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Optimization and Modelling of Process Conditions Using Response Surface Methodology (RSM) for Enzymatic Saccharification of Spent Tea Waste (STW)

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Abstract

Spent tea waste (STW) is an important lignocellulosic waste as a cost-effective feedstock for ethanol production. The enzymatic hydrolysis of acid pretreated STW was investigated in this study. The effects of process parameters, including acid pretreatment time 26.4–93.6 min, β-glucosidase loading from 20 to 80 IU/g and cellulase loading from 11 to 45 IU/g on reducing sugar yield, were optimized by using central composite design of response surface methodology. The analysis of variance of data was examined by using response surface quadratic model. The valid model was used for optimization of the reducing sugar concentration during enzymatic hydrolysis. The optimum conditions for enzymatic saccharification were found to be acid pretreatment time of 27 min, β-glucosidase loading of 49 IU/g and cellulase loading of 12 IU/g. Maximum concentration of the reducing sugar under the optimum conditions was determined as 29.0 g reducing sugar/L.

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References

  1. Avci, A., Saha, B.C., Dien, B.S., Kennedy, G.J., Cotta, M.A.: Response surface optimization of corn stover pretreatment using dilute phosphoric acid for enzymatic hydrolysis and ethanol production. Bioresour. Technol. 130, 603–612 (2013)

    Article  Google Scholar 

  2. Govumoni, S.P., Koti, S., Kothagouni, S.Y., Venkateshwar, S., Linga, V.R.: Evaluation of pretreatment methods for enzymatic saccharification of wheat straw for bioethanol production. Carbohydr. Polym. 91, 646–650 (2013)

    Article  Google Scholar 

  3. Goh, C.S., Tan, K.T., Lee, K.T., Bhatia, S.: Bio-ethanol from lignocellulose: status, perspectives and challenges in Malaysia. Bioresour. Technol. 101, 4834–4841 (2010)

    Article  Google Scholar 

  4. Ferreira, S., Duarte, A.P., Ribeiro, M.H.L., Queiroz, J.A., Domingues, F.C.: Response surface optimization of enzymatic hydrolysis of Citrus ladanifer and Cytisus striatus for bioethanol production. Biochem. Eng. J. 45, 192–200 (2009)

    Article  Google Scholar 

  5. Singh, A., Bishnoi, N.R.: Ethanol production from pretreated wheat straw hydrolyzate by Saccharomyces cerevisiae via sequential statistical optimization. Ind. Crops Prod. 41, 221–226 (2013)

    Article  Google Scholar 

  6. Limayem, A., Ricke, S.C.: Lignocellulosic biomass for bioethanol production: current perspectives, potential issues and future prospects. Prog. Energ. Combust. 38, 449–467 (2012)

    Article  Google Scholar 

  7. Li, S., Zhang, X., Andresen, J.M.: Production of fermentable sugars from enzymatic hydrolysis of pretreated municipal solid waste after autoclave process. Fuel 92, 84–88 (2012)

    Article  Google Scholar 

  8. Li, H., Kim, N., Jiang, M., Kang, J., Chang, H.: Simultaneous saccharification and fermentation of lignocellulosic residues pretreated with phosphoric acid-acetone for bioethanol production. Bioresour. Technol. 100(13), 3245–3251 (2009)

    Article  Google Scholar 

  9. Uncu, O., Cekmecelioglu, D.: Cost-effective approach to ethanol production and optimization by response surface methodology. Waste Manag. 31(4), 636–643 (2011)

    Article  Google Scholar 

  10. Brereton, R.G.: Chemometrics: Data Analysis for the Laboratory and Chemical Plant. Wiley, Chichester (2003)

    Book  Google Scholar 

  11. Herrero, M.L., Vallejo, M.D., Sardella, M.F., Deiana, A.C.: Acid pretreatment of two phase olive mill waste to improve bioavailable sugars: conditions optimization using response surface methodology. Waste Biomass Valoriz. 6, 37–44 (2015)

