- Abraham, M. J., Murtola, T., Schulz, R., Páll, S., Smith, J. C., Hess, B., and Lindahl, E. (2015). GROMACS: High performance molecular simulations through multi-level parallelism from laptops to supercomputers. SoftwareX, 1–2, 19–25. https://doi.org/10.1016/j.softx.2015.06.001
- Abuelela, A.M., Kaur, J., Saxena, A. Bedair, M.A., Verma, D.K., and Berdimurodov, E. (2023). Electrochemical and DFT studies of Terminalia bellerica fruit extract as an eco-friendly inhibitor for the corrosion of steel. Sci. Rep. 13, 19367. https://doi.org/10.1038/s41598-023-45283-0
- Al Jahdaly, B. A. (2023). Rosmarinus officinalis extract as eco-friendly corrosion inhibitor for copper in 1 M nitric acid solution: Experimental and theoretical studies. Arabian Journal of Chemistry, 16(1), 104411. https://doi.org/10.1016/j.arabjc.2022.104411
- Alrefaee, S. H., Rhee, K. Y., Verma, Ch., Quaraishi, M.A., and Ebenso, E.E. (2021) Challenges andadvantages of using plant extract as inhibitiors in modern corrosion inhibition systems: recent advancements. J. Molecular Liquid. 321. https://doi.org/10.1016/j.molliq.2020.114666
- Arachchige, L.J., Li, C., and Wang, F. (2025). Recent advances in Understanding iron/Steel corrosion: Mechanistic insights from molecular simulations. Current Opinion Solid State Mat. Sci. 35, 101216. https://doi.org/10.1016/j.cossms.2025.101216
- Asadi, N., Ramezanzadeh, M., bahlakeh, G. and Ramezanzadeh, B. (2019). Utilizing Lemon Balm extract as an effective green corrosion inhibitor for mild steel in 1M HCl solution: A detailed experimental, molecular dynamics, Monte Carlo and quantum mechanics study. J. Taiwan Institute of Chem. Engineers 95, 252-272. https://doi.org/10.1016/j.jtice.2018.07.011
- Association for Materials Protection and Performance (AMPP). (2025). From Rust to Risk: Global Campaign Urges Action on $2.5 Trillion Corrosion Crisis. https://www.ampp.org/blogs/webmasternaceorg/2025/04/22/global-campaign-urges-action-on-corrosion-crisis
- Bahlakeh, G., Dehghani, A., Ramezanzadeh, B., Ramezanzadeh, M. (2019). Highly effective mild steel corrosion inhibition in 1 M HCl solution by novel green aqueous Mustard seed extract: Experimental, electronic-scale DFT and atomic-scale MC/MD explorations. J. Mol. Liq. 293, 111559. https://doi.org/10.1016/j.molliq.2019.111559
- Belakhdar, A., Ferkous, H., Djellali, S., Sahraoui, R., Lahbib, H., Ben-Amor, Y., Erto, A., Balsamo, M., and Benguerba, Y. (2020). Computational and experimental studies on the efficiency of Rosmarinus officinalis polyphenols as green corrosion inhibitors for XC48 steel in acidic medium. Colloids Surf. A 606, pp. 125458. https://doi.org/10.1016/j.colsurfa.2020.125458
- Castillo-Robles, J.M., de Freitas Martins, E., and Ordejón, P. et al. Molecular modeling applied to corrosion inhibition: a critical review. npj Mater Degrad 8, 72 (2024). https://doi.org/10.1038/s41529-024-00478-2
- Chen, X., Chen, Y., Cui, J., Li, Y., Liang, Y., and Guangsheng, C. (2021). Molecular dynamics simulation and DFT calculation of “green” scale and corrosion inhibitor. Comp. Mat. Sci., 188, 1100229. https://doi.org/10.1016/j.commatsci.2020.110229
- El-Haddad, M.A.M., Radwan, B.A., Sliem, M.H., Hassan, W.I.M., and Abdullah, A.M. (2019). Highly efficient ecofriendly corrosion inhibitor for mild steel in 5 M HCl at elevated temperatures: experimental & molecular dynamics study. Scientific Reports 9, 3695. https://doi.org/10.1038/s41598-019-40149-w
- Esquivel-Rojas, A., Cuevas-Arteaga, C., and Valladares-Cisneros, M.G. (2020). Study of corrosion inhibition of copper in synthetic seawater by Equisetum arvense as green corrosion inhibitor. Revista Mexicana de Ingeniería Química, 19(2), 603–616. https://doi.org/10.24275/rmiq/Mat629
- Fang, Y., Suganthan, B., and Ramasamy, R.P. (2019). Electrochemical characterization of aromatic corrosion inhibitors from plant extracts. J. Electroanalytical Chem. 840, 74-83. https://doi.org/10.1016/j.jelechem.2019.03.052.
