Bittern-Derived Mg/Al Layered Double Hydroxide Adsorbent for Potential Ciprofloxacin Removal in Water Treatment Application
Abstract
Keywords
[1] A. L. Johnston, E. Lester, O. Williams, and R. L. Gomes, “Understanding layered double hydroxide properties as sorbent materials for removing organic pollutants from environmental waters,” Journal of Environmental Chemical Engineering, vol. 9, no. 4, 2021, Art. no. 105197, doi: 10.1016/j.jece.2021.105197.
[2] W. K. Wakejo, B. T. Meshasha, J. W. Kang, and Y. Chebude, “Enhanced ciprofloxacin removal from aqueous solution using a chemically modified biochar derived from Bamboo Sawdust: Adsorption process optimization with response surface methodology,” Adsorption Science and Technology, vol. 2022, 2022, doi: 10.1155/2022/2699530.
[3] C. A. Igwegbe, S. N. Oba, C. O. Aniagor, A. G. Adeniyi, and J. O. Ighalo, “Adsorption of ciprofloxacin from water: A comprehensive review,” Journal of Industrial and Engineering Chemistry, vol. 93, pp. 57–77, 2021, doi: 10.1016/j.jiec.2020.09.023.
[4] Z. Movasaghi, B. Yan, and C. Niu, “Adsorption of ciprofloxacin from water by pretreated oat hulls: Equilibrium, kinetic, and thermodynamic studies,” Industrial Crops and Products, vol. 127, pp. 237–250, 2019, doi: 10.1016/j.indcrop. 2018.10.051.
[5] M. Sagaseta de Ilurdoz, J. J. Sadhwani, and J. V. Reboso, “Antibiotic removal processes from water & wastewater for the protection of the aquatic environment - A review,” Journal of Water Process Engineering, vol. 45, 2022, Art. no. 102474, doi: 10.1016/j.jwpe.2021.102474.
[6] O. Falyouna, I. Maamoun, K. Bensaida, A. Tahara, Y. Sugihara, and O. Eljamal, “Encapsulation of iron nanoparticles with magnesium hydroxide shell for remarkable removal of ciprofloxacin from contaminated water,” Journal of Colloid and Interface Science, vol. 605, pp. 813–827, Jan. 2022, doi: 10.1016/ j.jcis.2021.07.154.
[7] D. Balarak and G. McKay, “Utilization of MWCNTs/Al 2O3 as adsorbent for ciprofloxacin removal: Equilibrium, kinetics and thermodynamic studies,” Journal of Environmental Science and Health, Part A, vol. 56, no. 3, pp. 324–333, Feb. 2021, doi: 10.1080/10934529.2021.1873674.
[8] C. Liang, X. Zhang, P. Feng, H. Chai, and Y. Huang, “ZIF-67 derived hollow cobalt sulfide as superior adsorbent for effective adsorption removal of ciprofloxacin antibiotics,” Chemical Engineering Journal, vol. 344, pp. 95–104, 2018, doi: 10.1016/j.cej.2018.03.064.
[9] T. Atugoda, C. Gunawardane, M. Ahmad, and M. Vithanage, “Mechanistic interaction of ciprofloxacin on zeolite modified seaweed (Sargassum crassifolium) derived biochar: Kinetics, isotherm and thermodynamics,” Chemosphere, vol. 281, 2021, Art. no. 130676, doi: 10.1016/j.chemosphere.2021.130676.
[10] Z. Movasaghi, B. Yan, and C. Niu, “Adsorption of ciprofloxacin from water by pretreated oat hulls: Equilibrium, kinetic, and thermodynamic studies,” Industrial Crops and Productions, vol. 127, pp. 237–250, 2019, doi: 10.1016/j.indcrop. 2018.10.051.
[11] Z. Zhao, J. Zhao, and C. Yang, “Efficient removal of ciprofloxacin by peroxymonosulfate/ Mn3O4-MnO2 catalytic oxidation system,” Chemical Engineering Journal, vol. 327, pp. 481–489, Nov. 2017, doi: 10.1016/j.cej.2017.06. 064.
[12] B. De Witte, J. Dewulf, K. Demeestere, and H. Van Langenhove, “Ozonation and advanced oxidation by the peroxone process of ciprofloxacin in water,” Journal of Hazardous Materials, vol. 161, no. 2–3, pp. 701–708, Jan. 2009, doi: 10.1016/j.jhazmat.2008.04.021.
