Abstract
Coconut shell biochar was sulfonated by a reaction with concentrated sulfuric acid. The resulting solid acid catalyst was used for the hydrolysis of corncob. The effect of carbonization temperature in the range of 400–700 °C was studied using thermogravimetry, infrared (IR) spectroscopy, scanning electron microscopy, energy-dispersive X-ray spectroscopy, X-ray diffraction (SEM), and nitrogen adsorption techniques. The total acid concentration of the sulfonated particles was measured using Boehm titration. The biochar yield decreased from ≈35 to ≈27% with an increase in the carbonization temperature. IR spectroscopy showed absorption bands characteristic of fused carbon rings, carbonyl, sulfonyl, lignin aryl ether, and phenols in the biochar. The total acid density increased from 0.92 to 1.24 mmol/g with an increase in the carbonization temperature and decreased from 1.09 to 0.54 mmol/g with an increase in the H2SO4 concentration from 5 to 50 mL/g-biochar. The oxygen concentration in the raw coconut shell was ≈36 wt%. It decreased to ≈8 wt% in the biochar formed at 700 °C but increased to above 20 wt% after sulfonation. The Brunauer–Emmett–Teller (BET) surface area of the biochar was ≈400 m2/g and 1.5 − 3.5 m2/g after sulfonation. The sulfonated biochar was effective in the hydrolysis of corncob polysaccharides. The optimal sulfuric acid to biochar ratio for sulfonation was 5:1 (mL/g). The concentration of reducing sugars in the corncob hydrolysates was 2.1 − 2.8 g/100-g corncob. The coconut-shell-derived solid acid catalysts are expected to be of value in the valorization of a variety of waste biomass.
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References
Kang, S., Ye, J., Chang, J.: Recent advances in carbon-based sulfonated catalyst: preparation and application. Int. Rev. Chem. Eng. 5(2), 133–144 (2013)
Liu, J.X., Huang, Y.D.: Heterogeneous acid-catalyzed hydrolysis of cellulose. Adv. Mater. Res. 512–515, 421–425 (2012). https://doi.org/10.4028/www.scientific.net/AMR.512-515.421
Naji, S.Z., Tye, C.T.: A review of the synthesis of activated carbon for biodiesel production: precursor, preparation, and modification. Energy Convers. Manag.: X 13, 100152 (2022). https://doi.org/10.1016/j.ecmx.2021.100152
Cao, X., Sun, S., Sun, R.: Application of biochar-based catalysts in biomass upgrading: a review. RSC Adv. 7(77), 48793–48805 (2017). https://doi.org/10.1039/C7RA09307A
Tripathi, N., Hills, C.D., Singh, R.S., Atkinson, C.J.: Biomass waste utilisation in low-carbon products: harnessing a major potential resource. Npj Clim. Atmos. Sci. 2(1), 35 (2019). https://doi.org/10.1038/s41612-019-0093-5
Fan, X., Wang, X., Zhao, B., Wan, J., Tang, J., Guo, X.: Sorption mechanisms of diethyl phthalate by nutshell biochar derived at different pyrolysis temperature. J. Environ. Chem. Eng. 10(2), 1328 (2022). https://doi.org/10.1016/j.jece.2022.107328
Kabir Ahmad, R., Anwar Sulaiman, S., Yusup, S., Sham Dol, S., Inayat, M., Aminu Umar, H.: Exploring the potential of coconut shell biomass for charcoal production. Ain Shams Eng. J. 13(1), 101499 (2022). https://doi.org/10.1016/j.asej.2021.05.013
Chong, C.C., Cheng, Y.W., Lam, M.K., Setiabudi, H.D., Vo, D.-V.: State-of-the-art of the synthesis and applications of sulfonated carbon-based catalysts for biodiesel production: a review. Energy Technol. 9(9), 2100303 (2021). https://doi.org/10.1002/ente.202100303
