Optimization of Green Synthesis and Cationic Modification of Magnetic Nanoparticles for Oil Removal: An Experimental Design and Statistical Inference Study
DOI:
https://doi.org/10.55747/bjedis.v4i2.70257Keywords:
Design of experiments; Plackett–Burman; multivariate analysis; magnetic nanoparticles; green synthesis; CTAB; TOG; Jar Test; remediationAbstract
Crude oil drives the global economy but also represents one of the most serious environmental threats when it reaches aquatic ecosystems, causing severe and persistent damage. Traditional decontamination methods remain limited in efficiency, cost, and operational time, highlighting the need for more sustainable and effective alternatives. In this context, nanotechnology emerges as a strategic tool for hydrocarbon mitigation, with magnetic nanoparticles (Fe₃O₄) standing out for their ability to adsorb organic compounds and be magnetically recovered through external magnetic fields. This study proposes an innovative and eco-friendly approach: the green synthesis of magnetic nanoparticles using the extract of banana peel from the Prata cultivar (Musa spp.), an abundant and low-cost agroindustrial residue, followed by cationic modification with cetyltrimethylammonium bromide (CTAB) to enhance petroleum removal efficiency. A Plackett–Burman experimental design was applied to optimize synthesis parameters, and the resulting nanoparticles were characterized by XRD, FTIR, SEM–EDS, and magnetic force measurements. The results showed that the green route, combined with cationic modification, produced nanoparticles with smaller crystallite size, high colloidal stability, strong magnetic responsiveness, and an oil removal efficiency exceeding 90% in less than 20 minutes. In conclusion, green synthesis coupled with CTAB functionalization offers a sustainable, economical, and high-performance alternative for the treatment of oily wastewater, converting agricultural waste into high-value materials and contributing to environmental remediation.
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1. VASUDEVAN, N.; RAJARAM, P. Bioremediation of oil sludge-contaminated soil. Environment International, v. 26, n. 5–6, p. 409–411, 2001. DOI: https://doi.org/10.1016/S0160-4120(01)00020-4
2. PETERSON, Charles H. et al. Long-Term Ecosystem Response to the Exxon Valdez Oil Spill. Science, v. 302, n. 5653, p. 2082–2086, 19 dez. 2003. DOI: https://doi.org/10.1126/science.1084282
3. ALJADIRI, Aqeel Shaikhah Arafat; BAILÓN-MORENO, Rafael. Purification of Produced Water by Solvents to Enhance Oil Recovery and Reuse Separated Droplets. Applied Sciences, v. 15, n. 4, p. 1700, 7 fev. 2025. DOI: https://doi.org/10.3390/app15041700
4. ASSAR, Moein et al. A theoretical and experimental investigation of batch oil-water gravity separation. Chemical Engineering Research and Design, v. 194, p. 136–150, jun. 2023. DOI: https://doi.org/10.1016/j.cherd.2023.04.029
5. MOHAMMED, Thamer J.; ABBAS, Esraa R. Turbidity and Oil Removal from Oilfield Produced Water, by Coagulation - Flocculation Technique. The Eighth Jordan International Chemical Engineering Conference (JIChEC 2017), n. University of Technology, Iraq; organização do congreso CPGR/JIChEC, p. 1–10, 2017.
6. JULIÁN BENITES, Alicia Mercedes; RIVERO MÉNDEZ, José Félix. Biorremediación de Agua y Suelo Contaminados por Residuos Orgánicos de Petróleo en Iquitos. Ciencia Latina Revista Científica Multidisciplinar, v. 7, n. 5, p. 7936–7968, 22 nov. 2023. DOI: https://doi.org/10.37811/cl_rcm.v7i5.8376
7. MARANHÃO, Fabíola Da Silveira et al. Synthesis and Characterization of Modified Magnetic Nanoparticles for Removal of Dispersed Oil in Water. Brazilian Journal of Experimental Design, Data Analysis and Inferential Statistics, v. 1, n. 1, p. 148–156, 1 dez. 2021. DOI: https://doi.org/10.55747/bjedis.v1i1.48414
8. ELSKUS, Adria A. et al. An evaluation of the residual toxicity and chemistry of a sodium hydroxide-based ballast water treatment system for freshwater ships. Environmental Toxicology and Chemistry, v. 34, n. 6, p. 1405–1416, 18 fev. 2015. DOI: https://doi.org/10.1002/etc.2943
9. KHUSHBOO SHAH et al. Perspectives on sustainable and efficient routes of nanoparticle synthesis: an exhaustive review on conventional and microplasmaassisted techniques. Nanoscale, n. Royal Society of Chemistry, 2024. DOI: https://doi.org/10.1039/D4NR02478H Disponível em: https://pubs.rsc.org/en/content/articlelanding/2024/nr/d4nr02478h
10. ELDEEB, Bahig A.; EL-RAHEEM, Walaa M. Abd; ELBELTAGI, Shehab. Green synthesis of biocompatible Fe3O4 magnetic nanoparticles using Citrus Sinensis peels extract for their biological activities and magnetic-hyperthermia applications. Scientific Reports, v. 13, n. 1, 3 nov. 2023. DOI: https://doi.org/10.1038/s41598-023-46287-6 Disponível em: https://www.nature.com/articles/s41598-023-46287-
11. LIASKOVSKA, Mariia et al. Green Synthesis of Magnetic Spinel Nanoparticles. Cham: Springer International Publishing, 2019. DOI: https://doi.org/10.1007/978-3-030-17755-3_25 Disponível em: http://link.springer.com/10.1007/978-3-030-17755-3_25
12. SINGH, Jagpreet et al. ‘Green’ synthesis of metals and their oxide nanoparticles: applications for environmental remediation. Journal of Nanobiotechnology, v. 16, n. 1, dez. 2018. DOI: https://doi.org/10.1186/s12951-018-0408-4 Disponível em:https://jnanobiotechnology.biomedcentral.com/articles/10.1186/s12951-018-0408-4
13. KHOSHNEVISAN, Kamyar et al. Preparation and Characterization of CTAB-Coated Fe3 O4 Nanoparticles. Synthesis and Reactivity in Inorganic, Metal-Organic, and Nano-Metal Chemistry, v. 42, n. 5, p. 644–648, 2012a. DOI:https://doi.org/10.1080/15533174.2011.614997
14. SOUZA JR., F.G. et al. Methodology for determination of magnetic force of polymeric nanocomposites Autores: Polymer Testing, v. 32, n. Elservier, p. 1466–1471, 2013. DOI: https://doi.org/10.1016/j.polymertesting.2013.09.004
15. BATLLE, Xavier et al. Magnetic nanoparticles with bulklike properties (invited). Journal of Applied Physics, v. 109, n. 7, p. 07B524, 1 abr. 2011. DOI:https://doi.org/10.1063/1.3559504
16. CORNELL, ROCHELLE M.; SCHWERTMANN, UDO. The Iron Oxides: Structure, Properties, Reactions, Occurrences and Uses. Weinheim (Federal Republic of Germany); también publicado por VCH Publishers, New York: VCH Verlagsgesellschaft mbH, 1996.