[13] C. Liang, X. Zhang, P. Feng, H. Chai, and Y. Huang, “ZIF-67 derived hollow cobalt sulfide as superior adsorbent for effective adsorption removal of ciprofloxacin antibiotics,” Chemical Engineering Journal, vol. 344, no. January, pp. 95–104, 2018, doi: 10.1016/j.cej.2018.03.064.
[14] C. A. Igwegbe, S. N. Oba, C. O. Aniagor, A. G. Adeniyi, and J. O. Ighalo, “Adsorption of ciprofloxacin from water: A comprehensive review,” Journal of Industrial and Engineering Chemistry, vol. 93, pp. 57–77, 2021, doi: 10.1016/j.jiec.2020.09.023.
[15] A. Cuprys et al., “Insights into the Simultaneous Sorption of Ciprofloxacin and Heavy Metals Using Functionalized Biochar,” Water (Basel), vol. 13, no. 19, p. 2768, Oct. 2021, doi: 10.3390/w13192768.
[16] L. Qalyoubi, A. Al-Othman, S. Al-Asheh, K. Shirvanimoghaddam, R. Mahmoodi, and M. Naebe, “Textile-based biochar for the removal of ciprofloxacin antibiotics from water,” Emergent Materials, Jun. 2023, doi: 10.1007/s42247-023-00512-0.
[17] X. Peng, F. Hu, T. Zhang, F. Qiu, and H. Dai, “Amine-functionalized magnetic bamboo-based activated carbon adsorptive removal of ciprofloxacin and norfloxacin: A batch and fixed-bed column study,” Bioresources Technologies, vol. 249, pp. 924–934, 2018, doi: 10.1016/j.biortech.2017.10.095.
[18] H. Gao et al., “Surface Area- and Structure-Dependent Effects of LDH for Highly Efficient Dye Removal,” ACS Sustainable Chemistry Engineering, vol. 7, no. 1, pp. 905–915, 2019, doi: 10.1021/acssuschemeng.8b04476.
[19] Z. Yang et al., “Utilization of LDH-based materials as potential adsorbents and photocatalysts for the decontamination of dyes wastewater: A review,” RSC Advances, vol. 6, no. 83, pp. 79415–79436, 2016, doi: 10.1039/ c6ra12727d.
[20] T. T. H. Nguyen, X. T. T. Nguyen, C. Q. Nguyen, and P. H. Tran, “Porous metal oxides derived from Cu–Al layered double hydroxide as an efficient heterogeneous catalyst for the Friedel–Crafts alkylation of indoles with benzaldehydes under microwave irradiation,” Heliyon, vol. 4, no. 11, p. e00966, 2018, doi: 10.1016/j.heliyon. 2018.e00966.
[21] Z. Yang et al., “Utilization of LDH-based materials as potential adsorbents and photocatalysts for the decontamination of dyes wastewater: A review,” RSC Advances, vol. 6, no. 83, pp. 79415–79436, 2016, doi: 10.1039/ c6ra12727d.
[22] C. Novillo, D. Guaya, A. Allen-Perkins Avendaño, C. Armijos, J. L. Cortina, and I. Cota, “Evaluation of phosphate removal capacity of Mg/Al layered double hydroxides from aqueous solutions,” Fuel, vol. 138, no. June 2017, pp. 72–79, 2014, doi: 10.1016/j.fuel.2014.07.010.
[23] T. T. H. Nguyen, X. T. T. Nguyen, C. Q. Nguyen, and P. H. Tran, “Porous metal oxides derived from Cu–Al layered double hydroxide as an efficient heterogeneous catalyst for the Friedel–Crafts alkylation of indoles with benzaldehydes under microwave irradiation,” Heliyon, vol. 4, no. 11, p. e00966, 2018, doi: 10.1016/j.heliyon. 2018.e00966.
[24] C. Novillo, D. Guaya, A. Allen-Perkins Avendaño, C. Armijos, J. L. Cortina, and I. Cota, “Evaluation of phosphate removal capacity of Mg/Al layered double hydroxides from aqueous solutions,” Fuel, vol. 138, no. June 2017, pp. 72–79, 2014, doi: 10.1016/j.fuel.2014.07.010.