Henning, K.-D., von Kienle, H.: Carbon, 5 Activated Carbon. Ullmann’s Encyclopedia of Industrial Chemistry. Wiley, Weinheim (2000). https://doi.org/10.1002/14356007.n05_n04
Wang, C., Li, L., Shi, J., Jin, H.: Biochar production by coconut shell gasification in supercritical water and evolution of its porous structure. J. Anal. Appl. Pyrolysis 156, 105151 (2021). https://doi.org/10.1016/j.jaap.2021.105151
Khawkomol, S., Neamchan, R., Thongsamer, T., Vinitnantharat, S., Panpradit, B., Sohsalam, P., et al.: Potential of biochar derived from agricultural residues for sustainable management. Sustainability 13(15), 8147 (2021). https://doi.org/10.3390/su13158147
Xing, T., Yun, S., Li, B., Wang, K., Chen, J., Jia, B., et al.: Coconut-shell-derived bio-based carbon enhanced microbial electrolysis cells for upgrading anaerobic co-digestion of cow manure and aloe peel waste. Bioresour. Technol. 338, 125520 (2021). https://doi.org/10.1016/j.biortech.2021.125520
Liang, Q., Liu, Y., Chen, M., Ma, L., Yang, B., Li, L., et al.: Optimized preparation of activated carbon from coconut shell and municipal sludge. Mater. Chem. Phys. 241, 122327 (2020). https://doi.org/10.1016/j.matchemphys.2019.122327
Castilla-Caballero, D., Barraza-Burgos, J., Gunasekaran, S., Roa-Espinosa, A., Colina-Márquez, J., Machuca-Martínez, F., et al.: Experimental data on the production and characterization of biochars derived from coconut-shell wastes obtained from the Colombian Pacific Coast at low temperature pyrolysis. Data Br. 28, 104855 (2020). https://doi.org/10.1016/j.dib.2019.104855
Mallick, A., Mukhopadhyay, M., Ash, S.: Synthesis, characterization and performance evaluation of a solid acid catalyst prepared from coconut shell for hydrolyzing pretreated Acacia nilotica heartwood. J. Inst. Eng.: Ser. E 101(1), 69–76 (2020). https://doi.org/10.1007/s40034-019-00153-1
Muralikrishnan, R., Jodhi, C.: Biodecolorization of reactive dyes using biochar derived from coconut shell: batch, isotherm, kinetic and desorption studies. ChemistrySelect. 5(26), 7734–7742 (2020). https://doi.org/10.1002/slct.202001454
Sarkar, J.K., Wang, Q.: Different pyrolysis process conditions of south Asian waste coconut shell and characterization of gas, bio-char, and bio-oil. Energies 13(8), 1970 (2020). https://doi.org/10.3390/en13081970
Bhandari, P.S., Gogate, P.R.: Kinetic and thermodynamic study of adsorptive removal of sodium dodecyl benzene sulfonate using adsorbent based on thermo-chemical activation of coconut shell. J. Mol. Liq. 252, 495–505 (2018). https://doi.org/10.1016/j.molliq.2017.12.018
Endut, A., Abdullah, S.H.Y.S., Hanapi, N.H.M., Hamid, S.H.A., Lananan, F., Kamarudin, M.K.A., et al.: Optimization of biodiesel production by solid acid catalyst derived from coconut shell via response surface methodology. Int. Biodeterior. Biodegrad. 124, 250–257 (2017). https://doi.org/10.1016/j.ibiod.2017.06.008
Rout, T., Pradhan, D., Singh, R.K., Kumari, N.: Exhaustive study of products obtained from coconut shell pyrolysis. J. Environ. Chem. Eng. 4(3), 3696–3705 (2016). https://doi.org/10.1016/j.jece.2016.02.024
Liyanage, C.D., Pieris, M.: A physico-chemical analysis of coconut shell powder. Procedia Chem. 16, 222–228 (2015). https://doi.org/10.1016/j.proche.2015.12.045
Wang, X., Li, D., Li, W., Peng, J., Xia, H., Zhang, L., et al.: Optimization of mesoporous activated carbon from coconut shells by chemical activation with phosphoric acid. BioResources 8(4), 12 (2013)