17. GOEL, Anjali; TOMAR, Sudha. Green synthesis and characterization of Murraya koenigii leaf extract mediated IrO2 , SnO2 , and Ir-SnO2 nanoparticles. Inorganic andNano-Metal Chemistry, v. 54, n. 4, p. 342–356, 2 abr. 2024. DOI: https://doi.org/10.1080/24701556.2022.2034016
18. NALBANDIAN, Lori et al. Magnetic Nanoparticles in Medical Diagnostic Applications:Synthesis, Characterization and Proteins Conjugation. Current Nanoscience, v. 12, n.4, p. 455–468, 23 maio 2016. DOI: https://doi.org/10.2174/1573413712666151210230002
19. QURESHI, Akbar Ali et al. Systematic Investigation of Structural, Morphological, Thermal, Optoelectronic, and Magnetic Properties of High-Purity Hematite/Magnetite Nanoparticles for Optoelectronics. Nanomaterials, v. 12, n. 10, p. 1635, 11 maio 2022. DOI: https://doi.org/10.3390/nano12101635
20. LUCAS S. RICCI et al. Evaluation of Properties Changes by the Addition of Surfactant in the Synthesis of Ni/CeO₂. Materials Research, v. 27, 2024. DOI: https://doi.org/10.1590/1980-5373-MR-2024-0149
21. FISLI, Adel; WINATAPURA, Didin S.; ALFIAN. The Surface Functionalization of Fe3 O4 Nanoparticles by CTAB as Adsorbent for Methyl Orange Elimination in Water. Journal of Physics: Conference Series, v. 1091, p. 012002, set. 2018b. DOI: https://doi.org/10.1088/1742-6596/1091/1/012002
22. LESIAK, Beata et al. Surface Study of Fe3O4 Nanoparticles Functionalized With Biocompatible Adsorbed Molecules. Frontiers in Chemistry, v. 7, p. 642, 4 out. 2019. DOI: https://doi.org/10.3389/fchem.2019.00642
23. ARYA, Sandeep et al. Review—Influence of Processing Parameters to Control Morphology and Optical Properties of Sol-Gel Synthesized ZnO Nanoparticles. ECS Journal of Solid State Science and Technology, v. 10, n. 2, p. 023002, 1 fev. 2021. DOI: https://doi.org/10.1149/2162-8777/abe095
24. SHAH, Sujit Kumar; BHATTARAI, Ajaya. Interfacial and Micellization Behavior of Cetyltrimethylammonium Bromide (CTAB) in Water and Methanol-Water Mixture at 298.15 to 323.15 K. Journal of Chemistry, v. 2020, p. 1–13, 29 jun. 2020. DOI: https://doi.org/10.1155/2020/4653092
25. LIU, Yuan et al. Facile Surface Functionalization of Hydrophobic Magnetic Nanoparticles. Journal of the American Chemical Society, v. 136, n. 36, p. 12552–12555, 10 set. 2014. DOI: https://doi.org/10.1021/ja5060324
26. PHILLIPS, Katherine M. et al. Dietary fiber, starch, and sugars in bananas at different stages of ripeness in the retail market. PLOS ONE, v. 16, n. 7, p. e0253366, 8 jul.2021. DOI: https://doi.org/10.1371/journal.pone.0253366
27. DEMIRBAŞ, Ayhan. Biomass resource facilities and biomass conversion processing for fuels and chemicals. Energy Conversion and Management, v. 42, n. 11, p. 1357–1378, jul. 2001. DOI: https://doi.org/10.1016/S0196-8904(00)00137-0
28. SNAPKAUSKIENĖ, Vilma; GIMŽAUSKAITĖ, Dovilė; TAMOŠIŪNAS, Andrius. Banana peel thermochemical conversion. In: Banana Peels Valorization. [S.l.]: Elsevier, 2024.p. 289–325. DOI: https://doi.org/10.1016/B978-0-323-95937-7.00009-3 Disponível em:https://linkinghub.elsevier.com/retrieve/pii/B9780323959377000093
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