메뉴 건너뛰기




Volumn 120, Issue , 2017, Pages 136-145

Artificial neural network and regression coupled genetic algorithm to optimize parameters for enhanced xylitol production by Debaryomyces nepalensis in bioreactor

Author keywords

Artificial neural network; Genetic algorithm; Optimization; Regression analysis; Xylitol

Indexed keywords

BIOMASS; FERMENTATION; FORECASTING; GENETIC ALGORITHMS; NEURAL NETWORKS; OPTIMIZATION; PARAMETER ESTIMATION; SUGAR SUBSTITUTES;

EID: 85010781177     PISSN: 1369703X     EISSN: 1873295X     Source Type: Journal    
DOI: 10.1016/j.bej.2017.01.010     Document Type: Article
Times cited : (62)

References (35)
  • 1
    • 33846781800 scopus 로고    scopus 로고
    • A rare sugar xylitol. Part II: biotechnological production and future applications of xylitol
    • [1] Granström, T.B., Izumori, K., Leisola, M., A rare sugar xylitol. Part II: biotechnological production and future applications of xylitol. Appl. Microbiol. Biotechnol. 74 (2007), 273–276, 10.1007/s00253-006-0760-4.
    • (2007) Appl. Microbiol. Biotechnol. , vol.74 , pp. 273-276
    • Granström, T.B.1    Izumori, K.2    Leisola, M.3
  • 2
    • 0000731054 scopus 로고    scopus 로고
    • Deactivation kinetics of Mo-supported Raney Ni catalyst in the hydrogenation of xylose to xylitol
    • [2] Mikkola, J.-P., Vainio, H., Salmi, T., Sjöholm, R., Ollonqvist, T., Väyrynen, J., Deactivation kinetics of Mo-supported Raney Ni catalyst in the hydrogenation of xylose to xylitol. Appl. Catal. Gen. 196 (2000), 143–155, 10.1016/S0926-860X(99)00453-6.
    • (2000) Appl. Catal. Gen. , vol.196 , pp. 143-155
    • Mikkola, J.-P.1    Vainio, H.2    Salmi, T.3    Sjöholm, R.4    Ollonqvist, T.5    Väyrynen, J.6
  • 3
    • 0029085589 scopus 로고
    • Production of xylitol from raw wood hydrolysates by Debaryomyces hansenii NRRL Y-7426
    • [3] Parajó, J.C., Domínguez, H., Domínguez, J.M., Production of xylitol from raw wood hydrolysates by Debaryomyces hansenii NRRL Y-7426. Bioprocess. Eng. 13 (1995), 125–131, 10.1007/BF00369695.
    • (1995) Bioprocess. Eng. , vol.13 , pp. 125-131
    • Parajó, J.C.1    Domínguez, H.2    Domínguez, J.M.3
  • 4
    • 81055157178 scopus 로고    scopus 로고
    • Xylitol production from DEO hydrolysate of corn stover by Pichia stipitis YS-30
    • [4] Rodrigues, R.C.L.B., Kenealy, W.R., Jeffries, T.W., Xylitol production from DEO hydrolysate of corn stover by Pichia stipitis YS-30. J. Ind. Microbiol. Biotechnol. 38 (2011), 1649–1655, 10.1007/s10295-011-0953-4.
    • (2011) J. Ind. Microbiol. Biotechnol. , vol.38 , pp. 1649-1655
    • Rodrigues, R.C.L.B.1    Kenealy, W.R.2    Jeffries, T.W.3
  • 6
    • 34250089513 scopus 로고
    • Screening of yeasts for production of xylitol fromd-xylose and some factors which affect xylitol yield in Candida guilliermondii
    • [6] Barbosa, M.F.S., Medeiros, M.B., Mancilha, I.M., Schneider, H., Lee, H., Screening of yeasts for production of xylitol fromd-xylose and some factors which affect xylitol yield in Candida guilliermondii. J. Ind. Microbiol. 3 (1988), 241–251, 10.1007/BF01569582.
    • (1988) J. Ind. Microbiol. , vol.3 , pp. 241-251
    • Barbosa, M.F.S.1    Medeiros, M.B.2    Mancilha, I.M.3    Schneider, H.4    Lee, H.5
  • 7
    • 0035812877 scopus 로고    scopus 로고
    • Influence of temperature and pH on xylitol production from xylose by Debaryomyces hansenii
    • [7] Converti, A., Domínguez, J.M., Influence of temperature and pH on xylitol production from xylose by Debaryomyces hansenii. Biotechnol. Bioeng. 75 (2001), 39–45.
