. [Google Scholar] [CrossRef] [Scilit]
- Chengara, A.; Nikolov, A.D.; Wasan, D.T.; Trokhymchuk, A.; Henderson, D. Spreading of nanofluids driven by the structural disjoining pressure gradient. J. Colloid. Interface Sci. 2004, 280, 192–201. [Google Scholar] [CrossRef] [Scilit]
- Maghzi, A.; Mohammadi, S.; Ghazanfari, M.H.; Kharrat, R.; Masihi, M. Monitoring wettability alteration by silica nanoparticles during water flooding to heavy oils in five-spot systems: A pore-level investigation. Exp. Therm. Fluid. Sci. 2012, 40, 168–176. [Google Scholar] [CrossRef] [Scilit]
- El-Diasty, A.I.; Aly, A.M. Understanding the Mechanism of Nanoparticles Applications in Enhanced Oil Recovery. In Proceedings of the SPE North Africa Technical Conference and Exhibition, Primarily Cairo, Egypt, 14-16 September 2015; SPE: Richardson, TX, USA, 2015; p. D021S009R004. [Google Scholar]
- Ju, B.; Fan, T. Experimental study and mathematical model of nanoparticle transport in porous media. Powder Technol. 2009, 192, 195–202. [Google Scholar] [CrossRef] [Scilit]
- Mahmoud, O.; Nasr-El-Din, H.A.; Vryzas, Z.; Kelessidis, V.C. Characterization of Filter Cake Generated by Nanoparticle-Based Drilling Fluid for HP/HT Applications. In Proceedings of the SPE International Conference on Oilfield Chemistry, Montgomery, TX, USA, April 2017; SPE: Richardson, TX, USA, 2017; p. D021S006R006. [Google Scholar]
- Civan, F. Formation Damage Mechanisms and Their Phenomenological Modeling—An Overview. In Proceedings of the European Formation Damage Conference, Scheveningen, The Netherlands, May 2007; SPE: Richardson, TX, USA, 2007; p. SPE-107857-MS. [Google Scholar]
- Civan, F. Reservoir Formation Damage; Elsevier: Amsterdam, The Netherlands, 2007. [Google Scholar]
- Zhang, R.; Bo, K.; Liu, Z. A method of sizing plugging nanoparticles to prevent water invasion for shale wellbore stability based on CFD-DEM simulation. J. Pet. Sci. Eng. 2021, 196, 107733. [Google Scholar] [CrossRef] [Scilit]
- Omran, M.; Akarri, S.; Bila, A.; Torsæter, O. Screening of Nanoparticles with Considering the Pore Structure and Initial Oil Connectivity Effects. In Proceedings of the SPE Norway Subsurface Conference, Virtual, 2-3 November 2020; SPE: Richardson, TX, USA, 2020; p. D021S005R004. [Google Scholar]
- Civan, F. Reservoir Formation Damage: Fundamentals, Modeling, Assessment, and Mitigation, 4th ed.; Oxford Elsevier, Gulf Professional Publishing: Cambridge, MA, USA, 2023. [Google Scholar]
- Kumasaka, J.; Kaito, Y.; Goto, A.; Ito, D.; Kitagawa, H.; Nogami, T.; Murakami, S. First Nanoparticle-Based EOR Project in Japan: Field Pilot Test. In Proceedings of the SPE Improved Oil Recovery Conference, Tulsa, OK, USA, 23-25 April 2024; SPE: Richardson, TX, USA, 2024; p. D021S004R002. [Google Scholar]
- Abdelfatah, E.; Pournik, M.; Shiau, B.J.; Harwell, J. Mathematical Modeling and Simulation of Formation Damage Associated with Nanoparticles Transport in Porous Media. In Proceedings of the SPE Latin America and Caribbean Mature Fields Symposium, Salvador, Brazil, 15–16 March 2017; SPE: Richardson, TX, USA, 2017; p. D021S011R001. [Google Scholar]
- Gangawane, K.M.; Kumar, A. Nanotechnology in Enhanced Oil Recovery, 1st ed.; CRC Press: Boca Raton, FL, USA, 2025. [Google Scholar]
- Fei, Y.; Iqbal, M.; Kong, S.D.; Xue, Z.; McFadden, C.P.; Guillet, J.L.; Doerrer, L.H.; Alp, E.E.; Bi, W.; Lu, Y.; et al. Aqueous Superparamagnetic Magnetite Dispersions with Ultrahigh Initial Magnetic Susceptibilities. Langmuir 2018, 34, 622–629. [Google Scholar] [CrossRef] [Scilit]
- Dandamudi, C.B.; Iqbal, M.; Lyon-Marion, B.A.; Han, J.J.L.; Fei, Y.; Lee, J.; Ellison, C.J.; Pennell, K.D.; Johnston, K.P. Mobility of Sub-50 nm Iron Oxide Nanoparticles with Ultrahigh Initial Magnetic Susceptibility in Intact Berea Sandstone at High Salinity. Ind. Eng. Chem. Res. 2022, 61, 12132–12141. [Google Scholar] [CrossRef] [Scilit]
- Chang, T.; Liu, S.; Huang, P.-W.; Lei, C.; Klevan, C.; LaValley, D.; Mahambare, A.; Park, T.; Ahmadian, M.; Pennell, K.D.; et al. Ultra long-term release of oligomeric surfactants from mesoporous silica nanoparticles into organic solvents. Colloids Surf. A Physicochem. Eng. Asp. 2026, 728, 138673. [Google Scholar] [CrossRef] [Scilit]
- Hu, Z.; Azmi, S.M.; Raza, G.; Glover, P.W.J.; Wen, D. Nanoparticle-Assisted Water-Flooding in Berea Sandstones. Energy Fuels 2016, 30, 2791–2804. [Google Scholar] [CrossRef] [Scilit]
