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Optimization by Using Response Surface Methodology of the Preparation from Plantain Spike of a Micro-/Mesoporous Activated Carbon Designed for Removal of Dyes in Aqueous Solution

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Abstract

Response surface methodology based on central composite design was used as a tool to optimize the preparation of micro-/mesoporous activated carbon from plantain spike. The impact of three variables: activation temperature, activation time, and H3PO4 impregnation ratio, were evaluated on the iodine number and the methylene blue (MB) index according to the model-determined conditions. These three variables have been extensively studied using analysis of variance to assess their significance. Each response was described by a second-order regression equation showing good agreement between the predicted and the experimental data as the adjusted correlation coefficients were greater than 0.80. The multi-response optimized conditions have been set at the temperature of 480 °C, the activation time of 113 min, and the impregnation ratio of 3.34/1 (w/w). The activated carbon prepared in these conditions has a specific surface area of 896 m2/g with micro- and mesopore volumes of 34% and 66%, respectively. Water depollution capacity of this activated carbon evaluated by adsorption of MB and iodine was 206 mg/g and 927 mg/g, respectively.

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References

  1. Rajoriya, S.; Bargole, S.; George, S.; Saharan, V.K.: Treatment of textile dyeing industry effluent using hydrodynamic cavitation in combination with advanced oxidation reagents. J. Hazard. Mater. 344, 1109–1115 (2018). https://doi.org/10.1016/j.jhazmat.2017.12.005

    Article  Google Scholar 

  2. Hachi, M.; Selatnia, C.A.; Cabana, H.: Valorization of the spent biomass of pleurotus mutilus immobilized as calcium alginate biobeads for methylene blue biosorption. Environ. Process. 3, 413–430 (2016). https://doi.org/10.1007/s40710-016-0157-z

    Article  Google Scholar 

  3. Cuiping, B.; Wenqi, G.; Dexin, F.; Mo, X.; Qi, Z.; Shaohua, C.; Zhongxue, G.; Yanshui, Z.: Natural graphite tailings as heterogeneous Fenton catalyst for the decolorization of rhodamine B. Chem. Eng. J. 197, 306–313 (2012). https://doi.org/10.1016/j.cej.2012.04.108

    Article  Google Scholar 

  4. Nasrullah, A.; Bhat, A.H.; Naeem, A.; Isa, M.H.; Danish, M.: High surface area mesoporous activated carbon-alginate beads for efficient removal of methylene blue. Int. J. Biol. Macrom. 107, 1792–1799 (2018). https://doi.org/10.1016/j.ijbiomac.2017.10.045

    Article  Google Scholar 

  5. Freitas, T.K.F.S.; Oliveira, V.M.; de Souza, M.T.F.; Geraldino, H.C.L.; Almeida, V.C.; Fávaro, S.L.; Garcia, J.C.: Optimization of coagulation-flocculation process for treatment of industrial textile wastewater using okra (A. esculentus) mucilage as natural coagulant. Ind. Crop. Prod. 76, 538–544 (2015). https://doi.org/10.1016/j.indcrop.2015.06.027

    Article  Google Scholar 

  6. Hassanzadeh, E.; Farhadian, M.; Razmjou, A.; Askari, N.: An efficient wastewater treatment approach for a real woolen textile industry using a chemical assisted NF membrane process. Environ. Nanotechnol. Monit. Manag. 8, 92–96 (2017). https://doi.org/10.1016/j.enmm.2017.06.001

    Article  Google Scholar 

  7. Orts, F.; del Río, A.I.; Molina, J.; Bonastre, J.; Cases, F.: Electrochemical treatment of real textile wastewater: Trichromy Procion HEXL®. J. Electroanal. Chem. 808, 387–394 (2018). https://doi.org/10.1016/j.jelechem.2017.06.051

    Article  Google Scholar 

  8. Duarte, F.; Morais, V.; Maldonado-Hódar, F.J.; Madeira, L.M.: Treatment of textile effluents by the heterogeneous Fenton process in a continuous packed-bed reactor using Fe/activated carbon as catalyst. Chem. Eng. J. 232, 34–41 (2013). https://doi.org/10.1016/j.cej.2013.07.061