    • (2001) Biotechnol. Bioeng. , vol.75 , pp. 39-45
    • Converti, A.1    Domínguez, J.M.2
  • 8
    • 0036240257 scopus 로고    scopus 로고
    • Effect of starting xylose concentration on the microaerobic metabolism of Debaryomyces hansenii: the use of carbon material balances
    • [8] Converti, A., Perego, P., Sordi, A., Torre, P., Effect of starting xylose concentration on the microaerobic metabolism of Debaryomyces hansenii: the use of carbon material balances. Appl. Biochem. Biotechnol. 101 (2002), 15–30, 10.1385/ABAB:101:1:15.
    • (2002) Appl. Biochem. Biotechnol. , vol.101 , pp. 15-30
    • Converti, A.1    Perego, P.2    Sordi, A.3    Torre, P.4
  • 9
    • 84986000358 scopus 로고    scopus 로고
    • Effect of kLa and fed-batch strategies for enhanced production of xylitol by Debaryomyces nepalensis NCYC 3413
    • [9] Himabindu, K., Gummadi, S., Effect of kLa and fed-batch strategies for enhanced production of xylitol by Debaryomyces nepalensis NCYC 3413. Br. Biotechnol. J. 5 (2015), 24–36, 10.9734/BBJ/2015/14273.
    • (2015) Br. Biotechnol. J. , vol.5 , pp. 24-36
    • Himabindu, K.1    Gummadi, S.2
  • 10
    • 0031858804 scopus 로고    scopus 로고
    • Factors that affect the biosynthesis of xylitol by xylose-fermenting yeasts: a review
    • [10] Suva, S.S., Felipe, M.G.A., Mancilha, I.M., Factors that affect the biosynthesis of xylitol by xylose-fermenting yeasts: a review. Appl. Biochem. Biotechnol. 70–72 (1998), 331–339, 10.1007/BF02920149.
    • (1998) Appl. Biochem. Biotechnol. , vol.70-72 , pp. 331-339
    • Suva, S.S.1    Felipe, M.G.A.2    Mancilha, I.M.3
  • 11
    • 80052693031 scopus 로고    scopus 로고
    • Purification and biochemical characterization of a moderately halotolerant NADPH dependent xylose reductase from Debaryomyces nepalensis NCYC 3413
    • [11] Kumar, S., Gummadi, S.N., Purification and biochemical characterization of a moderately halotolerant NADPH dependent xylose reductase from Debaryomyces nepalensis NCYC 3413. Bioresour. Technol. 102 (2011), 9710–9717, 10.1016/j.biortech.2011.07.030.
    • (2011) Bioresour. Technol. , vol.102 , pp. 9710-9717
    • Kumar, S.1    Gummadi, S.N.2
  • 12
    • 12544249147 scopus 로고    scopus 로고
    • Inhibition of ethanol-producing yeast and bacteria by degradation products produced during pre-treatment of biomass
    • [12] Klinke, H.B., Thomsen, A.B., Ahring, B.K., Inhibition of ethanol-producing yeast and bacteria by degradation products produced during pre-treatment of biomass. Appl. Microbiol. Biotechnol. 66 (2004), 10–26, 10.1007/s00253-004-1642-2.
    • (2004) Appl. Microbiol. Biotechnol. , vol.66 , pp. 10-26
    • Klinke, H.B.1    Thomsen, A.B.2    Ahring, B.K.3
  • 13
    • 0032171680 scopus 로고    scopus 로고
    • Biotechnological production of xylitol. Part 2: Operation in culture media made with commercial sugars
    • [13] Parajó, J.C., Domínguez, H., Domínguez, J., Biotechnological production of xylitol. Part 2: Operation in culture media made with commercial sugars. Bioresour. Technol. 65 (1998), 203–212, 10.1016/S0960-8524(98)00036-4.
    • (1998) Bioresour. Technol. , vol.65 , pp. 203-212
    • Parajó, J.C.1    Domínguez, H.2    Domínguez, J.3
  • 14
    • 35748931744 scopus 로고    scopus 로고
    • Influence of cultivation conditions on xylose-to-xylitol bioconversion by a new isolate of Debaryomyces hansenii