[25] T. Hibino, “Anion Selectivity of Layered Double Hydroxides: Effects of Crystallinity and Charge Density,” European Journal of Inorganic Chemistry, vol. 2018, no. 6, pp. 722–730, 2018, doi: 10.1002/ejic.201701067.
[26] S. Miyata, “Anion-Exchange properties of hydrotalcite-like compounds,” Clays and Clay Minerals, vol. 31, no. 4, pp. 305–311, 1983, doi: 10.1346/CCMN.1983.0310409.
[27] S. Saha, S. Ray, R. Acharya, T. K. Chatterjee, and J. Chakraborty, “Magnesium, zinc and calcium aluminium layered double hydroxide-drug nanohybrids: A comprehensive study,” Applied Clay Science, vol. 135, pp. 493–509, 2017, doi: 10.1016/j.clay.2016.09.030.
[28] S. Naseem, B. Gevers, R. Boldt, F. J. W. J. Labuschagné, and A. Leuteritz, “Comparison of transition metal (Fe, Co, Ni, Cu, and Zn) containing tri-metal layered double hydroxides (LDHs) prepared by urea hydrolysis,” RSC Advances, vol. 9, no. 6, pp. 3030–3040, 2019, doi: 10.1039/c8ra10165e.
[29] K. Nejati, H. Keypour, P. D. K. Nezhad, Z. Rezvani, and K. Asadpour-Zeynali, “Preparation and characterization of cetirizine intercalated layered double hydroxide and chitosan nanocomposites,” Journal of the Taiwan Institute of Chemical Engineers, vol. 53, pp. 168–175, 2015, doi: 10.1016/j.jtice.2015.02. 035.
[30] R. G. L. Gonçalves et al., “Performance of magnetite/ layered double hydroxide composite for dye removal via adsorption, Fenton and photo-Fenton processes,” Applied Clay Science, vol. 179, p. 105152, 2019, doi: 10.1016/j.clay. 2019.105152.
[31] N. Baliarsingh, K. M. Parida, and G. C. Pradhan, “Effects of Co, Ni, Cu, and Zn on photophysical and photocatalytic properties of carbonate intercalated MII/Cr LDHs for enhanced photodegradation of methyl orange,” Industrial and Engineering Chemistry Research, vol. 53, no. 10, pp. 3834–3841, Mar. 2014, doi: 10.1021/ie403769b.
[32] M. Del Arco, M. V. G. Galiano, V. Rives, R. Trujillano, and P. Malet, “Preparation and study of decavanadate-pillared hydrotalcite-like anionic clays containing cobalt and chromium,” Inorganic Chemistry, vol. 35, no. 22, pp. 6362–6372, 1996, doi: 10.1021/ic9601551.
[33] R. G. L. Gonçalves et al., “Performance of magnetite/ layered double hydroxide composite for dye removal via adsorption, Fenton and photo-Fenton processes,” Applied Clay Science, vol. 179, p. 105152, 2019, doi: 10.1016/j.clay. 2019.105152.
[34] Z. P. Xu, G. S. Stevenson, C.-Q. Lu, G. Q. (Max) Lu, P. F. Bartlett, and P. P. Gray, “Stable suspension of layered double hydroxide nanoparticles in aqueous solution,” Journal of the American Chemical Society, vol. 128, no. 1, pp. 36–37, Jan. 2006, doi: 10.1021/ja056652a.
[35] S. Saha, S. Ray, R. Acharya, T. K. Chatterjee, and J. Chakraborty, “Magnesium, zinc and calcium aluminium layered double hydroxide-drug nanohybrids: A comprehensive study,” Applied Clay Science, vol. 135, pp. 493–509, 2017, doi: 10.1016/j.clay.2016.09.030.
[36] T. Hibino, “Anion selectivity of layered double hydroxides: Effects of crystallinity and charge density,” European Journal of Inorganic Chemistry, vol. 2018, no. 6, pp. 722–730, 2018, doi: 10.1002/ejic.201701067.
[37] A. R. Auxilio et al., “Adsorption and intercalation of acid blue 9 on Mg-Al layered double hydroxides of variable metal composition,” Polyhedron, vol. 26, no. 14, pp. 3479–3490, 2007, doi: 10.1016/j.poly.2007.03.019.
[38] S. Saghir and Z. Xiao, “Hierarchical mesoporous ZIF-67@LDH for efficient adsorption of aqueous methyl orange and alizarine red s.,” Powder Technology, vol. 377, pp. 453–463, 2021, doi: 10.1016/j.powtec.2020.09.006.
