Phenolic compounds adsorption from olive oil industry effluent using experimental design methodology: screening and central composite design optimization Scientific paper
Main Article Content
Abstract
The experimental design methodology was investigated to model and optimize the adsorption process for removing phenolic compounds (PC) from olive mill wastewater (OMW) using magnesium–aluminum layered double hydroxide (LDH). The LDH powders were synthesized by the co-precipitation method. The structural, textural and morphological characterizations were performed. To evaluate quickly and effectively the effects of five parameters (initial PC content, contact time, solid/liquid ratio, initial pH and temperature) on the adsorption efficiency, a Hadamard matrix was employed for screening. Subsequently, a central composite design was utilized to optimize the adsorption process based on four key parameters. The correlation coefficient for the polynomial model was found to be 94 %. Predicted values generated from the response function matched the experimental data closely, indicating a good agreement. Under the selected optimal conditions, a maximum PC removal efficiency of 80.85 % was achieved. The reusability of the regenerated LDH by calcination at 500 °C in the adsorption process was assessed over four consecutive runs under the selected optimal conditions. The removal percentages of PC and chemical oxygen demand indicated that calcined LDH could be a viable alternative for treating OMW.
Downloads
Metrics
Article Details

This work is licensed under a Creative Commons Attribution 4.0 International License.

Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution license 4.0 that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
References
A. Roig, M. L. Cayuela, M. A. Sánchez-Monedero, Waste Manage. 26 (2006) 960 (https://doi.org/10.1016/j.wasman.2005.07.024)
M. Niaounakis, C. P. Halvadakis, Olive Processing Waste Management: Literature Review and Patent Survey,2nded., Elsevier, Amsterdam, 2006 (https://www.sciencedirect.com/bookseries/waste-management-series/vol/5/suppl/C)
A. Moussouni, Filaha Innove 4 (2009) 8
M. Yalili Kiliç, B. Kiril Mert, K. Kestioğlu, UludağUniv. J. Fac. Eng. 14 (2009) 23 (https://dergipark.org.tr/en/download/article-file/202730)
E. Can-Güven, S. Bayrak, B. Dokuyucu, S. Yazici Guvenc, G. Varank, J. Water Process Eng. 57 (2023) 104018 (https://doi.org/10.1016/j.jwpe.2023.104018)
M. Y. Lee, W. Y. Wang, Y. Duc, H. Y. Hua, N. Huang, Z. B. Xu, Q. Y. Wu, B. Ye, Chem. Eng. J. 380 (2020) 122312 (https://doi.org/10.1016/j.cej.2019.122312)
Y. Lateb, R. Moussaoui, A. Elias, P. Sharrok, T. Amrouche, Waste Biomass Valor. 15 (2024) 7199 (https://doi.org/10.1007/s12649-024-02418-2)
A. F. Al Bawab, M. A. Abu Dalo, H. Kanaan, N. Al-Rawashdeh, F. Odeh, Water Sci. Technol. 91 (2025) 1529 (https://doi.org/10.2166/wst.2025.007)
N. Yahiaoui, H. Kadi, R. Moussaoui, O. Sebaoui, M. Fiallo, Desalin.Water Treat. 195 (2020) 232 (https://doi.org/10.5004/dwt.2020.25916)
D. Pathania, A. Sharma, Z. M. Siddiqi, J. Mol. Liq. 219 (2016) 359 (https://doi.org/10.1016/j.molliq.2016.03.020)
V. S. Mane, P. V. Babu, J. Taiwan Inst. Chem. Eng. 44 (2013) 81 (https://doi.org/10.1016/j.jtice.2012.09.013)
M. Beccari, M. Majone, C. Riccardi, F. Savarese, L. Torrisi, Water Sci. Technol. 40 (1999) 347 (https://doi.org/10.1016/S0273-1223(99)00383-2)
O. Oukili, M. Chaouch, M. Rafiq, M. Hadji, M. Hamdi, M. Benlemlih, Ann. Chim. Sci. Mat. 26 (2001) 45 (https://www.sciencedirect.com/science/article/pii/S0151910701800453)
R. Trujillano, Chem Eng. 6 (2022) 60 (https://doi.org/10.3390/chemengineering6040060)
J. Rocha, M. del Arco, V. Rives, M. A. Ulibarri, J. Mater. Chem. 9 (1999) 2499 (https://doi.org/10.1039/A903231B)
S. Hamouda, N. Bettahar, M. Aissat, M. Sillanpää, S. AL-Farraj, A. Bahmani, Catalysts 15 (2025) 616 (https://doi.org/10.3390/catal15070616)
V. Alonso-de-Linaje, M. C. Mangayayam, D. J. Tobler, K. M. Dietmann, R. Espinosa, V. Rives, K. N. Dalby, Chemosphere 236 (2019) 124369 (https://doi.org/10.1016/j.chemosphere.2019.124369)
D. Wan, H. Liu, R. Liu, J. Qu, S. Li, J. Zhang, Chem. Eng. J. 210 (2012) 300 (https://doi.org/10.1016/j.cej.2012.04.088)