    • [14] Sampaio, F.C., Chaves-Alves, V.M., Converti, A., Lopes Passos, F.M., Cavalcante Coelho, J.L., Influence of cultivation conditions on xylose-to-xylitol bioconversion by a new isolate of Debaryomyces hansenii. Bioresour. Technol. 99 (2008), 502–508, 10.1016/j.biortech.2007.01.017.
    • (2008) Bioresour. Technol. , vol.99 , pp. 502-508
    • Sampaio, F.C.1    Chaves-Alves, V.M.2    Converti, A.3    Lopes Passos, F.M.4    Cavalcante Coelho, J.L.5
  • 15
    • 38949098670 scopus 로고    scopus 로고
    • Optimization of alkaline protease production by batch culture of Bacillus sp. RKY3 through Plackett-Burman and response surface methodological approaches
    • [15] Reddy, L.V.A., Wee, Y.-J., Yun, J.-S., Ryu, H.-W., Optimization of alkaline protease production by batch culture of Bacillus sp. RKY3 through Plackett-Burman and response surface methodological approaches. Bioresour. Technol. 99 (2008), 2242–2249, 10.1016/j.biortech.2007.05.006.
    • (2008) Bioresour. Technol. , vol.99 , pp. 2242-2249
    • Reddy, L.V.A.1    Wee, Y.-J.2    Yun, J.-S.3    Ryu, H.-W.4
  • 16
    • 76349118090 scopus 로고    scopus 로고
    • Modeling and optimization of biogas production from a waste digester using artificial neural network and genetic algorithm
    • [16] Abu Qdais, H., Bani Hani, K., Shatnawi, N., Modeling and optimization of biogas production from a waste digester using artificial neural network and genetic algorithm. Resour. Conserv. Recycl. 54 (2010), 359–363, 10.1016/j.resconrec.2009.08.012.
    • (2010) Resour. Conserv. Recycl. , vol.54 , pp. 359-363
    • Abu Qdais, H.1    Bani Hani, K.2    Shatnawi, N.3
  • 17
    • 77953517932 scopus 로고    scopus 로고
    • Enzymatic hydrolysis of sugarcane bagasse for bioethanol production: determining optimal enzyme loading using neural networks
    • [17] Rivera, E.C., Rabelo, S.C., dos Reis Garcia, D., Filho, R.M., da Costa, A.C., Enzymatic hydrolysis of sugarcane bagasse for bioethanol production: determining optimal enzyme loading using neural networks. J. Chem. Technol. Biotechnol. 85 (2010), 983–992, 10.1002/jctb.2391.
    • (2010) J. Chem. Technol. Biotechnol. , vol.85 , pp. 983-992
    • Rivera, E.C.1    Rabelo, S.C.2    dos Reis Garcia, D.3    Filho, R.M.4    da Costa, A.C.5
  • 18
    • 84878914301 scopus 로고    scopus 로고
    • Use of artificial neural network (ANN) for the development of bioprocess using Pinus roxburghii fallen foliages for the release of polyphenols and reducing sugars
    • [18] Vats, S., Negi, S., Use of artificial neural network (ANN) for the development of bioprocess using Pinus roxburghii fallen foliages for the release of polyphenols and reducing sugars. Bioresour. Technol. 140 (2013), 392–398, 10.1016/j.biortech.2013.04.106.
    • (2013) Bioresour. Technol. , vol.140 , pp. 392-398
    • Vats, S.1    Negi, S.2
  • 19
    • 0003722376 scopus 로고
    • Genetic Algorithms in Search, Optimization, and Machine Learning
    • Addison-Wesley Pub. Co. Reading, Mass
    • [19] Goldberg, D.E., Genetic Algorithms in Search, Optimization, and Machine Learning. 1989, Addison-Wesley Pub. Co., Reading, Mass.
    • (1989)
    • Goldberg, D.E.1
  • 20
    • 0037790995 scopus 로고    scopus 로고
    • Optimisation of fed-batch bioreactors using genetic algorithms
    • [20] Sarkar, D., Modak, J.M., Optimisation of fed-batch bioreactors using genetic algorithms. Chem. Eng. Sci. 58 (2003), 2283–2296, 10.1016/S0009-2509(03)00095-2.
    • (2003) Chem. Eng. Sci. , vol.58 , pp. 2283-2296
    • Sarkar, D.1    Modak, J.M.2
  • 21
    • 84961233699 scopus 로고    scopus 로고
