Optimal Temperature and pH Control for a Batch Simultaneous Saccharification and Co-Fermentation Process

References

• Abashar, M. E. E. (2011). Some complex dynamic features of a bioethanol fermentor excited by sinusoidal perturbations, Chem. Eng. J., 172, 386–398.
   Web of Science ®Google Scholar
• Cantarella, M., Cantarella, L., Gallifuoco, A., Spera, A., and Alfani, F. (2004). Comparison of different detoxification methods for steam-exploded poplar wood as a substrate for the bioproduction of ethanol in SHF and SSF, Process Biochem., 39, 1533–1542.
   Web of Science ®Google Scholar
• Cardona, C. A., and Sanchez, O. J. (2007). Fuel ethanol production: Process design trends and integration opportunities, Bioresour. Technol., 98, 2415–2457.
   PubMed Web of Science ®Google Scholar
• Chen, M. L., and Wang, F. S. (2010a). Optimization of a fed-batch simultaneous saccharification and co-fermentation process from lignocellulose to ethanol, Ind. Eng. Chem. Res., 49, 5775–5785.
   Web of Science ®Google Scholar
• Chen, M. L., and Wang, F. S. (2010b). Optimal trade-off design of integrated fermentation processes for ethanol production using genetically engineered yeast, Chem. Eng. J., 158, 271–280.
   Web of Science ®Google Scholar
• Chiou, J. P., and Wang, F. S. (1999). Hybrid method of evolutionary algorithms for static and dynamic optimization problems with application to a fed-batch fermentation process, Comput. Chem. Eng., 23, 1277–1291.
   Web of Science ®Google Scholar
• Dai, W, Word, D. P., and Hahn, J. (2013). Modeling and dynamic optimization of fuel-grade ethanol fermentation using fed-batch process. Control Engineering Practice, http://dx.doi.org/10.1016/j.conengprac.2013.01.005
   Google Scholar
• Den Haan, R., McBride, J. E., La Grange, D. C., Lynd, L. R., and Van Zyl, W. H. (2007). Functional expression of cellobiohydrolases in Saccharomyces cerevisiae towards one-step conversion of cellulose to ethanol, Enzyme Microb. Technol., 40, 1291–1299.
   Web of Science ®Google Scholar
• Eslamloueyan, R., and Setoodeh, P. (2011). Optimization of fed-batch recombinant yeast fermentation for ethanol production using a reduced dynamic flux balance model based on artificial neural networks, Chem. Eng. Commun., 198, 1309–1338.
   Web of Science ®Google Scholar
• Fan, Z., South, C., Lyford, K., Munsie, J., van Walsum, P., and Lynd, L. (2003). Conversion of paper sludge to ethanol in a semicontinuous solids-fed reactor, Bioproc. Biosyst. Eng., 26, 93–101.
   PubMed Web of Science ®Google Scholar
• Ferreiraa, S., Duartea, A. P., Ribeirob, M. H. L., Queiroza, J. A., and Dominguesa, F. C. (2009). Response surface optimization of enzymatic hydrolysis of Cistus ladanifer and Cytisus striatus for bioethanol production, Biochem. Eng. J., 45, 192–200.
   Web of Science ®Google Scholar
• Haruna, R., and Danquah, M. K. (2011). Enzymatic hydrolysis of microalgal biomass for bioethanol production, Chem. Eng. J., 168, 1079–1084.
   Web of Science ®Google Scholar
• Hodge, D. B., and Karim, M. N. (2002). Modeling and advanced control of recombinant Zymomonas mobilis fed-batch fermentation, Biotechnol. Progr., 18, 572–579.
   PubMed Web of Science ®Google Scholar
• Jeffries, T. W., and Schartman, R. (1999). Bioconversion of secondary fiber fines to ethanol using counter-current enzymatic saccharification and co-fermentation, Appl. Biochem. Biotechnol., 78, 435–444.
   Google Scholar
• Jeffries, T. W., and Jin, Y. S. (2000). Ethanol and thermotolerance in the bioconversion of xylose by yeasts, Adv. Appl. Microbiol., 47, 221–268.