[39] S. Saghir and Z. Xiao, “Hierarchical mesoporous ZIF-67@LDH for efficient adsorption of aqueous methyl orange and alizarine red s.,” Powder Technology, vol. 377, pp. 453–463, 2021, doi: 10.1016/j.powtec.2020.09.006.
[40] H. Gao et al., “Surface area- and structure-dependent effects of LDH for highly efficient dye removal,” ACS Sustainable Chemistry and Engineering, vol. 7, no. 1, pp. 905–915, 2019, doi: 10.1021/acssuschemeng.8b04476.
[41] A. Seron and F. Delorme, “Synthesis of layered double hydroxides (LDHs) with varying pH : A valuable contribution to the study of Mg/Al LDH formation mechanism,” Journal of Physics and Chemistry of Solids, vol. 69, no. 5–6, pp. 1088–1090, 2008, doi: 10.1016/j.jpcs.2007.10.054.
[42] A. A. Sertsova, E. N. Subcheva, and E. V Yurtov, “Synthesis and study of structure formation of layered double hydroxides based on Mg, Zn, Cu, and Al,” Russian Journal of Inorganic Chemistry, vol. 60, no. 1, pp. 23–32, 2015, doi: 10.1134/S0036023615010167.
[43] K. Abderrazek and E. S. Najoua Frini Srasra, “Synthesis and characterization of [Zn-Al] layered double hydroxides: Effect of the operating parameters,” Journal of the Chinese Chemical Society, vol. 64, no. 3, pp. 346–353, 2017, doi: 10.1002/jccs.201600258.
[44] J. Liu, X. Huang, Y. Li, K.M. Sulieman, X. He and F. Sun, “Facile and large scale production of ZnO/Zn-Al layered doubled hydroxide hierarchical heterostructures,” The Journal of Physical Chemistry B, vol. 110, no. 43, pp. 21965–21872, 2006, doi:10.1021/jp064487v.
[45] M. V Bukhtiyarova, “A review on effect of synthesis conditions on the formation of layered double hydroxides,” Journal of Solid State Chemistry, vol. 269, pp. 494–506, 2019, doi: 10.1016/j.jssc.2018.10.018.
[46] A. Seron and F. Delorme, “Synthesis of layered double hydroxides (LDHs) with varying pH : A valuable contribution to the study of Mg/Al LDH formation mechanism,” Journal of Physics and Chemistry of Solids, vol. 69, no. 5–6, pp. 1088–1090, 2008, doi: 10.1016/j.jpcs.2007.10.054.
[47] A. A. Sertsova, E. N. Subcheva, and E. V Yurtov, “Synthesis and study of structure formation of layered double hydroxides based on Mg, Zn, Cu, and Al,” Russian Journal of Inorganic Chemistry, vol. 60, no. 1, pp. 23–32, 2015, doi: 10.1134/ S0036023615010167.
[48] D. Zheng et al., “Parallel adsorption of low concentrated ciprofloxacin by a CoFe-LDH modified sludge biochar,” Journal of Environmental Chemical Engineering, vol. 10, no. 5, 2022, Art. no. 108381, doi: 10.1016/j.jece.2022.108381.
[49] A. R. Auxilio et al., “Adsorption and intercalation of Acid Blue 9 on Mg-Al layered double hydroxides of variable metal composition,” Polyhedron, vol. 26, no. 14, pp. 3479–3490, 2007, doi: 10.1016/j.poly.2007.03.019.
[50] M. Dan, J. Labuschagne, W. Focke, and I. Van Der Westhuizen, “The effect of magnesium hydroxide, hydromagnesite and layered double hydroxide on the heat stability and fire performance of plasticized poly (vinyl chloride),” Journal of Fire Science, vol. 33, no. 6, pp. 493–510, 2015, doi: 10.1177/0734904115612501.
[51] H. B. Zaghouane, M. Boutahala, and L. Arab, “Removal of methyl orange from aqueous solution by uncalcined and calcined MgNiAl layered double hydroxides (LDHs),” Chemical Engineering Journal, vol. 187, pp. 142–149, Apr. 2012, doi: 10.1016/j.cej.2012.01.112.