    Article  Google Scholar 

  9. Ye, S.; Yan, M.; Tan, X.; Liang, J.; Zeng, G.; Wu, H.; Song, B.; Zhou, C.; Yang, Y.; Wang, H.: Facile assembled biochar-based nanocomposite with improved graphitization for efficient photocatalytic activity driven by visible light. Appl. Catal. B: Environ. 250, 78–88 (2019). https://doi.org/10.1016/j.apcatb.2019.03.004

    Article  Google Scholar 

  10. Danish, M.; Ahmad, T.; Nadhari, W.N.A.W.; Ahmad, M.; Khanday, W.A.; Ziyang, L.; Pin, Z.: Optimization of banana trunk-activated carbon production for methylene blue-contaminated water treatment. Appl. Water. Sci. 8, 1–11 (2018). https://doi.org/10.1007/s13201-018-0644-7

    Article  Google Scholar 

  11. Leal, T.W.; Lourenço, L.A.; Scheibe, A.S.; de Souza, S.M.A.G.U.; de Souza, A.A.U.: Textile wastewater treatment using low-cost adsorbent aiming the water reuse in dyeing process. J. Environ. Chem. Eng. 6, 2705–2712 (2018). https://doi.org/10.1016/j.jece.2018.04.008

    Article  Google Scholar 

  12. Peláez-Cid, A.A.; Herrera-González, A.M.; Salazar-Villanueva, M.; Bautista-Hernández, A.: Elimination of textile dyes using activated carbons prepared from vegetable residues and their characterization. J. Environ. Manag. 181, 269–278 (2016). https://doi.org/10.1016/j.jenvman.2016.06.026

    Article  Google Scholar 

  13. da Silva Lacerda, V.; López-Sotelo, J.B.; Correa-Guimarães, A.; Hernández-Navarro, S.; Sánchez-Báscones, M.; Navas-Gracia, L.M.; Martín-Ramos, P.; Martín-Gil, J.: Rhodamine B removal with activated carbons obtained from lignocellulosic waste. J. Environ. Manag. 155, 67–76 (2015). https://doi.org/10.1016/j.jenvman.2015.03.007

    Article  Google Scholar 

  14. Bansal, R.C.; Donnet, J.B.; Stoeckli, F.: Active Carbon. Marcel Dekker, New York (1988)

    Google Scholar 

  15. Das, S.; Mishra, S.: Box-Behnken statistical design to optimize preparation of activated carbon from limonia acidissima shell with desirability approach. J. Environ. Chem. Eng. 5, 588–600 (2016). https://doi.org/10.1016/j.jece.2016.12.034

    Article  Google Scholar 

  16. Sayğili, H.; Güzel, F.: High surface area mesoporous activated carbon from tomato processing solid waste by zinc chloride activation: Process optimization, characterization and dyes adsorption. J. Clean. Prod. 113, 995–1004 (2016). https://doi.org/10.1016/j.jclepro.2015.12.055

    Article  Google Scholar 

  17. Abdel-Ghani, N.T.; El-Chaghaby, G.A.; Elgammal, M.H.; Rawash, E.S.A.: Optimizing the preparation conditions of activated carbons from olive cake using KOH activation. New Carbon Mater. 31, 492–500 (2016). https://doi.org/10.1016/S1872-5805(16)60027-6

    Article  Google Scholar 

  18. Def, T.; Traoré, S.; Aby, N.; Gnonhouri, P.; Yao, N.; Kobenan, K.; Konan, E.; Adiko, A.; Zakra, N.: Diversité et sélection participative de variétés locales productives de banane plantain de Côte d’Ivoire. J. Appl. Biosci. 114, 11324–11335 (2017). https://doi.org/10.4314/jab.v114i1.6

    Article  Google Scholar 

  19. Sugumaran, P.; Susan, V.P.; Ravichandran, P.; Seshadri, S.: Production and characterization of activated carbon from banana empty fruit bunch and Delonix regia fruit pod. J. Sustain. Energ. Environ. 3, 125–132 (2012)

    Google Scholar 

  20. Ahmad, A.A.; Hameed, B.H.: Effect of preparation conditions of activated carbon from bamboo waste for real textile wastewater. J. Hazard. Mater. 173, 487–493 (2010). https://doi.org/10.1016/j.jhazmat.2009.08.111