    • Artificial neural network based modeling to evaluate methane yield from biogas in a laboratory-scale anaerobic bioreactor
    • [21] Nair, V.V., Dhar, H., Kumar, S., Thalla, A.K., Mukherjee, S., Wong, J.W.C., Artificial neural network based modeling to evaluate methane yield from biogas in a laboratory-scale anaerobic bioreactor. Bioresour. Technol. 217 (2016), 90–99, 10.1016/j.biortech.2016.03.046.
    • (2016) Bioresour. Technol. , vol.217 , pp. 90-99
    • Nair, V.V.1    Dhar, H.2    Kumar, S.3    Thalla, A.K.4    Mukherjee, S.5    Wong, J.W.C.6
  • 22
    • 84928136722 scopus 로고    scopus 로고
    • Application of the Artificial Neural Network model for prediction of monthly Standardized Precipitation and Evapotranspiration Index using hydrometeorological parameters and climate indices in eastern Australia
    • [22] Deo, R.C., Şahin, M., Application of the Artificial Neural Network model for prediction of monthly Standardized Precipitation and Evapotranspiration Index using hydrometeorological parameters and climate indices in eastern Australia. Atmospheric Res. 161–162 (2015), 65–81, 10.1016/j.atmosres.2015.03.018.
    • (2015) Atmospheric Res. , vol.161-162 , pp. 65-81
    • Deo, R.C.1    Şahin, M.2
  • 23
    • 84878766110 scopus 로고    scopus 로고
    • Production of ethanol and arabitol by Debaryomyces nepalensis: influence of process parameters
    • [23] Kumdam, H., Narayana Murthy, S., Gummadi, S.N., Production of ethanol and arabitol by Debaryomyces nepalensis: influence of process parameters. AMB Express, 3, 2013, 23, 10.1186/2191-0855-3-23.
    • (2013) AMB Express , vol.3 , pp. 23
    • Kumdam, H.1    Narayana Murthy, S.2    Gummadi, S.N.3
  • 24
    • 84888597641 scopus 로고    scopus 로고
    • Correlation between mass transfer coefficient kLa and relevant operating parameters in cylindrical disposable shaken bioreactors on a bench-to-pilot scale
    • [24] Klöckner, W., Gacem, R., Anderlei, T., Raven, N., Schillberg, S., Lattermann, C., Büchs, J., Correlation between mass transfer coefficient kLa and relevant operating parameters in cylindrical disposable shaken bioreactors on a bench-to-pilot scale. J. Biol. Eng., 7, 2013, 28, 10.1186/1754-1611-7-28.
    • (2013) J. Biol. Eng. , vol.7 , pp. 28
    • Klöckner, W.1    Gacem, R.2    Anderlei, T.3    Raven, N.4    Schillberg, S.5    Lattermann, C.6    Büchs, J.7
  • 25
    • 0003985221 scopus 로고    scopus 로고
    • Bioprocess Engineering Principles
    • Reprint Elsevier/Acad. Press Amsterdam
    • [25] Doran, P.M., Bioprocess Engineering Principles. 2004, Reprint Elsevier/Acad. Press, Amsterdam.
    • (2004)
    • Doran, P.M.1
  • 26
    • 0019069981 scopus 로고
    • Power requirements and interfacial area in gas-liquid turbine agitated systems
    • [26] Hughmark, G.A., Power requirements and interfacial area in gas-liquid turbine agitated systems. Ind. Eng. Chem. Process Des. Dev. 19 (1980), 638–641, 10.1021/i260076a023.
    • (1980) Ind. Eng. Chem. Process Des. Dev. , vol.19 , pp. 638-641
    • Hughmark, G.A.1
  • 27
    • 79952574010 scopus 로고    scopus 로고
    • Metabolism of glucose and xylose as single and mixed feed in Debaryomyces nepalensis NCYC 3413: production of industrially important metabolites
    • [27] Kumar, S., Gummadi, S.N., Metabolism of glucose and xylose as single and mixed feed in Debaryomyces nepalensis NCYC 3413: production of industrially important metabolites. Appl. Microbiol. Biotechnol. 89 (2011), 1405–1415, 10.1007/s00253-010-2997-1.
