Numerical Analysis of Enhanced Oil Recovery using Nanofluids
DOI:
https://doi.org/10.15282/ijame.22.3.2025.15.0972Keywords:
EOR, Nanoflooding, NanofluidAbstract
This study presents a comprehensive investigation into enhanced oil recovery (EOR) techniques utilizing nanofluids, specifically focusing on CuO, SiO2, Al2O3, and TiO2 nanoparticles. The objective was to develop a validated numerical model to assess the effectiveness of different nanofluids in EOR applications. The research methodology encompassed various pivotal stages. Initially, a meticulous selection process was employed to identify an appropriate base model for validation, ensuring accuracy and reliability throughout the study. Subsequently, nanofluids containing the aforementioned nanoparticles were selected, and their properties were characterized to enable accurate simulations. ANSYS Fluent, augmented with User-Defined Functions (UDF), was employed to simulate nanofluid displacement within the reservoir. Python and Minitab were used to support data analysis and validation. Mesh independence and saturation tests confirmed model stability. Key parameters such as velocity and interfacial tension were notably influential in affecting recovery performance. The RSM model predicted a theoretical maximum oil recovery of 105% for SiO₂ nanofluid under ideal conditions within the selected parameter range. Validation through saturation testing yielded an average recovery of 78.92%, closely matching the 75% reported in experimental studies. This demonstrates the model’s strong potential as a predictive tool for optimizing nanofluid applications in real-world EOR operations.
References
[1] R. Lukasz, “History of Oil - A timeline of the modern oil industry,” EKT Interactive, Oct. 19, 2023. Available: https://ektinteractive.com/history-of-oil/
[2] U. Ali, “The history of the oil and gas industry from 347 AD to today,” Offshore Technology, Mar. 07, 2019. [Online]. Available: https://www.offshore-technology.com/comment/history-oil-gas/
[3] Anton Paar Wiki, “Enhanced Oil Recovery,” [Online]. Available: https://wiki.anton-paar.com/en/enhanced-oil-recovery/.
[4] Rigzone, “What Is EOR, and How Does It Work?” [Online] Available: https://www.rigzone.com/training/insight/?insight id=313
[5] North Sea Transition Authority, “Enhanced Oil Recovery,” [Online]. Available: https://www.nstauthority.co.uk/regulatory-information/-explorationand-production/development/enhanced-oil-recovery/.
[6] Department of Energy, “The Economic Benefits of Oil & Gas” [Online]. Available: https://www.energy.gov/articles/economic-impact-oil-and-gas
[7] UKOG, “Why oil is important” [Online]. Available: https://www.ukogplc.com/page.php?pID=74
[8] A. Ahmadi, A. K. Manshad, J. A. Ali, S. Iglauer, S. M. Sajadi, A. Keshavarz, et al., “Insight into nano-chemical enhanced oil recovery from carbonate reservoirs using environmentally friendly nanomaterials,” ACS Omega, vol. 7, no. 41, pp. 36165–36174, 2022.
[9] A. A. Franco, C. Franco, R. D. Zabala, I. Bahamon, A. M. Forero, and F. B. Cortes, “Field applications of nanotechnology in the oil and gas industry: Recent advances and perspectives,” Energy & Fuels, vol. 35, no. 23, pp. 19266–19287, 2021.
[10] Y. Sun, D. Yang, L. Shi, H. Wu, Y. Cao, Y. He, et al., “Properties of nanofluids and their applications in enhanced oil recovery: A comprehensive review,” Energy & Fuels, vol. 34, no. 2, pp. 1202–1218, 2020.
[11] Z. Hu, M. A. Haruna, H. Gao, E. Nourafkan, and D. Wen, “Rheological properties of partially hydrolyzed polyacrylamide seeded by nanoparticles,” Industrial & Engineering Chemistry Research, vol. 56, no. 12, pp. 3456–3463, 2017.
[12] M. Iravani, Z. Khalilnezhad, and A. Khalilnezhad, “A review on application of nanoparticles for EOR purposes: history and current challenges,” Journal of Petroleum Exploration and Production Technology, vol. 13, no. 4, pp. 959–994, 2023.
[13] M. Y. Kanj, M. H. Rashid, and E. P. Giannelis, “Industry first field trial of reservoir nanoagents,” in SPE Middle East oil and Gas Show and Conference, pp. SPE-142592
[14] Y. Kazemzadeh, S. Shojaei, M. Riazi, and M. Sharifi, “Review on application of nanoparticles for EOR purposes: A critical review of the opportunities and challenges,” Chinese Journal of Chemical Engineering, vol. 27, no. 2, pp. 237–246, 2019.
[15] A. M. S. Ragab and A. E. Hannora, “A comparative investigation of nano particle effects for improved oil recovery – Experimental work,” in SPE Kuwait Oil and Gas Show and Conference, pp. SPE-175395, 2015.
[16] R. Jiang, K. Li, and R. N. Horne, “A mechanism study of wettability and interfacial tension for EOR using silica nanoparticles,” In SPE Annual Technical Conference and Exhibition, p. D031S046R003, 2017.
