Colloid &  Nanoscience  Journal

Colloid & Nanoscience Journal

Effect of initial temperature on the Efficiency of asphaltene adsorption onto lime nanoparticles: a molecular dynamics study

Document Type : Original Article

Authors
1 Department of Petroleum Engineering, Kho.C., Islamic Azad University, Khomeinishahr, Iran
2 Department of Petroleum Engineering, Kho.C., Islamic Azad University, Khomeinishahr, Iran; Stone Research Center, Kho.C., Islamic Azad University, Khomeinishahr, Iran
Abstract
Molecular dynamics simulations were employed to investigate the adsorption behavior of asphaltene molecules onto lime nanoparticles (NPs) in an aqueous medium. Initially, atomic models comprising asphaltene molecules and 20 wt% lime NPs were equilibrated for 10 ns. Following equilibration, the adsorption process was simulated over an additional 10 ns. The results demonstrated substantial adsorption of asphaltene molecules, with the maximum atomic density reaching 180.72 atoms/ų at the center of the simulation box, where the NPs were initially positioned. The interaction energy between lime NPs and asphaltene molecules increased progressively to approximately 0.047 kcal/mol, indicating enhanced interfacial interactions and the establishment of a thermodynamically stable configuration. Adsorption analysis revealed that approximately 69% of asphaltene molecules adhered to the NP surfaces within the first 7 nanoseconds, after which the adsorption process approached saturation. As the initial temperature increased, the maximum atomic density decreased. This reduction is attributed to the higher kinetic energy of the molecules, which allows them to move more freely and spread out within the system, resulting in a lower local density. Additionally, the interaction energy between NPs and asphaltene dropped from 0.047 to 0.031 kcal/mol, indicating a weakening of the attractive forces between these components at elevated temperatures. This decrease in interaction energy leads to reduced adhesion and weaker binding of asphaltene molecules to the NP surfaces. Finally, the asphaltene adsorption ratio declined from 69% to 56%, reflecting a lower degree of asphaltene adsorption onto the NPs as the temperature rises.

Graphical Abstract

Effect of initial temperature on the Efficiency of asphaltene adsorption onto lime nanoparticles: a molecular dynamics study
Keywords