I. Pavlovic, M. A. González, F. Rodríguez-Rivas, M. A. Ulibarri, C. Barriga, Appl. Clay Sci. 80–81 (2013) 76 (https://doi.org/10.1016/j.clay.2013.06.008)
A. D. Martino, M. Arienzo, M. Iorio, F. Vinale, M. Lorito, D. Paul, P. D. Prenzler, D. Ryan, H. K. Obied, Appl. Clay Sci. 53 (2011) 737 (https://doi.org/10.1016/j.clay.2011.07.003)
K. Hosni, K. Mahmoudi, M. Haraketi, S. Jellali, E. Srasra, Comptes Rendus Chimie 26 (2023) 113 ( https://doi.org/10.5802/crchim.265)
Z. Zhang, L. Tang, J. Luo, J. Tan, X Jiang, Adv. Biotechnol. 4 (2025) (https://doi.org/10.1007/s44307-024-00055-3)
W. Mo, C. He, Y. Yang, B. Cheng, J. Yang, Y. Huang, Mater. Today Sustain. 27 (2024) 100861 (https://doi.org/10.1016/j.mtsust.2024.100861)
J. Goupy, Plans d’expériences pour surfaces de réponse, Dunod, Paris, 1999 (ISBN : 978-2-10-003993-7)
M. A. Ulibarri, I. Pavlovic, C. Barriga, M. C. Hermosin, J. Cornejo, Appl. Clay Sci. 18 (2001) 17(https://doi.org/10.1016/S0169-1317(00)00026-0)
J. Macheix, A. Fleuriet, J. Billot, in Fruit Phenolics, J-J. Macheix, Ed., CRC Press, Boca Raton, FL, 1990 (https://doi.org/10.1201/9781351072175)
R. L. Plackett, J. P. Burman, Biometrika 33 (1946) 305 (https://doi.org/10.1093/biomet/33.4.305)
J. Goupy, Rev. Stat. Appl. 38 (1990) 5 (https://www.numdam.org/item/?id=RSA_1990__38_4_5_0)
D. Mathieu, J. Nony, R. Phan-Tan-Luu, NemrodW Software, LPRAI, Marseille, 2007 (https://www.nemrodw.com/fr/software)
F. Z. Mahjoubi, A. Khalidi, M. Abdennouri, N. Barka, J. Taibah Univ. Sci. 11 (2017) 76 (https://doi.org/10.1016/j.jtusci.2015.10.007)
L. Tabana, S. Tichapondwa, F. Labuschagne, E. Chirwa, Sustainability 12 (2020) 4273 (https://doi.org/10.3390/su12104273)
R. L. Frost, K. L. Erickson, Spectrochim. Acta, A 61 (2005) 829 (https://doi.org/10.1016/j.saa.2004.10.012)
F. Theiss, A. López, R. L. Frost, R. Scholz, Spectrochim. Acta, A 149 (2015) 227 (https://doi.org/10.1016/j.saa.2015.06.002)
L. Bünger, K. Garbev, A. Ullrich, P. Stemmermann, D. Stapf, Membranes 14 (2024) 170 (https://doi.org/10.3390/membranes14080170)
M. Mora, C. Jiménez-Sanchidrián, J. R. Ruiz, Mater. Lett. 120 (2014) 82 (https://doi.org/10.1016/j.matlet.2014.01.085)
S. Paikaray, M. J. Hendry, Appl. Surf. Sci. 258 (2012) 9160 (https://doi.org/10.1016/j.apsusc.2012.09.125)
L. P. F. Benício, R. A. Silva, J. A. Lopes, D. Eulálio, R. M. M. Santos, L. Leonardus, L. A. Vergütz, R. F. Novais, L. M. Costa, F. G. Pinto, J. Tronto, R. Bras. Ci. Solo. 39 (2015) (https://doi.org/10.1590/01000683rbcs2015081)
E. M. Seftel, E. Popovici, M. Mertens, K. De Witte, G. Van Tendeloo, P. Cool, E. F. Vansant, Micropor. Mesopor. Mater. 113 (2008) 296 (https://doi.org/10.1016/j.micromeso.2007.11.029)
L. D. Silva Neto, C. G. Anchieta, J. L. S. Duarte, L. Meili, J. T. Freire, ACS Omega 6 (2021) 30119 (https://doi.org/10.1021/acsomega.1c03581)
A. Brito, M. E. Borges, M. Garín, A. Hernández, Energy Fuels 23 (2009) 2952 (https://doi.org/10.1021/ef801086p)
N. K. Lazaridis, Water Air Soil Pollut. 146 (2003) 127 (https://doi.org/10.1023/A:1023999303895)
M. C. Hermosin, I. Pavlovic, M. A. Ulibarri, J. Cornejo, Water Res. 30 (1996) 171 (https://doi.org/10.1016/0043-1354(95)00088-3)
L. Hu, Z. Li, X. Huang, J. Yhu, I. Hussaini, J. He, X. Chen, J. Electron. Mater. 54 (2025) 2167 (https://doi.org/10.1007/s11664-024-11696-4)
Z. L. Liu, H. Yu, Y. N. Chen, W. Feng, Chemistry 6 (2024) 1523 (https://doi.org/10.3390/chemistry6060092)
G. Derringer, R. Suich, J. Qual. Technol. 12 (1980) 214 (https://doi.org/10.1080/00224065.1980.11980968)
K. Baransi, Y. Dubowski, I. Sabbah, Water Res. 46 (2012) 789 (https://doi.org/10.1016/j.watres.2011.11.049)
D. Bouharat, F. E. Yousfi, A. Ellaghdach, B. D Souhail, N. S Alaoui, Mediterr. J. Chem. 7 (2018) 253 (https://doi.org/10.13171/mjc74181101-bouharat)
C. A Santi, S. Cortes, L. P. D’Acqui, E. Sparvoli, B. Pushparaj, Bioresour.Technol. 99 (2008) 1945 (https://doi.org/10.1016/j.biortech.2007.03.022)
A. I. Vavouraki, M. A. Dareioti, M. Kornaros, Waste Biomass Valor. 12 (2020) 2271 (https://doi.org/10.1007/s12649-020-01168-1)
A. Yangui, M. Abderrabba, Food Chem. 262 (2018) 102 (https://doi.org/10.1016/j.foodchem.2018.04.091)
M. O. Azzam, J. Environ. Chem. Eng. 6 (2018) 2126 (https://doi.org/10.1016/j.jece.2018.03.009).