Shenbagavalli, S., Mahimairaja, S.: Production and characterization of biochar from different biological wastes. Int. J. Plant, Anim. Environ. Sci. 2(1), 197–201 (2012)
Li, W., Yang, K., Peng, J., Zhang, L., Guo, S., Xia, H.: Effects of carbonization temperatures on characteristics of porosity in coconut shell chars and activated carbons derived from carbonized coconut shell chars. Ind. Crops Prod. 28(2), 190–198 (2008). https://doi.org/10.1016/j.indcrop.2008.02.012
Zeng, M., Pan, X.: Insights into solid acid catalysts for efficient cellulose hydrolysis to glucose: progress, challenges, and future opportunities. Catal. Rev. (2020). https://doi.org/10.1080/01614940.2020.1819936
Gandam, P.K., Chinta, M.L., Pabbathi, N.P.P., Velidandi, A., Sharma, M., Kuhad, R.C., et al.: Corncob-based biorefinery: a comprehensive review of pre-treatment methodologies, and biorefinery platforms. J. Energy Inst. 101, 290–308 (2022). https://doi.org/10.1016/j.joei.2022.01.004
Mohlala, L.M., Bodunrin, M.O., Awosusi, A.A., Daramola, M.O., Cele, N.P., Olubambi, P.A.: Beneficiation of corncob and sugarcane bagasse for energy generation and materials development in Nigeria and South Africa: a short overview. Alex. Eng. J. 55(3), 3025–3036 (2016). https://doi.org/10.1016/j.aej.2016.05.014
Sharma, P., Gaur, V.K., Gupta, S., Varjani, S., Pandey, A., Gnansounou, E., et al.: Trends in mitigation of industrial waste: global health hazards, environmental implications and waste derived economy for environmental sustainability. Sci. Total Environ. 811, 152357 (2022). https://doi.org/10.1016/j.scitotenv.2021.152357
Elegbede, J.A., Ajayi, V.A., Lateef, A.: Microbial valorization of corncob: Novel route for biotechnological products for sustainable bioeconomy. Environ. Technol. Innov. 24, 1073 (2021). https://doi.org/10.1016/j.eti.2021.102073
Liang, C., Hu, Y., Wang, Y., Wu, L., Zhang, W.: Production of levulinic acid from corn cob residue in a fed-batch acid hydrolysis process. Process Biochem. 73, 124–131 (2018). https://doi.org/10.1016/j.procbio.2018.08.002
Liu, Q.-Y., Yang, F., Sun, X.-F., Liu, Z.-H., Li, G.: Preparation of biochar catalyst with saccharide and lignocellulose residues of corncob degradation for corncob hydrolysis into furfural. J. Mater. Cycles Waste Manag. 19(1), 134–143 (2017). https://doi.org/10.1007/s10163-015-0392-9
Liu, Q.-y, Yang, F., Sun, X.-f, Liu, Z.-h, Li, G.: Hydrolysis of corncob catalyzed by self-derived carbonaceous solid acid. Energy Sour., A: Recover., Utilization, Environ. Effects 39(11), 1079–85 (2017). https://doi.org/10.1080/15567036.2014.935893
Zhang, H., Xu, Y., Yu, S.: Co-production of functional xylooligosaccharides and fermentable sugars from corncob with effective acetic acid prehydrolysis. Biores. Technol. 234, 343–349 (2017). https://doi.org/10.1016/j.biortech.2017.02.094
Lee, J.-W., Jeffries, T.W.: Efficiencies of acid catalysts in the hydrolysis of lignocellulosic biomass over a range of combined severity factors. Biores. Technol. 102(10), 5884–5890 (2011). https://doi.org/10.1016/j.biortech.2011.02.048
Harmer, M.A., Fan, A., Liauw, A., Kumar, R.K.: A new route to high yield sugars from biomass: phosphoric–sulfuric acid. Chem. Commun. 43, 6610–6612 (2009). https://doi.org/10.1039/B916048E