- Liao, S.; Akbariyeh, S.; Chen, X.; Klevan, C.; Greenley, C.; Johnston, K.P.; Abriola, L.M.; Pennell, K.D. Evaluation of Polyelectrolyte Complex Nanoparticles for Prolonged Scale Inhibitor Release in Porous Media. Energy Fuels 2023, 37, 4515–4523. [Google Scholar] [CrossRef] [Scilit]
- Van Genuchten, M.T.; Šimunek, J.; Leij, F.J.; Toride, N.; Šejna, M. STANMOD: Model Use, Calibration, and Validation. Trans. ASABE 2012, 55, 1355–1368. [Google Scholar] [CrossRef] [Scilit]
- Schneider, C.A.; Rasband, W.S.; Eliceiri, K.W. NIH Image to ImageJ: 25 years of image analysis. Nat. Methods 2012, 9, 671–675. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Kumar, E.B.; Thiagarasu, V. Color channel extraction in RGB images for segmentation. In Proceedings of the 2017 2nd International Conference on Communication and Electronics Systems (ICCES), Coimbatore, India, 19-20 October 2017; IEEE: New York, NY, USA, 2017; pp. 234–239. [Google Scholar]
- Virtanen, P.; Gommers, R.; Oliphant, T.E.; Haberland, M.; Reddy, T.; Cournapeau, D.; Burovski, E.; Peterson, P.; Weckesser, W.; Bright, J.; et al. SciPy 1.0: Fundamental algorithms for scientific computing in Python. Nat. Methods 2020, 17, 261–272. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Kmetz, A.A.; Becker, M.D.; Lyon, B.A.; Foster, E.; Xue, Z.; Johnston, K.P.; Abriola, L.M.; Pennell, K.D. Improved Mobility of Magnetite Nanoparticles at High Salinity with Polymers and Surfactants. Energy Fuels 2016, 30, 1915–1926. [Google Scholar] [CrossRef] [Scilit]
- Che Mohamed Hussein, S.N.; Amir, Z.; Jan, B.M.; Khalil, M.; Azizi, A. Colloidal Stability of CA, SDS and PVA Coated Iron Oxide Nanoparticles (IONPs): Effect of Molar Ratio and Salinity. Polymers 2022, 14, 4787. [Google Scholar] [CrossRef] [Scilit]
- French, R.A.; Jacobson, A.R.; Kim, B.; Isley, S.L.; Penn, R.L.; Baveye, P.C. Influence of Ionic Strength, pH, and Cation Valence on Aggregation Kinetics of Titanium Dioxide Nanoparticles. Environ. Sci. Technol. 2009, 43, 1354–1359. [Google Scholar] [CrossRef] [Scilit]
- Wang, X.; Sun, T.; Zhu, H.; Han, T.; Wang, J.; Dai, H. Roles of pH, cation valence, and ionic strength in the stability and aggregation behavior of zinc oxide nanoparticles. J. Environ. Manag. 2020, 267, 110656. [Google Scholar] [CrossRef] [Scilit]
- Vindedahl, A.M.; Strehlau, J.H.; Arnold, W.A.; Lee Penn, R. Organic matter and iron oxide nanoparticles: Aggregation, interactions, and reactivity. Environ. Sci. Nano 2016, 3, 494–505. [Google Scholar] [CrossRef] [Scilit]
- Baalousha, M.; Nur, Y.; Römer, I.; Tejamaya, M.; Lead, J.R. Effect of monovalent and divalent cations, anions and fulvic acid on aggregation of citrate-coated silver nanoparticles. Sci. Total Environ. 2013, 454–455, 119–131. [Google Scholar] [CrossRef] [Scilit]
- Gao, Y.; Lin, Q.; Bijeljic, B.; Blunt, M.J. Pore-scale dynamics and the multiphase Darcy law. Phys. Rev. Fluids 2020, 5, 013801. [Google Scholar] [CrossRef] [Scilit]
- Rehman, M.; Hafeez, M.B.; Krawczuk, M. A Comprehensive Review: Applications of the Kozeny–Carman Model in Engineering with Permeability Dynamics. Arch. Comput. Methods Eng. 2024, 31, 3843–3855. [Google Scholar] [CrossRef] [Scilit]








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Klevan, C.; Marion, B.A.; Han, J.J.; Chang, T.; Liu, S.; Johnston, K.P.; Abriola, L.M.; Pennell, K.D. Rapid Screening Method to Assess Formation Damage During Injection of Metal Oxide Nanoparticles in Sandstone. Nanomaterials 2026, 16, 402. https://doi.org/10.3390/nano16070402
Klevan C, Marion BA, Han JJ, Chang T, Liu S, Johnston KP, Abriola LM, Pennell KD. Rapid Screening Method to Assess Formation Damage During Injection of Metal Oxide Nanoparticles in Sandstone. Nanomaterials. 2026; 16(7):402. https://doi.org/10.3390/nano16070402
Chicago/Turabian StyleKlevan, Craig, Bonnie A. Marion, Jae Jin Han, Taeyoung Chang, Shuhao Liu, Keith P. Johnston, Linda M. Abriola, and Kurt D. Pennell. 2026. "Rapid Screening Method to Assess Formation Damage During Injection of Metal Oxide Nanoparticles in Sandstone" Nanomaterials 16, no. 7: 402. https://doi.org/10.3390/nano16070402
APA StyleKlevan, C., Marion, B. A., Han, J. J., Chang, T., Liu, S., Johnston, K. P., Abriola, L. M., & Pennell, K. D. (2026). Rapid Screening Method to Assess Formation Damage During Injection of Metal Oxide Nanoparticles in Sandstone. Nanomaterials, 16(7), 402. https://doi.org/10.3390/nano16070402