    Article  Google Scholar 

  12. Yücel, E., Yücel, Y., Belenli, İ.: Optimization of fabrication conditions of MgB2/Fe superconducting tapes using response surface methodology. J. Mater. Sci. Mater. Electron. 23, 1284–1292 (2012)

    Article  Google Scholar 

  13. Yücel, Y.: Optimization of biocatalytic biodiesel production from pomace oil using response surface methodology. Fuel Process. Technol. 99, 97–102 (2012)

    Article  Google Scholar 

  14. Yücel, Y.: Optimization of immobilization conditions of Thermomyces lanuginosus lipase on olive pomace powder using response surface methodology. Biocatal. Agric. Biotechnol. 1, 39–44 (2012)

    Google Scholar 

  15. Yücel, E., Güler, N., Yücel, Y.: Optimization of deposition conditions of CdS thin films using response surface methodology. J. Alloys Compd. 589, 207–212 (2014)

    Article  Google Scholar 

  16. Yücel, Y., Göycıncık, S.: Optimization of ethanol production from spent tea waste by Saccharomyces cerevisiae using statistical experimental designs. Biomass Convers. Bioref. (2014). doi:10.1007/s13399-014-0138-2

    Google Scholar 

  17. Miller, G.L.: Use of dinitrosalicylic acid regent for determination reducing sugar. Anal. Chem. 31, 426–428 (1959)

    Article  Google Scholar 

  18. Karagöz, P., Rocha, I.V., Özkan, M., Angelidaki, I.: Alkaline peroxide pretreatment of rapeseed straw for enhancing bioethanol production by same vessel saccharification and co-fermentation. Bioresour. Technol. 104, 349–357 (2012)

    Article  Google Scholar 

  19. Kim, K.J., Oh, B.R., Shin, H.J., Eom, C.Y., Kim, S.W.: Statistical optimization of enzymatic saccharification and ethanol fermentation using food waste. Process Biochem. 43, 1308–1312 (2008)

    Article  Google Scholar 

  20. Rocha, M.V.P., Rodrigues, T.H.S., Albuquerque, T.L., Gonçalves, L.R.B., Macedo, G.R.: Evaluation of dilute acid pretreatment on cashew apple bagasse for ethanol and xylitol production. Chem. Eng. J. 243, 234–243 (2014)

    Article  Google Scholar 

  21. Wang, G., Liu, C., Hong, J., Ma, Y., Zhang, K., Huang, X., Zou, S., Zhang, M.: Comparison of process configurations for ethanol production from acid- and alkali-pretreated corncob by Saccharomyces cerevisiae strains with and without β-glucosidase expression. Bioresour. Technol. 142, 154–161 (2013)

    Article  Google Scholar 

  22. Boonsawang, P., Subkaree, Y., Srinorakutara, T.: Ethanol production from palm pressed fiber by prehydrolysis prior to simultaneous saccharification and fermentation (SSF). Biomass Bioenerg. 40, 127–132 (2012)

    Article  Google Scholar 

  23. Singh, A., Bishnoi, N.R.: Optimization of ethanol production from microwave alkali pretreated rice straw using statistical experimental designs by Saccharomyces cerevisiae. Ind. Crops Prod. 37, 334–341 (2012)

    Article  Google Scholar 

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Acknowledgments

This research was financially supported by Mustafa Kemal University Research foundation (Project No. 245).

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Correspondence to Yasin Yücel.

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Yücel, Y., Göycıncık, S. Optimization and Modelling of Process Conditions Using Response Surface Methodology (RSM) for Enzymatic Saccharification of Spent Tea Waste (STW). Waste Biomass Valor 6, 1077–1084 (2015). https://doi.org/10.1007/s12649-015-9395-y

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  • DOI: https://doi.org/10.1007/s12649-015-9395-y

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