[52] T. Atugoda, C. Gunawardane, M. Ahmad, and M. Vithanage, “Mechanistic interaction of ciprofloxacin on zeolite modified seaweed (Sargassum crassifolium) derived biochar: Kinetics, isotherm and thermodynamics,” Chemosphere, vol. 281, 2021, Art. no. 130676, doi: 10.1016/j.chemosphere.2021.130676.
[53] Y. Azimzadeh, N. Najafi, A. Reyhanitabar, and S. Qustan, “Modeling of phosphate removal by Mg-Al layered double hydroxide functionalized biochar and hydrochar from aqueous solutions,” Iranian Journal of Chemisry & Chemical Engineering, vol. 40, no. 2, pp. 565–579, 2021, doi: 10.30492/ijcce.2020.38042.
[54] P. Koilraj and K. Sasaki, “Selective removal of phosphate using La-porous carbon composites from aqueous solutions: Batch and column studies,” Chemical Engineering Journal, vol. 317, pp. 1059–1068, 2017, doi: 10.1016/j.cej. 2017.02.075.
[55] M. Dan, J. Labuschagne, W. Focke, and I. Van Der Westhuizen, “The effect of magnesium hydroxide, hydromagnesite and layered double hydroxide on the heat stability and fire performance of plasticized poly (vinyl chloride),” Journal of Fire Science, vol. 33, no. 6, pp. 493–510, 2015, doi: 10.1177/073490411 5612501.
[56] S. H. J. Eiby et al., “Competition between chloride and sulphate during the reformation of calcined hydrotalcite,” Applied Clay Science, vol. 132–133, pp. 650–659, 2016, doi: 10.1016/j.clay.2016.08.017.
[57] A. L. Johnston, E. Lester, O. Williams, and R. L. Gomes, “Understanding Layered Double Hydroxide properties as sorbent materials for removing organic pollutants from environmental waters,” Journal of Environmental Chemistry Engineering, vol. 9, no. 4, 2021, Art. no. 105197, doi: 10.1016/j.jece.2021.105197.
[58] C. A. Igwegbe, S. N. Oba, C. O. Aniagor, A. G. Adeniyi, and J. O. Ighalo, “Adsorption of ciprofloxacin from water: A comprehensive review,” Journal of Industrial and Engineering Chemistry, vol. 93, pp. 57–77, Jan. 2021, doi: 10.1016/j.jiec.2020.09.023.
[59] V. J. Inglezakis, M. Balsamo, and F. Montagnaro, “Liquid-solid mass transfer in adsorption systems - An overlooked resistance?,” Industrial and Engineering Chemistry Research Journal, vol. 59, no. 50, pp. 22007–22016, 2020, doi: 10.1021/acs.iecr.0c05032.
[60] F. Gimbert, N. Morin-Crini, F. Renault, P. M. Badot, and G. Crini, “Adsorption isotherm models for dye removal by cationized starch-based material in a single component system: Error analysis,” Journal of Hazardouz Materials, vol. 157, no. 1, pp. 34–46, 2008, doi: 10.1016/ j.jhazmat.2007.12.072.
[61] S. S. Mayakaduwa et al., “Equilibrium and kinetic mechanisms of woody biochar on aqueous glyphosate removal,” Chemosphere, vol. 144, pp. 2516–2521, Feb. 2016, doi: 10.1016/j.chemosphere.2015.07.080.
[62] A. L. Johnston, E. Lester, O. Williams, and R. L. Gomes, “Understanding Layered Double Hydroxide properties as sorbent materials for removing organic pollutants from environmental waters,” Journal of Environmental Chemistry Engineering, vol. 9, no. 4, p. 105197, 2021, doi: 10.1016/j.jece.2021.105197.
[63] A. R. Auxilio et al., “Adsorption and intercalation of Acid Blue 9 on Mg-Al layered double hydroxides of variable metal composition,” Polyhedron, vol. 26, no. 14, pp. 3479–3490, 2007, doi: 10.1016/j.poly.2007.03.019.
[64] A. E. Johnston and P. R. Poulton, “Phosphorus in agriculture: A review of results from 175 years of research at rothamsted, UK,” 2019, doi: 10.2134/jeq2019.02.0078.
[65] S. F. Al-Furhud et al., “Adsorption of light green dye using Mg–Al-layered double hydroxides (LDHs) with carbonate and nitrate anions,” International Journal of Environmental Science and Technology, vol. 22, no. 14, pp. 14015–14032, Oct. 2025, doi: 10.1007/s13762-025-06494-2.