    Article  Google Scholar 

  21. Dizbay-Onat, M.; Vaidya, U.K.; Lungu, C.T.: Preparation of industrial sisal fiber waste derived activated carbon by chemical activation and effects of carbonization parameters on surface characteristics. Ind. Crop. Prod. 95, 583–590 (2016). https://doi.org/10.1016/j.indcrop.2016.11.016

    Article  Google Scholar 

  22. Kan, Y.; Yue, Q.; Li, D.; Wu, Y.; Gao, B.: Preparation and characterization of activated carbons from waste tea by H3PO4 activation in different atmospheres for oxytetracycline removal. J. Taiwan Inst. Chem. Eng. 71, 494–500 (2017). https://doi.org/10.1016/j.jtice.2016.12.012

    Article  Google Scholar 

  23. Huang, Y.P.; Hou, C.H.; Hsi, H.C.; Wu, J.W.: Optimization of highly microporous activated carbon preparation from Moso bamboo using central composite design approach. J. Taiwan Inst. Chem. Eng. 50, 266–275 (2015). https://doi.org/10.1016/j.jtice.2014.12.019

    Article  Google Scholar 

  24. Yang, J.; Qiu, K.: Experimental design to optimize the preparation of activated carbons from herb residues by vacuum and traditional ZnCl2 chemical activation. Ind. Eng. Chem. Res. 50, 4057–4064 (2011). https://doi.org/10.1021/ie101531p

    Article  Google Scholar 

  25. Senthilkumar, T.; Chattopadhyay, S.K.; Miranda, L.R.: Optimization of activated carbon preparation from pomegranate peel (Punica granatum Peel) using RSM. Chem. Eng. Commun. 204, 238–248 (2017). https://doi.org/10.1080/00986445.2016.1262358

    Article  Google Scholar 

  26. Juang, R.S.; Tseng, R.L.; Wu, F.C.: Role of microporosity of activated carbons on their adsorption abilities for phenols and dyes. Adsorption. 7, 65–72 (2001). https://doi.org/10.1023/A:1011225001324

    Article  Google Scholar 

  27. Ennaciri, K.; Baçaoui, A.; Sergent, M.; Yaacoubi, A.: Application of fractional factorial and Doehlert designs for optimizing the preparation of activated carbons from Argan shells. Chemometr. Intell. Lab. 139, 48–57 (2014). https://doi.org/10.1016/j.chemolab.2014.09.006

    Article  Google Scholar 

  28. Tounsadi, H.; Khalidi, A.; Abdennouri, M.; Barka, N.: Activated carbon from Diplotaxis Harra biomass: optimization of preparation conditions and heavy metal removal. J. Taiwan Inst. Chem. Eng. 59, 348–358 (2016). https://doi.org/10.1016/j.jtice.2015.08.014

    Article  Google Scholar 

  29. Lussier, M.G.; Shull, J.C.; Miller, D.J.: Activated carbon from cherry stones. Carbon 32, 1493–1498 (1994). https://doi.org/10.1016/0008-6223(94)90144-9

    Article  Google Scholar 

  30. Warhurst, A.M.; McConnachie, G.L.; Pollard, S.J.T.: The production of activated carbon for water treatment in Malawi from the waste seed husks of Moringa oleifera. Water. Sci. Technol. 34, 177–184 (1996). https://doi.org/10.1016/S0273-1223(96)00836-0

    Article  Google Scholar 

  31. Raposo, F.; Rubia, M.A.D.L.; Borja, R.: Methylene blue number as useful indicator to evaluate the adsorptive capacity of granular activated carbon in batch mode: Influence of adsorbate/adsorbent mass ratio and particle size. J. Hazard. Mater. 165, 291–299 (2009). https://doi.org/10.1016/j.jhazmat.2008.09.106

    Article  Google Scholar 

  32. Garba, Z.N.; Rahim, A.A.; Bello, B.Z.: Optimization of preparation conditions for activated carbon from Brachystegia eurycoma seed hulls: a new precursor using central composite design. J. Environ. Chem. Eng. 3, 2892–2899 (2015). https://doi.org/10.1016/j.jece.2015.10.017