   PubMed Web of Science ®Google Scholar
• Kadam, K. L., Rydholm, E. C., and McMillan, J. D. (2004). Development and validation of a kinetic model for enzymatic saccharification of lignocellulose biomass, Biotechnol. Progr., 20, 698–705.
   PubMed Web of Science ®Google Scholar
• Krishnan, M. S., Xia, Y., Ho, N. W. Y., and Tsao, G. T. (1999). Fermentation kinetics of ethanol production from glucose and xylose by recombinant Saccharomyces 1400 (pLNH33), Appl. Biochem. Biotechnol., 78, 373–388.
   Google Scholar
• Leksawasdi, N., Joachimsthal, E. L., and Rogers, P. L. (2001). Mathematical modelling of ethanol production from glucose/xylose mixtures by recombinant Zymomonas mobilis, Biotechnol. Lett., 23, 1087–1093.
   Web of Science ®Google Scholar
• Lin, Y. C., Hwang, K. S., and Wang, F. S. (2003). Evolution Lagrange method for mixed-integer constrained optimization problem, Eng. Opt., 35, 267–284.
   Web of Science ®Google Scholar
• Lin, Y. S., Lee, W. C., Duan, K. J., and Lin, Y. H. (2013). Ethanol production by simultaneous saccharification and fermentation in rotary drum reactor using thermotolerant Kluveromyces marxianus, Appl. Energy, 105, 389–394.
   Web of Science ®Google Scholar
• Liu, C. G., Lin, Y. H., and Bai, F. W. (2013). Global gene expression analysis of Saccharomyces cerevisiae grown under redox potential-controlled very-high-gravity conditions, Biotechnology J. Early online version, doi:10.1002/biot.201300127
   Web of Science ®Google Scholar
• Liu, P. K., and Wang, F. S. (2010). Hybrid differential evolution including geometric mean mutation for optimization of biochemical systems, J. Taiwan Inst. Chem. Eng., 41, 65–72.
   Web of Science ®Google Scholar
• Lynd, L. R., van Zyl, W. H., McBride, J. E., and Laser, M. (2005). Consolidated bioprocessing of cellulosic biomass: an update, Curr. Opin. Biotechnol., 16, 577–583.
   PubMed Web of Science ®Google Scholar
• Margeot, A., Hahn-Hagerdal, B., Edlund, M., Slade, R., and Monot, F. (2009). New improvements for lignocellulosic ethanol, Curr. Opin. Biotechnol., 20, 372–380.
   PubMed Web of Science ®Google Scholar
• Marais, S. (2008). Enzymatic hydrolysis with commercial enzymes of a xylan extracted from hardwood pulp, MS Dissertation, University of Pretoria.
   Google Scholar
• Martín, C., Galbe, M., Wahlbom, C. F., Hahn-Hägerdal, B., and Jönsson, L. J. (2002). Ethanol production from enzymatic hydrolysates of sugarcane bagasse using recombinant xylose-utilising Saccharomyces cerevisiae, Enzyme Microb. Technol., 31, 274–282.
   Web of Science ®Google Scholar
• Martín, C., González, Y., Fernández, T., and Thomsen, A. B. (2006). Investigation of cellulose convertibility and ethanolic fermentation of sugarcane bagasse pretreated by wet oxidation and steam explosion, J. Chem. Technol. Biot., 81, 1669–1677.
   Web of Science ®Google Scholar
• Matsushika, A., Inoue, H., Kodaki, T., and Sawayama, S. (2009). Ethanol production from xylose in engineered Saccharomyces cerevisiae strains: current state and perspectives, Appl. Microbiol. Biot., 84, 37–53.
   PubMed Web of Science ®Google Scholar
• Mesa, L., González, E., Romerob, I., Ruiz, E., Cara, C., and Castro, E. (2011). Comparison of process configurations for ethanol production from two-step pretreated sugarcane bagasse, Chem. Eng. J., 175, 185–191.
   Web of Science ®Google Scholar
• Mosier, N., Wyman, C., Dale, B., Elander, R., Lee, Y. Y., Holtzapple, M., and Ladisch, M. (2005). Features of promising technologies for pretreatment of lignocellelosic biomass, Bioresour. Technol., 96, 673–686.