[1] S. Alimohammadi, S. Zendehboudi, L. James, A comprehensive review of asphaltene deposition in petroleum reservoirs: Theory, challenges, and tips, Fuel 252 (2019) 753–791. https://doi.org/10.1016/j.fuel.2019.03.016
[2] S. Kashefi, M.N. Lotfollahi, A. Shahrabadi, Investigation of asphaltene adsorption onto zeolite beta nanoparticles to reduce asphaltene deposition in a silica sand pack, Oil Gas Sci. Technol.–Rev. IFP Energies Nouv. 73 (2018) 2. https://doi.org/10.2516/ogst/2017038
[3] G. Raj, E. Larkin, A. Lesimple, P. Commins, J. Whelan, P.E. Naumov, In situ monitoring of the inhibition of asphaltene adsorption by a surfactant on carbon steel surface, Energy Fuels 33 (2019) 2030–2036. https://doi.org/10.1021/acs.energyfuels.8b04246
[4] J. Taheri-Shakib, M. Rajabi-Kochi, E. Kazemzadeh, H. Naderi, Y. Salimidelshad, M.R. Esfahani, A comprehensive study of asphaltene fractionation based on adsorption onto calcite, dolomite and sandstone, J. Pet. Sci. Eng. 171 (2018) 863–878. https://doi.org/10.1016/j.petrol.2018.08.024
[5] S. Alafnan, Asphaltene behavior during thermal recovery: A molecular study based on realistic structures, Minerals 12 (2022) 1315. https://doi.org/10.3390/min12101315
[6] S. Yang, C. Yan, J. Cai, Y. Pan, Q. Han, Research progress in nanoparticle inhibitors for crude oil asphaltene deposition, Molecules 29 (2024) 1135. https://doi.org/10.3390/molecules29051135
[7] A.D. Manasrah, T. Montoya, A. Hassan, N.N. Nassar, Nanoparticles as adsorbents for asphaltenes, in: Nanoparticles: An Emerging Technology for Oil Production and Processing Applications, Springer, 2022, pp. 97–129. https://doi.org/10.1007/978-3-319-12051-5_3
[8] A. Talebi, M. Shafiei, Y. Kazemzadeh, M. Escrochi, M. Riazi, Asphaltene prevention and treatment by using nanomaterial: A comprehensive review, J. Mol. Liq. 382 (2023) 121891.
[9] A. Solaimany Nazar, F. Amin, A study on the adsorption and catalytic oxidation of asphaltene onto nanoparticles, J. Pet. Sci. Technol. 7 (2017) 21–29. https://jpst.ripi.ir/article_745.html
[10] M. Madhi, A. Bemani, A. Daryasafar, M.R. Khosravi Nikou, Experimental and modeling studies of the effects of different nanoparticles on asphaltene adsorption, Pet. Sci. Technol. 35 (2017) 242–248. https://doi.org/10.1080/10916466.2016.1255641
[11] C.A. Franco, N.N. Nassar, M.A. Ruiz, P. Pereira-Almao, F.B. Cortés, Nanoparticles for inhibition of asphaltenes damage: Adsorption study and displacement test on porous media, Energy Fuels 27 (2013) 2899–2907. https://doi.org/10.1021/ef4000825
[12] M. Baninaam, S.A. Hosseini, A.R. Abbasian, Isothermal study of asphaltene adsorption over 4A, 13X, ZSM-5, clinoptilolite zeolites, and phoslock, Appl. Petrochem. Res. 10 (2020) 49–54. https://doi.org/10.1007/s13203-020-00243-x
[13] M.S. Mazloom, A. Hemmati-Sarapardeh, M.M. Husein, H.S. Behbahani, S. Zendehboudi, Application of nanoparticles for asphaltenes adsorption and oxidation: A critical review of challenges and recent progress, Fuel 279 (2020) 117763. https://doi.org/10.1016/j.fuel.2020.117763
[14] B. Zhu, et al., Insights into the effect of water content on asphaltene aggregation behavior and crude oil rheology: A molecular dynamics simulation study, J. Mol. Liq. 396 (2024) 124042.
[15] T. Lu, Z. Li, L. Du, Enhancing foam stability and addressing asphaltene deposition for improved oil recovery in CCUS applications using aerogel nanoparticles, Chem. Eng. J. 481 (2024) 148290. https://doi.org/10.1016/j.cej.2023.148290
[16] A. Shadervan, A. Jafari, A. Teimouri, R. Gharibshahi, A.H.S. Dehaghani, Mechanistic understanding of asphaltene precipitation and oil recovery enhancement using SiO2 and CaCO3 nano-inhibitors, Sci. Rep. 14 (2024) 15249. https://doi.org/10.1038/s41598-024-65995-1
[17] M.R. Torki, M. Rahimi, M. Hekmatifar, Use of Fe3O4 nanoparticles for adsorption of asphaltene from heavy and ultra-heavy materials: A molecular dynamics study. https://cnj.araku.ac.ir/article_723508.html
[18] N. Hayatizadeh, F.F. Chanzab, C. Falamaki, Adsorption of asphaltene molecules on functionalized SiO2 nanoparticles at atmospheric and high pressures in heptane/toluene environment: A molecular dynamics simulation study, Geoenergy Sci. Eng. 234 (2024) 212684.
[19] A.S. Al Qasim, Simulation of asphaltene deposition during CO₂ flooding, 2011.
[20] C. Huang, L. Tian, J. Wang, L. Jiang, K. Zhang, Water-CO2 wettability on sandstone surface with asphaltene adsorption: Molecular dynamics simulation, Fuel 360 (2024) 130558.
[21] C.L. Brooks, D.A. Case, S. Plimpton, B. Roux, D. Van der Spoel, E. Tajkhorshid, Classical molecular dynamics, J. Chem. Phys. 154 (2021) 10. https://doi.org/10.1063/5.0045455
[22] D.C. Rapaport, The art of molecular dynamics simulation, Cambridge University Press, Cambridge, 2004.
[23] I. Omelyan, I. Mryglod, R. Folk, Optimized Verlet-like algorithms for molecular dynamics simulations, Phys. Rev. E 65 (2002) 056706. https://doi.org/10.1103/PhysRevE.65.056706
[24] E. Hairer, C. Lubich, G. Wanner, Geometric numerical integration illustrated by the Störmer–Verlet method, Acta Numer. 12 (2003) 399–450. https://doi.org/10.1017/S0962492902000144