[66] M. Daud et al., “A review on the recent advances, challenges and future aspect of layered double hydroxides (LDH) – containing hybrids as promising adsorbents for dyes removal,” Journal of Molecular Liquids, vol. 288, May 2019, Art. no. 110989, doi: 10.1016/j.molliq.2019.110989.
[67] Y. You, H. Zhao, and G. F. Vance, “Adsorption of dicamba (3,6-dichloro-2-methoxy benzoic acid) in aqueous solution by calcined–layered double hydroxide,” Applied Clay Sciences, vol. 21, no. 5–6, pp. 217–226, Aug. 2002, doi: 10.1016/S0169-1317(01)00102-8.
[68] Z. Ali and A. A. Mohammed, “Enhanced adsorption of ciprofloxacin from an aqueous solution using a novel CaMgAl-layered double hydroxide/red mud composite,” Results in Engineering, vol. 23, 2024, Art. no. 102600, doi: 10.1016/j.rineng.2024.102600.
[69] Z. Ali and A. A. Mohammed, “Enhanced adsorption of ciprofloxacin from an aqueous solution using a novel CaMgAl-layered double hydroxide/red mud composite,” Results in Engineering, vol. 23, 2024, Art. no. 102600, doi: 10.1016/j.rineng.2024.102600.
[70] M. A. Abduarahman et al., “MgAl-layered double hydroxide-coated bio-silica as an adsorbent for anionic pollutants removal : A case study of the implementation of sustainable technologies,” International Journal of Molecular Sciences, vol. 25, no. 21, 2024, Art. no. 11837, doi: 10.3390/ijms252111837.
[71] A. Lesbani, N. R. Palapa, R. J. Sayeri, T. Taher, and N. Hidayati, “High reusability of NiAl LDH/Biochar composite in the removal methylene blue from aqueous solution,” Indonesian Journal of Chemistry, vol. 21, no. 2, pp. 421–434, 2021, doi: 10.22146/ijc.56955.
[72] A. Zaghloul et al., “Characterization and application of MgAl layered double hydroxide for methyl orange removal from aqueous solution,” Materials Today: Proceedings, vol. 37, no. 3, pp. 3793–3797, 2021, doi: 10.1016/ j.matpr.2020.07.676.
[73] A. Zaghloul et al., “Characterization and application of MgAl layered double hydroxide for methyl orange removal from aqueous solution,” Materials Today: Proceedings, vol. 37, no. 3, pp. 3793–3797, 2021, doi: 10.1016/j.matpr.2020.07.676.
[74] X. Wang et al., “Comparative study of the synergistic effect of binary and ternary LDH with intumescent flame retardant on the properties of polypropylene composites,” RSC Advances, vol. 5, no. 96, pp. 78979–78985, 2015, doi: 10.1039/C5RA15565G.
[75] G. Battaglia et al., “Evaluation of the purity of magnesium hydroxide recovered from saltwork bitterns,” Water (Switzerland), vol. 15, no. 1, pp. 1–22, 2023, doi: 10.3390/w15010029.
[76] T. S. Munonde, N. Madima, R. Ratshiedana, P. N. Nomngongo, L. E. Mofokeng, and R. S. Dima, “Synergistic adsorption-photocatalytic remediation of methylene blue dye from textile industry wastewater over NiFe LDH supported on tyre-ash derived activated carbon,” Applied Surface Sciences, vol. 679, Jan. 2025, doi: 10.1016/j.apsusc.2024.161205.
[77] G. M. Ayoub, A. Hamzeh, and L. Semerjian, “Post treatment of tannery wastewater using lime/bittern coagulation and activated carbon adsorption,” Desalination, vol. 273, no. 2–3, pp. 359–365, Jun. 2011, doi: 10.1016/j.desal.2011. 01.045.
[78] E. Widodo et al., “Analysis of bittern recovery facility using mixed-integer nonlinear programming: Centralized, decentralized, and hybrid scenarios,” International Journal of Technology, vol. 14, no. 3, p. 638, May 2023, doi: 10.14716/ijtech.v14i3.5437.DOI: 10.14416/j.asep.2026.02.001
Refbacks
- There are currently no refbacks.
Applied Science and Engineering Progress