    • (2011) Appl. Microbiol. Biotechnol. , vol.89 , pp. 1405-1415
    • Kumar, S.1    Gummadi, S.N.2
  • 29
    • 33947691691 scopus 로고    scopus 로고
    • Optimization of nutrient medium containing agricultural wastes for xylanase production by Aspergillus niger B03 using optimal composite experimental design
    • [29] Dobrev, G., Pishtiyski, I., Stanchev, V., Mircheva, R., Optimization of nutrient medium containing agricultural wastes for xylanase production by Aspergillus niger B03 using optimal composite experimental design. Bioresour. Technol. 98 (2007), 2671–2678, 10.1016/j.biortech.2006.09.022.
    • (2007) Bioresour. Technol. , vol.98 , pp. 2671-2678
    • Dobrev, G.1    Pishtiyski, I.2    Stanchev, V.3    Mircheva, R.4
  • 31
    • 0028662676 scopus 로고
    • Effect of oxygen transfer rate on levels of key enzymes of xylose metabolism in Debaryomyces hansenii
    • [31] Gírio, F.M., Roseiro, J.C., Sá-Machado, P., Duarte-Reis, A.R., Amaral-Collaço, M.T., Effect of oxygen transfer rate on levels of key enzymes of xylose metabolism in Debaryomyces hansenii. Enzyme Microb. Technol. 16 (1994), 1074–1078, 10.1016/0141-0229(94)90145-7.
    • (1994) Enzyme Microb. Technol. , vol.16 , pp. 1074-1078
    • Gírio, F.M.1    Roseiro, J.C.2    Sá-Machado, P.3    Duarte-Reis, A.R.4    Amaral-Collaço, M.T.5
  • 32
    • 83555178408 scopus 로고    scopus 로고
    • Sugarcane bagasse and leaves: foreseeable biomass of biofuel and bio-products
    • [32] Chandel, A.K., da Silva, S.S., Carvalho, W., Singh, O.V., Sugarcane bagasse and leaves: foreseeable biomass of biofuel and bio-products. J. Chem. Technol. Biotechnol. 87 (2012), 11–20, 10.1002/jctb.2742.
    • (2012) J. Chem. Technol. Biotechnol. , vol.87 , pp. 11-20
    • Chandel, A.K.1    da Silva, S.S.2    Carvalho, W.3    Singh, O.V.4
  • 33
    • 0031852526 scopus 로고    scopus 로고
    • Microbial conversion of D-xylose to xylitol
    • [33] Winkelhausen, E., Kuzmanova, S., Microbial conversion of D-xylose to xylitol. J. Ferment. Bioeng. 86 (1998), 1–14, 10.1016/S0922-338X(98)80026-3.
    • (1998) J. Ferment. Bioeng. , vol.86 , pp. 1-14
    • Winkelhausen, E.1    Kuzmanova, S.2
  • 34
    • 85006226022 scopus 로고    scopus 로고
    • Multi response optimization for enhanced xylitol production by Debaryomyces nepalensis in bioreactor
    • [34] Pappu, J.S.M., Gummadi, S.N., Multi response optimization for enhanced xylitol production by Debaryomyces nepalensis in bioreactor. 3 Biotech, 6, 2016, 10.1007/s13205-016-0467-x.
    • (2016) 3 Biotech , vol.6
    • Pappu, J.S.M.1    Gummadi, S.N.2
  • 35
    • 65649140248 scopus 로고    scopus 로고
    • Modeling the impact of HIV chemoprophylaxis strategies among men who have sex with men in the United States: HIV infections prevented and cost-effectiveness
    • [35] Desai, K., Sansom, S.L., Ackers, M.L., Stewart, S.R., Hall, H.I., Hu, D.J., Sanders, R., Scotton, C.R., Soorapanth, S., Boily, M.-C., Garnett, G.P., McElroy, P.D., Modeling the impact of HIV chemoprophylaxis strategies among men who have sex with men in the United States: HIV infections prevented and cost-effectiveness. AIDS 22 (2008), 1829–1839, 10.1097/QAD.0b013e32830e00f5.
    • (2008) AIDS , vol.22 , pp. 1829-1839
    • Desai, K.1    Sansom, S.L.2    Ackers, M.L.3    Stewart, S.R.4    Hall, H.I.5    Hu, D.J.6    Sanders, R.7    Scotton, C.R.8    Soorapanth, S.9    Boily, M.-C.10    Garnett, G.P.11    McElroy, P.D.12


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.