[25] D.C. Rapaport, The art of molecular dynamics simulation, Cambridge University Press, Cambridge, 2004.
[26] P.G. Huray, Maxwell’s equations, John Wiley & Sons, Hoboken, 2009.
[27] M.S. Daw, M.I. Baskes, Embedded-atom method: Derivation and application to impurities, surfaces, and other defects in metals, Phys. Rev. B 29 (1984) 6443. https://doi.org/10.1103/PhysRevB.29.6443
[28] J.E. Lennard-Jones, Cohesion, Proc. Phys. Soc. 43 (1931) 461. https://doi.org/10.1088/0959-5309/43/5/301
[29] M.H. Müser, S.V. Sukhomlinov, L. Pastewka, Interatomic potentials: Achievements and challenges, Adv. Phys. X 8 (2023) 2093129. https://doi.org/10.1080/23746149.2022.2093129
[30] J.E. Lennard-Jones, Cohesion, 43 (1931) 461. https://doi.org/10.1088/0959-5309/43/5/301
[31] LAMMPS Documentation, Compute group/group. https://docs.lammps.org/compute_group_group.html (accessed 1 December 2025).
[32] A.K. Rappé, C.J. Casewit, K. Colwell, W.A. Goddard III, W.M. Skiff, UFF, a full periodic table force field for molecular mechanics and molecular dynamics simulations, J. Am. Chem. Soc. 114 (1992) 10024–10035. https://doi.org/10.1021/ja00051a040
[33] S.L. Mayo, B.D. Olafson, W.A. Goddard, DREIDING: A generic force field for molecular simulations, J. Phys. Chem. 94 (1990) 8897–8909. https://doi.org/10.1021/j100389a010
[34] S. Pal, K.V. Reddy, Molecular dynamics for materials modeling: A practical approach using LAMMPS platform, CRC Press, Boca Raton, 2024. https://doi.org/10.1201/9781003323495
[35] M. Sedghi, L. Goual, W. Welch, J. Kubelka, Effect of asphaltene structure on association and aggregation using molecular dynamics, J. Phys. Chem. B 117 (2013) 5765–5776. https://doi.org/10.1021/jp401584u
[36] B. Peng, et al., Molecular dynamics simulations of aggregation and viscosity properties of model asphaltene molecules containing a polycyclic hydrocarbon nucleus with toluene additive under shear interactions, RSC Adv. 14 (2024) 2577–2589. DOI: 10.1039/D3RA06483B
[37] S. Tazikeh, A. Shafiei, T. Yerkenov, A. Abenov, N. Seitmaganbetov, T.S. Atabaev, A systematic and critical review of asphaltene adsorption from macroscopic to microscopic scale: Theoretical, experimental, statistical, intelligent, and molecular dynamics simulation approaches, Fuel 329 (2022) 125379.  https://doi.org/10.1016/j.fuel.2022.125379
[38] B. Zhu, Q. Hu, J. Zhang, The effect of water on asphaltene aggregation and viscosity of crude oil: A MD simulation study, in: Proc. 9th Int. Conf. Adv. Energy Resour. Environ. Eng. (ICAESEE 2023), Atlantis Press, 2024, pp. 407–413.
[39] R. Petuya, Á. Gómez, L. Martínez, C. Vega, Molecular dynamics simulations of asphaltene aggregation: Machine-learning identification of representative molecules, molecular polydispersity, and inhibitor performance, ACS Omega 8 (2023) 4862–4877.  https://doi.org/10.1021/acsomega.2c07120
[40] S. Ahmadi, A. Khormali, Y. Kazemzadeh, A critical review of the phenomenon of inhibiting asphaltene precipitation in the petroleum industry, Processes 13 (2025) 126. 
DOI: 10.3390/pr13010212
[41] A. Ghamartale, Molecular-Scale Mechanistic Investigation of Asphaltene Precipitation and Deposition Control Using Chemical Inhibitors, Ph.D. Thesis, Memorial University of Newfoundland, St. John’s, 2022.
[42] B. Liu, J. Li, C. Qi, X. Li, T. Mai, J. Zhang, Mechanism of asphaltene aggregation induced by supercritical CO₂: Insights from molecular dynamics simulation, RSC Adv. 7 (2017) 50786–50793.  DOI: 10.1039/C7RA09736K
[43] S. Ansari, M. Rahimi, A. Beheshti, M. Rezaei, N. Mohamadian, A. Mohammadi, Experimental measurement and modeling of asphaltene adsorption onto iron oxide and lime nanoparticles in the presence and absence of water, Sci. Rep. 13 (2023) 122.  https://doi.org/10.1038/s41598-022-27335-z
[44] N.N. Nassar, A. Hassan, P. Pereira-Almao, Metal oxide nanoparticles for asphaltene adsorption and oxidation, Energy Fuels 25 (2011) 1017–1023.  https://doi.org/10.1021/ef101230g
[45] D. Chen, Y. Yang, Y. Li, X. Cui, J. Zhang, Influence of temperature on the adsorption and diffusion of heavy oil in quartz nanopore: A molecular dynamics study, Energies 15 (2022) 5870
[46] X. Liu, Y. Gao, H. Sun, C. Liu, Y. Li, Effect of temperature on the aggregation kinetic and interaction mode of asphaltene in toluene–heptane system at molecular level using molecular dynamics (MD) simulation, J. Mol. Liq. 384 (2023) 122167.  https://doi.org/10.1016/j.molliq.2023.122167
[47] M. Li, Y. Tian, C. Wang, C. Jiang, C. Yang, L. Zhang, Effect of temperature on asphaltene precipitation in crude oils from Xinjiang oilfield, ACS Omega 7 (2022) 36244–36253.  https://doi.org/10.1021/acsomega.2c03630
[48] A. Bidram, M. Rahimi, M. Hekmatifar, The effect of temperature on asphaltene transformation and agglomeration in oil pressure tank systems under injection of carbon dioxide in a porous structure: A molecular dynamics study, J. Mol. Liq. 414 (2024) 126268. https://doi.org/10.1016/j.molliq.2024.126268
Volume 3, Issue 2
Summer 2025
Pages 622-638

  • Receive Date 16 September 2025
  • Revise Date 01 December 2025
  • Accept Date 09 December 2025