   PubMed Web of Science ®Google Scholar
• Öhgren, K., Bura, R., Lesnicki, G., Saddler, J., and Zacchi, G. (2007). A comparison between simultaneous saccharification and fermentation and separate hydrolysis and fermentation using steam-pretreated corn stover, Process Biochem., 42, 834–839.
   Web of Science ®Google Scholar
• Olofsson, K., Bertilsson, M., and Lidén, G. (2008). A short review on SSF–an interesting process option for ethanol production from lignocellulosic feedstocks, Biotechnol. Biofuels, 1, 7–20.
   PubMed Web of Science ®Google Scholar
• Phisalaphong, M., Srirattana, N., and Tanthapanichakoon, W. (2006). Mathematical modeling to investigate temperature effect on kinetic parameters of ethanol fermentation, Biochem. Eng. J., 28, 36–43.
   Web of Science ®Google Scholar
• Saha, B. C., Iten, L. B., Cotta, M. A., Wu, Y. V. (2005). Dilute acid pretreatment, enzymatic saccharification, and fermentation of rice hulls to ethanol, Biotechnol. Progr., 21, 816–822.
   PubMed Web of Science ®Google Scholar
• Sakawa, M. (1993). Fuzzy Sets and Interactive Multiobjective Optimization, Plenum Press, New York, N.Y.
   Google Scholar
• Sendich, E. N., Laser, M., Kim, S., Alizadeh, H., Laureano-Perez, L., Dale, B., and Lynd, L. (2008). Recent process improvements for the ammonia fiber expansion (AFEX) process and resulting reductions in minimum ethanol selling price, Bioresour. Technol., 99, 8429–8435.
   PubMed Web of Science ®Google Scholar
• Sridhar, L. N. (2013). Global optimization of continuous fermentation involing Zymomonas mobilis, J. Sustainable Bioenergy Sys., 3, 64–67.
   Google Scholar
• Sun, Y., and Cheng, J. (2002). Hydrolysis of lignocellulosic materials for ethanol production: a review, Bioresour. Technol., 83 (2002) 1–11.
   PubMed Web of Science ®Google Scholar
• Tabandeh, F., Hosseinian Moghaddan, H. R., Yakhchali, B., Shariati, P., Mousavian, M. T. H., and Ghasemi, F. (2011). Fed-batch fermentation of bacillus clausii for efficient production of alkaline protease using different feeding strategies, Chem. Eng. Commun., 198, 1063–1074.
   Web of Science ®Google Scholar
• Tomás-Pejó, E., Oliva, J. M., Ballesteros, M., and Olsson, L. (2009). Comparison of SHF and SSF processes from steam-exploded wheat straw for ethanol production by xylose-fermenting and robust glucose-fermenting Saccharomyces cerevisiae strains, Biotechnol. Bioeng., 100(6), 1122–1131.
   Web of Science ®Google Scholar
• Victorino, I. R. S., Maia, J. P., Morais, E. R., Wolf Maciel, M. R., and Maciel Filho, R. (2007). Optimization for large scale process based on evolutionary algorithms: Genetic algorithms, Chem. Eng. J., 132, 1–8.
   Web of Science ®Google Scholar
• Wingren, A., Galbe, M., and Zacchi, G. (2003). Techno-economic evaluation of producing ethanol from softwood: comparison of SSF and SHF and identification of bottlenecks, Biotechnol. Prog., 19, 1109–1117.
   PubMed Web of Science ®Google Scholar
• Zaldivar, J., Nielsen, J., and Olsson, L. (2001). Fuel ethanol production from lignocellulose: a challenge for metabolic engineering and process integration, Appl. Microbiol. Biot., 56 (2001): 17–34.
   PubMed Web of Science ®Google Scholar
• Zhang, M., Eddy, C., Deanda, K., Finkelstein, M., Picataggio, S. (1995). Metabolic engineering of a pentose metabolism pathway in ethanologenic Zymomonas mobilis. Science, 267, 240–243.
   Google Scholar
• Zhu, S., Wu, Y., Zhao, Y., Tu, S., Xue, Y. Yu, Z., and Zhang, X. (2006). Fed-batch simultaneous saccharification and fermentation of microwave/ acid/alkali/H2O2 pretreated rice straw for production of ethanol, Chem. Eng. Commun., 193, 639–648.
   Web of Science ®Google Scholar