    Article  Google Scholar 

  33. Thuan, T.V.; Quynh, B.T.P.; Nguyen, T.D.; Ho, V.T.T.; Bach, L.G.: Response surface methodology approach for optimization of Cu2+, Ni2+ and Pb2+ adsorption using KOH-activated carbon from banana peel. Surf. Interfaces. 6, 209–217 (2017). https://doi.org/10.1016/j.surfin.2016.10.007

    Article  Google Scholar 

  34. Torrades, F.; Saiz, S.; García-Hortal, J.A.: Using central composite experimental design to optimize the degradation of black liquor by Fenton reagent. Desalination 268, 97–102 (2011). https://doi.org/10.1016/j.desal.2010.10.003

    Article  Google Scholar 

  35. Domínguez, J.R.; González, T.; Palo, P.; Cuerda-Correa, E.M.: Fenton + Fenton-like integrated process for carbamazepine degradation: optimizing the system. Ind. Eng. Chem. Res. 51, 2531–2538 (2012). https://doi.org/10.1021/ie201980p

    Article  Google Scholar 

  36. Kaneko, K.; Ishii, C.: Superhigh surface area determination of microporous solids. Colloids Surf. 67, 203–212 (1992). https://doi.org/10.1016/0166-6622(92)80299-H

    Article  Google Scholar 

  37. Gregg, S.J.; Sing, K.S.W.: Adsorption, Surface Area, and Porosity. Academic Press, London (1982)

    Google Scholar 

  38. Jagiello, J.; Olivier, J.P.: A simple two-dimensional NLDFT model of gas adsorption in finite carbon pores. Application to pore structure analysis. J. Phys. Chem. C. 113, 19382–19385 (2009). https://doi.org/10.1021/jp9082147

    Article  Google Scholar 

  39. Seung Kim, Y.; Rae Park, C.: Titration Method for the Identification of Surface Functional Groups. Tsinghua University Press Limited (2016). https://doi.org/10.1016/b978-0-12-805256-3.00013-1

    Article  Google Scholar 

  40. Brahmi, L.; Kaouah, F.; Boumaza, S.; Trari, M.: Response surface methodology for the optimization of acid dye adsorption onto activated carbon prepared from wild date stones. Appl. Water. Sci. 9, 1–13 (2019). https://doi.org/10.1007/s13201-019-1053-2

    Article  Google Scholar 

  41. Rondina, D.J.G.; Ymbong, D.V.; Cadutdut, M.J.M.; Nalasa, J.R.S.; Paradero, J.B.; Mabayo, V.I.F.; Arazo, R.O.: Utilization of a novel activated carbon adsorbent from press mud of sugarcane industry for the optimized removal of methyl orange dye in aqueous solution. Appl. Water. Sci. 9, 1–12 (2019). https://doi.org/10.1007/s13201-019-1063-0

    Article  Google Scholar 

  42. Unuabonah, E.I.; Adie, G.U.; Onah, L.O.; Adeyemi, O.G.: Multistage optimization of the adsorption of methylene blue dye onto defatted Carica papaya seeds. Chem. Eng. J. 155, 567–579 (2009). https://doi.org/10.1016/j.cej.2009.07.012

    Article  Google Scholar 

  43. Sapkaite, I.; Barrado, E.; Fdz-Polanco, F.; Pérez-Elvira, S.I.: Optimization of a thermal hydrolysis process for sludge pre-treatment. J. Environ. Manag. 192, 25–30 (2017). https://doi.org/10.1016/j.jenvman.2017.01.043

    Article  Google Scholar 

  44. Briton, B.G.H.; Duclaux, L.; Richardson, Y.; Yao, K.B.; Reinert, L.; Soneda, Y.: Optimization of total organic carbon removal of a real dyeing wastewater by heterogeneous Fenton using response surface methodology. Desal. Water. Treat. 136, 186–198 (2018). https://doi.org/10.5004/dwt.2018.22845

    Article  Google Scholar 

  45. Prahas, D.; Kartika, Y.; Indraswati, N.; Ismadji, S.: Activated carbon from jackfruit peel waste by H3PO4 chemical activation: Pore structure and surface chemistry characterization. Chem. Eng. J. 140, 32–42 (2008). https://doi.org/10.1016/j.cej.2007.08.032