Chen, M., Xia, L., Xue, P.: Enzymatic hydrolysis of corncob and ethanol production from cellulosic hydrolysate. Int. Biodeterior. Biodegradation 59(2), 85–89 (2007). https://doi.org/10.1016/j.ibiod.2006.07.011
Eken-Saraçoğlu, N., Mutlu, S.F., Dilmaç, G., Çavuşoğlu, H.: A comparative kinetic study of acidic hemicellulose hydrolysis in corn cob and sunflower seed hull. Biores. Technol. 65(1), 29–33 (1998). https://doi.org/10.1016/S0960-8524(98)00032-7
Gil Tortosa, C.I., García Breijo, F.J., Primo, Y.E.: An economic process for preparation of xylose and derivatives by hydrolysis of corn cobs. Biol. Wastes 33(4), 275–286 (1990). https://doi.org/10.1016/0269-7483(90)90131-B
Wang, G.S., Lee, J.-W., Zhu, J.Y., Jeffries, T.W.: Dilute acid pretreatment of corncob for efficient sugar production. Appl. Biochem. Biotechnol. 163(5), 658–668 (2011). https://doi.org/10.1007/s12010-010-9071-4
Gómora-Hernández, J.C., Carreño-de-León, Md.C., Flores-Alamo, N., Hernández-Berriel, Md.C., Fernández-Valverde, S.M.: Kinetic and thermodynamic study of corncob hydrolysis in phosphoric acid with a low yield of bacterial inhibitors. Biomass and Bioenergy 143, 105830 (2020). https://doi.org/10.1016/j.biombioe.2020.105830
Nantapipat, J., Luengnaruemitchai, A., Wongkasemjit, S.: A comparison of dilute sulfuric and phosphoric acid pre-treatments in biofuel production from corncobs. Int. J. Chem. Mol. Eng. 7(4), 197–201 (2013). https://doi.org/10.5281/zenodo.1330587
Zhu, T., Li, P., Wang, X., Yang, W., Chang, H., Ma, S.: Optimization of formic acid hydrolysis of corn cob in xylose production. Kor. J. Chem. Eng. 31(9), 1624–31 (2014). https://doi.org/10.1007/s11814-014-0073-8
Li, S., Gu, Z., Bjornson, B.E., Muthukumarappan, A.: Biochar based solid acid catalyst hydrolyze biomass. J. Environ. Chem. Eng. 1(4), 1174–1181 (2013). https://doi.org/10.1016/j.jece.2013.09.004
Rekha, B., Saravanathamizhan, R.: Preparation and characterization of biomass-based nanocatalyst for hydrolysis and fermentation of catalytic hydrolysate to bioethanol. Biomass Convers. Bioref. (2021). https://doi.org/10.1007/s13399-020-01207-w
Abbaci, F., Nait-Merzoug, A., Guellati, O., Harat, A., El Haskouri, J., Delhalle, J., et al.: Bio/KOH ratio effect on activated biochar and their dye based wastewater depollution. J. Anal. Appl. Pyrolysis 162, 105452 (2022)
Liu, W., Wu, R., Wang, B., Hu, Y., Hou, Q., Zhang, P., et al.: Comparative study on different pre-treatment on enzymatic hydrolysis of corncob residues. Bioresour. Technol. 295, 122244 (2020). https://doi.org/10.1016/j.biortech.2019.122244
da Luz Corrêa, A.P., Bastos, R.R.C., Rocha Filho, GNd., Zamian, J.R., Conceição, L.RVd.: Preparation of sulfonated carbon-based catalysts from murumuru kernel shell and their performance in the esterification reaction. RSC Adv. 10(34), 20245–56 (2020). https://doi.org/10.1039/d0ra03217d
Lee, D.: Preparation of a sulfonated carbonaceous material from lignosulfonate and its usefulness as an esterification catalyst. Molecules 18(7), 8168–8180 (2013). https://doi.org/10.3390/molecules18078168
Benak, K.R., Dominguez, L., Economy, J., Mangun, C.L.: Sulfonation of pyropolymeric fibers derived from phenol-formaldehyde resins. Carbon 40(13), 2323–2332 (2002). https://doi.org/10.1016/S0008-6223(02)00146-X
Goertzen, S.L., Thériault, K.D., Oickle, A.M., Tarasuk, A.C., Andreas, H.A.: Standardization of the Boehm titration. Part I. CO2 expulsion and endpoint determination. Carbon 48(4), 1252–61 (2010). https://doi.org/10.1016/j.carbon.2009.11.050