- Haris, N. I. N., Sobri, S., Yusof, Y. A., and Kassim, N. K. (2021). An Overview of Molecular Dynamic Simulation for Corrosion Inhibition of Ferrous Metals. Metals 11(1), 46. https://doi.org/10.3390/met11010046
- Hess, B., Kutzner, C., van der Spoel, D., and Lindahl, E. (2008). GROMACS 4: Algorithms for highly efficient, load-balanced, and scalable molecular simulation. Journal of Chemical Theory and Computation 4(3), 435–447. https://doi.org/10.1021/ct700301q
- Huang, J., and MacKerell, A. D. (2013). CHARMM36 all-atom additive protein force field: Validation based on comparison to NMR data. J. Computational Chemistry 34(25), 2135–2145. https://doi.org/10.1002/jcc.23354
- Humphrey, W., Dalke, A., and Schulten, K. (1996). VMD: Visual molecular dynamics. J. Molecular Graphics, 14(1), 33–38. https://doi.org/10.1016/0263-7855(96)00018-5
- Jorgensen, W. L., Chandrasekhar, J., Madura, J. D., Impey, R. W., and Klein, M. L. (1983). Comparison of simple potential functions for simulating liquid water. J. Chemical Physics 79(2), 926–935. https://doi.org/10.1063/1.445869
- Kwolek, P., Dycht
n, K., Ko cielniak, B., Oblój, A., Podborska, A., and Wojnicki, M. (2022). Gallic Acid as a Potential Green Corrosion Inhibitor for Aluminum in Acidic Solution. Metals 12, 250. https://doi.org/10.3390/met12020250
- Li, J., Zhu, Z., Li, Z., Zhao, Y., Lei, Y., Su, X., Wu, C., and Peng, H. (2023). Progress of research on gallic acid in corrosion inhibition and rust removal protection of metals. Anti-Corrosion Methods Mat. 70(6), 478–489. https://doi.org/10.1108/ACMM-04-2023-2784
- Marzorati, S., Verotta, L., and Trasatti, S.P. (2019). Green corrosion inhibitors from natural sources and biomass wastes. Molecules 24, 48. https://doi.org/10.3390/molecules24010048
- Mostafatabar, A.H., Dehghani, A., Ghahremani, P., Bahlakeh, G., and Ramezanzadeh, B. (2022). Molecular-dynamic/DFT-electronic theoretical studies coupled with electrochemical investigations of the carrot pomace extract molecules inhibiting potency toward mild steel corrosion in 1 M HCl solution. J. Mol. Liq. 346, 118344. https://doi.org/10.1016/j.molliq.2021.118344
- Moustafa, A. H. E., Abdel-Rahman, H. H., Awad, M. K., Abdel Naby, A. A. N., & Seleim, M. M. (2022). Molecular dynamic simulation studies and surface characterization of carbon steel corrosion with changing green inhibitors concentrations and temperatures. Alexandria Engineering Journal, 61(3), 2492–2519. https://doi.org/10.1016/j.aej.2021.07.041
- Radi, M., Melian, R., Galai, M., Dkhireche, N., Dahmani, K., Ebn Touhami, M., Chafiq, M., AlObaid, A. A., and Chaouiki, A. (2025). Rosmarinus officinalis L. (Rosemary) as an eco-friendly corrosion inhibitor for AA2024-T3 in 3.5 % NaCl solution: An electrochemical, surface, and computational investigation. Coll. Surf. A: Physicochem. Eng. Aspects 715, 136616. https://doi.org/10.1016/j.colsurfa.2025.136616
- Sharma, S., Ko, X., Kurapati, Y., Singh, H., and Nešić, S. (2019). Adsorption Behavior of Organic Corrosion Inhibitors on Metal Surfaces—Some New Insights from Molecular Simulations. Corrosion 75(1), 90–105. https://doi.org/10.5006/2976
- Shwetha, K.M., Praveen, B.M., and Devendra, B.K. (2024). A review on corrosion inhibitors: Types, mechanisms, electrochemical analysis, corrosion rate and efficiency of corrosion inhibitors on mild Steel in an acidic environment. Results Surface Interfaces, 16, 100258. https://doi.org/10.1016/j.rsurfi.2024.100258
- Sulaiman, K.O.; Onawole, A.T.; Faye, O.; Shuaib, D.T. (2019). Understanding the corrosion inhibition of mild steel by selected green compounds using chemical quantum based assessments and molecular dynamics simulations. J. Molecular Liquids 279, 342. https://doi.org/10.1016/j.molliq.2019.01.136
- Thacker, H., and Ram, V. (2025). Green corrosion inhibitors derived from plant extracts and drugs for mild steel in acid media: A review. Results Surface Interfaces 18, 100364. https://doi.org/10.1016/j.rsurfi.2024.100364
- Velázquez-González, M.A., Gonzalez-Rodriguez, J.G., Valladares-Cisneros, M. G., and Hermoso-Diaz, I. A. (2014). Use of Rosmarinus officinalis as Green Corrosion Inhibitor for Carbon Steel in Acid Medium. Ame. J. Anal. Chem. 5, 55. https://www.scirp.org/journal/paperinformation?paperid=42143
- Verma, C., Lgaz, H., Verma, D.K., Ebenso, E.E., Bahadur, I., and Quraishi, M.A. (2018). Molecular dynamics and Monte Carlo simulations as powerful tools for study of interfacial adsorption behavior of corrosion inhibitors in aqueous phase: A review. J. Molecular Liquids 260, 99-120. https://doi.org/10.1016/j.molliq.2018.03.045
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