    Article  Google Scholar 

  46. Sing, K.S.W.; Everett, D.H.; Haul, R.A.W.; Moscou, L.; Pierotti, R.S.; Rouquerol, J.; Siemieniewska, T.: International Union of Pure Commission on Colloid and Surface Chemistry Including Catalysis, Reporting physisorption data for gas/solid systems with special reference to the determination of surface area and porosity. Pure Appl. Chem. 57, 603–619 (1985). https://doi.org/10.1351/pac198557040603

    Article  Google Scholar 

  47. Jagtoyen, M.; Derbyshire, F.: Activated carbons from yellow poplar and white oak by H3PO4 activation. Carbon 36, 1085–1097 (1998). https://doi.org/10.1016/S0008-6223(98)00082-7

    Article  Google Scholar 

  48. Zuim, D.R.; Carpiné, D.; Distler, G.A.R.; De Paula Scheer, A.; Igarashi-Mafra, L.; Mafra, M.R.: Adsorption of two coffee aromas from synthetic aqueous solution onto granular activated carbon derived from coconut husks. J. Food Eng. 104, 284–292 (2011). https://doi.org/10.1016/j.jfoodeng.2010.12.019

    Article  Google Scholar 

  49. Mahmood, T.; Ali, R.; Naeem, A.; Hamayun, M.; Aslam, M.: Potential of used Camellia sinensis leaves as precursor for activated carbon preparation by chemical activation with H3PO4; optimization using response surface methodology. Process. Saf. Environ. Prot. 109, 548–563 (2017). https://doi.org/10.1016/j.psep.2017.04.024

    Article  Google Scholar 

  50. Silva, T.L.; Cazetta, A.L.; Souza, P.S.C.; Zhang, T.; Asefa, T.; Almeida, V.C.: Mesoporous activated carbon fibers synthesized from denim fabric waste: Efficient adsorbents for removal of textile dye from aqueous solutions. J. Clean. Prod. 171, 482–490 (2018). https://doi.org/10.1016/j.jclepro.2017.10.034

    Article  Google Scholar 

  51. Konan, A.T.S.; Richard, R.; Andriantsiferana, C.; Yao, K.B.; Manero, M.H.: Low-cost activated carbon for adsorption and heterogeneous ozonation of phenolic wastewater. Desal. Water. Treat. 163, 336–346 (2019). https://doi.org/10.5004/dwt.2019.24479

    Article  Google Scholar 

  52. Gueye, M.; Richardson, Y.; Kafack, F.T.; Blin, J.: High efficiency activated carbons from African biomass residues for the removal of chromium(VI) from wastewater. J. Environ. Chem. Eng. 2, 273–281 (2014). https://doi.org/10.1016/j.jece.2013.12.014

    Article  Google Scholar 

  53. Charola, S.; Patel, H.; Chandna, S.; Maiti, S.: Optimization to prepare porous carbon from mustard husk using response surface methodology adopted with central composite design. J. Clean. Prod. 223, 969–979 (2019). https://doi.org/10.1016/j.jclepro.2019.03.169

    Article  Google Scholar 

  54. Üner, O.; Geçgel, Ü.; Kolancilar, H.; Bayrak, Y.: Adsorptive removal of rhodamine B with activated carbon obtained from okra wastes. Chem. Eng. Commun. 204, 772–783 (2017). https://doi.org/10.1080/00986445.2017.1319361

    Article  Google Scholar 

  55. Lu, P.J.; Lin, H.C.; Te Yu, W.; Chern, J.M.: Chemical regeneration of activated carbon used for dye adsorption. J. Taiwan Inst. Chem. Eng. 42, 305–311 (2011). https://doi.org/10.1016/j.jtice.2010.06.001

    Article  Google Scholar 

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Acknowledgments

The authors thank the French Embassy in Côte d'Ivoire via Campus-France and the “Agence Universitaire de la Francophonie” for awarding the Ph.D scholarship to Bi Gouessé Henri Briton.

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Briton, B.G.H., Yao, B.K., Richardson, Y. et al. Optimization by Using Response Surface Methodology of the Preparation from Plantain Spike of a Micro-/Mesoporous Activated Carbon Designed for Removal of Dyes in Aqueous Solution. Arab J Sci Eng 45, 7231–7245 (2020). https://doi.org/10.1007/s13369-020-04390-0

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