Vilcocq, L., Crepet, A., Jame, P., Carvalheiro, F., Duarte, L.C.J.R.: Combination of autohydrolysis and catalytic hydrolysis of biomass for the production of hemicellulose oligosaccharides and sugars. Reactions 3(1), 30–46 (2022). https://doi.org/10.3390/reactions3010003
Miller, G.L.: Use of dinitrosalicylic acid reagent for determination of reducing sugar. Anal. Chem. 31(3), 426–428 (1959). https://doi.org/10.1021/ac60147a030
Achyuthan, K.E., Achyuthan, A.M., Adams, P.D., Dirk, S.M., Harper, J.C., Simmons, B.A., et al.: Supramolecular self-assembled chaos: polyphenolic lignin’s barrier to cost-effective lignocellulosic biofuels. Molecules 15(12), 8641–8688 (2010)
Queirós, C.S.G.P., Cardoso, S., Lourenço, A., Ferreira, J., Miranda, I., Lourenço, M.J.V., et al.: Characterization of walnut, almond, and pine nut shells regarding chemical composition and extract composition. Biomass Convers. Bioref. 10(1), 175–188 (2020). https://doi.org/10.1007/s13399-019-00424-2
Meng, Y., Contescu, C.I., Liu, P., Wang, S., Lee, S.-H., Guo, J., et al.: Understanding the local structure of disordered carbons from cellulose and lignin. Wood Sci. Technol. 55(3), 587–606 (2021). https://doi.org/10.1007/s00226-021-01286-6
Kumar, N., Dixit, A.: Chapter 4—management of biomass. In: Kumar, N., Dixit, A. (eds.) Nanotechnology for Rural Development, pp. 97–140. Elsevier, Amsteradam (2021). https://doi.org/10.1016/B978-0-12-824352-7.00004-9
Azzaz, A.A., Matei Ghimbeu, C., Jellai, S., El-Bassi, L., Jeguirim, M.: Olive mill by-products thermochemical conversion via hydrothermal carbonization and slow pyrolysis: detailed comparison between the generated hydrochars and biochars characteristics. Processes 10(2), 231 (2022). https://doi.org/10.3390/pr10020231
Kabayo, S.M., Kindala, J.T., Nkanga, C.I., Krause, R.W., Taba, K.M.: Preparation and characterization of solid acid catalysts derived from coffee husks. Int. J. Chem. Sci. 3(6), 5–13 (2019)
Yu, J.T., Dehkhoda, A.M., Ellis, N.: Development of Biochar-based catalyst for transesterification of canola oil. Energy Fuels 25(1), 337–344 (2010). https://doi.org/10.1021/ef100977d
Cheng, F., Li, X.: Preparation and application of biochar-based catalysts for biofuel production. Catalysts (2018). https://doi.org/10.3390/catal8090346
Bekiaris, G., Koutrotsios, G., Tarantilis, P.A., Pappas, C.S., Zervakis, G.I.: FTIR assessment of compositional changes in lignocellulosic wastes during cultivation of Cyclocybe cylindracea mushrooms and use of chemometric models to predict production performance. J. Mater. Cycles Waste Manag. 22(4), 1027–1035 (2020). https://doi.org/10.1007/s10163-020-00995-7
Rasheed, M., Jawaid, M., Karim, Z., Abdullah, L.C.: Morphological, physiochemical and thermal properties of microcrystalline cellulose (MCC) extracted from bamboo fiber. Molecules 25(12), 2824 (2020)
Mateo, W., Lei, H., Villota, E., Qian, M., Zhao, Y., Huo, E., et al.: Synthesis and characterization of sulfonated activated carbon as a catalyst for bio-jet fuel production from biomass and waste plastics. Bioresour. Technol. 297, 122411 (2020). https://doi.org/10.1016/j.biortech.2019.122411
Zhuang J, Li M, Pu Y, Ragauskas AJ, Yoo CG (2020) Observation of potential contaminants in processed biomass using spectroscopy. Appl. Sci. 10(12):4345. https://doi.org/10.3390/app10124345.