[17] M. B. Khan, M. F. Khoker, M. Husain, M. Ahmed, and S. Anwer “Effects of nanoparticles on rheological behavior of polyacrylamide related to enhance oil recovery,” Academic Journal of Polymer Science, vol. 1, no. 5, p. 555573, 2018.
[18] R. Gharibshahi, A. Jafari, A. Haghtalab, and M. S. Karambeigi, “Application of CFD to evaluate the pore morphology effect on nanofluid flooding for enhanced oil recovery,” RSC Advances, vol. 5, no. 37, pp. 28938–28949, 2015.
[19] M. Iravani, Z. Khalilnezhad, and A. Khalilnezhad, “A review on application of nanoparticles for EOR purposes: history and current challenges,” Journal of Petroleum Exploration and Production Technology, vol. 13, no. 4, pp. 959–994, 2023.
[20] T. Huang, B. A. Evans, J. B. Crews, and C. K. Belcher, “Field case study on formation fines control with nanoparticles in offshore wells,” in SPE Annual Technical Conference and Exhibition, pp. SPE-135088, 2010.
[21] Y. Kaito, A. Goto, D. Ito, S. Murakami, H. Kitagawa, and T. Ohori, “First nanoparticle-based EOR nano-EOR project in Japan: Laboratory experiments for a field pilot test,” in SPE Improved Oil Recovery Conference, p. D011S008R001, 2022.
[22] A. R. I. Ali and B. Salam, “A review on nanofluid: Preparation, stability, thermophysical properties, heat transfer characteristics and application,” SN Applied Sciences, vol. 2, no. 10, p. 1636, 2020.
[23] M. Q. Alsedrani and G. T. Chala, “Investigation of the effects of silica nanofluid for enhanced oil recovery applications: CFD Simulation study,” Arabian Journal for Science and Engineering, vol. 48, no. 7, pp. 9139–9158, 2022.
[24] P. Rostami, M. Sharifi, B. Aminshahidy, and J. Fahimpour, “The effect of nanoparticles on wettability alteration for enhanced oil recovery: Micromodel experimental studies and CFD simulation,” Petroleum Science, vol. 16, no. 4, pp. 859–873, 2019.
[25] Y. Zhou, W. Guan, C. Zhao, H. Hu, Z. He, X. Zou et al., “A computational workflow to study CO2 transport in porous media with irregular grains: Coupling a Fourier series-based approach and CFD,” Journal of Cleaner Production, vol. 418, p. 138037, 2023.
[26] M. W. Clark, “Quantitative shape analysis: A review,” Journal of the International Association for Mathematical Geology, vol. 13, no. 4, pp. 303–320, 1981.
[27] D. Su and Y. Wang, “Quantification of angularity of general-shape particles by using Fourier series and a gradient-based approach,” Construction and Building Materials, vol. 161, pp. 547–554, 2018.
[28] Y. Ahmadi, M. Hassanbeygi, and R. Kharrat, “The effect of temperature and injection rate during water flooding using carbonate core samples: An experimental approach,” Iranian Journal of Oil and Gas Science and Technology, vol. 5, no. 4, pp. 18–24, 2016.
[29] P. P. Y. A. Jacinta, M. F. Majnis, and S. A. Musa, “CFD simulation of the oil displacement in micromodel for enhanced oil recovery application,” IOP Conference Series: Materials Science and Engineering, vol. 1092, no. 1, p. 012011, 2021.
[30] B. Barbes, R. Paramo, E. Blanco, and C. Casanova, “Thermal conductivity and specific heat capacity measurements of CuO nanofluids,” Journal of Thermal Analysis and Calorimetry, vol. 115, no. 2, pp. 1883–1891, 2013.
[31] M. H. Esfe, A. Karimipour, W. Yan, M. Akbari, M. R. Safaei, and M. Dahari, “Experimental study on thermal conductivity of ethylene glycol based nanofluids containing Al2O3 nanoparticles,” International Journal of Heat and Mass Transfer, vol. 88, pp. 728–734, 2015.
[32] M. H. Esfe, A. A. Nadooshan, A. Arshi, and A. Alirezaie, “Convective heat transfer and pressure drop of aqua based TiO2 nanofluids at different diameters of nanoparticles: Data analysis and modeling with artificial neural network,” Physica E: Low-Dimensional Systems and Nanostructures, vol. 97, pp. 155–161, 2018.
[33] J. Zhao and D. Wen, “Pore-scale simulation of wettability and inter facial tension effects on flooding process for enhanced oil recovery,” RSC Advances, vol. 7, no. 66, pp. 41391–41398, 2017.
[34] M. Sepehri, B. Moradi, A. Emamzadeh, and A. H. Mohammadi “Experimental study and numerical modeling for enhancing oil recovery from carbonate reservoirs by nanoparticle flooding,” Oil & Gas Science and Technology – Revue d’IFP Energies nouvelles, 74, p. 5, 2019.
[35] T. T. Chau, W. J. Bruckard, P. T. L. Koh, and A. V. Nguyen, “A review of factors that affect contact angle and implications for flotation practice,” Advances in Colloid and Interface Science, vol. 150, no. 2, pp. 106–115, 2009.
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