Chen, G., Fang, B.: Preparation of solid acid catalyst from glucose–starch mixture for biodiesel production. Biores. Technol. 102(3), 2635–2640 (2011). https://doi.org/10.1016/j.biortech.2010.10.099
Hong, T., Yin, J.-Y., Nie, S.-P., Xie, M.-Y.: Applications of infrared spectroscopy in polysaccharide structural analysis: progress, challenge and perspective. Food Chem.: X 12, 100168 (2021). https://doi.org/10.1016/j.fochx.2021.100168
Wiercigroch, E., Szafraniec, E., Czamara, K., Pacia, M.Z., Majzner, K., Kochan, K., et al.: Raman and infrared spectroscopy of carbohydrates: a review. Spectrochim. Acta A Mol. Biomol. Spectrosc. 185, 317–335 (2017). https://doi.org/10.1016/j.saa.2017.05.045
Xu, Y., Li, X., Zhang, X., Wang, W., Liu, S., Qi, W., et al.: Hydrolysis of corncob using a modified carbon-based solid acid catalyst. BioResources 11(4), 10469–82 (2016)
Nishiyama, Y., Langan, P., Chanzy, H.: Crystal structure and hydrogen-bonding system in cellulose Iβ from synchrotron X-ray and neutron fiber diffraction. J. Am. Chem. Soc. 124(31), 9074–9082 (2002). https://doi.org/10.1021/ja0257319
Krishnan, S.: X-ray scattering investigation of carbon-nanotube-based polymer composites. In: Abraham, J., Thomas, S., Kalarikkal, N. (eds.) Handbook of Carbon Nanotubes, pp. 1–37. Springer International Publishing, Cham (2020). https://doi.org/10.1007/978-3-319-70614-6_13-1
Sankarasubramanian, M., Torabizadeh, M., Putnam, Z.A., Moosbrugger, J.C., Huang, M.Y., Krishnan, S.: Enhanced elastomer toughness and fracture properties imparted by chemically reactive flat nanoparticles. Polym. Test. 78, 105932 (2019). https://doi.org/10.1016/j.polymertesting.2019.105932
Thommes, M., Kaneko, K., Neimark, A.V., Olivier, J.P., Rodriguez-Reinoso, F., Rouquerol, J., et al.: Physisorption of gases, with special reference to the evaluation of surface area and pore size distribution (IUPAC technical report). Pure Appl. Chem. 87(9–10), 1051–1069 (2015). https://doi.org/10.1515/pac-2014-1117
Pointner, M., Kuttner, P., Obrlik, T., Jager, A., Kahr, H.: Composition of corncobs as a substrate for fermentation of biofuels. Agron. Res. 12(2), 391–396 (2014)
Suganuma, S., Nakajima, K., Kitano, M., Yamaguchi, D., Kato, H., Hayashi, S., et al.: Hydrolysis of cellulose by amorphous carbon bearing SO3H, COOH, and OH groups. J. Am. Chem. Soc. 130(38), 12787–12793 (2008). https://doi.org/10.1021/ja803983h
Morales-delaRosa, S., Campos-Martin, J.M., Fierro, J.L.G.: Chemical hydrolysis of cellulose into fermentable sugars through ionic liquids and antisolvent pre-treatments using heterogeneous catalysts. Catal. Today 302, 87–93 (2018). https://doi.org/10.1016/j.cattod.2017.08.033
Kitano, M., Yamaguchi, D., Suganuma, S., Nakajima, K., Kato, H., Hayashi, S., et al.: Adsorption-enhanced hydrolysis of β-1,4-glucan on graphene-based amorphous carbon bearing SO3H, COOH, and OH groups. Langmuir 25(9), 5068–5075 (2009). https://doi.org/10.1021/la8040506
Acknowledgements
The use of experimental facilities at the Center for Advanced Materials Processing, a New York State Center for Advanced Technology, at Clarkson University, is gratefully acknowledged. We would like to thank Hubert Bilan for the help in acquiring the scanning electron microscopy images and Christy Behe for the nitrogen adsorption data acquisition. This research was supported by the Obafemi Awolowo University and the Center for Advanced Materials Processing.
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Igboke, O.J., Odejobi, O.J., Orimolade, T. et al. Composition and Morphological Characteristics of Sulfonated Coconut Shell Biochar and its Use for Corncob Hydrolysis. Waste Biomass Valor 14, 3097–3113 (2023). https://doi.org/10.1007/s12649-023-02080-0
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DOI: https://doi.org/10.1007/s12649-023-02080-0