메뉴 건너뛰기




Volumn 29, Issue 6, 2015, Pages 1216-1225

Comparison across growth kinetic models of alkaline protease production in batch and fed-batch fermentation using hybrid genetic algorithm and particle swarm optimization

Author keywords

Genetic algorithm; Growth kinetic model; Parameter estimation; Particle swarm optimization; Protease

Indexed keywords

GENETIC ALGORITHMS; KINETIC PARAMETERS; KINETIC THEORY; PARAMETER ESTIMATION;

EID: 84973097903     PISSN: 13102818     EISSN: None     Source Type: Journal    
DOI: 10.1080/13102818.2015.1077686     Document Type: Article
Times cited : (10)

References (33)
  • 1
    • 79955596193 scopus 로고    scopus 로고
    • Alkaline-protease from Bacillus licheniformis MP1: Purification, characterization and potential application as a detergent additive and for shrimp waste deproteinization
    • Jellouli K, Ghorbel-Bellaaj O, Ben Ayed H, et al. Alkaline-protease from Bacillus licheniformis MP1: purification, characterization and potential application as a detergent additive and for shrimp waste deproteinization. Process Biochem. 2011;46:1248-1256.
    • (2011) Process Biochem. , vol.46 , pp. 1248-1256
    • Jellouli, K.1    Ghorbel-Bellaaj, O.2    Ben Ayed, H.3
  • 2
    • 33746375656 scopus 로고    scopus 로고
    • Purification and characterization of alkaline protease from a newly isolated hal-oalkaliphilic Bacillus sp
    • Patel RK, Dodia MS, Joshi RH, et al. Purification and characterization of alkaline protease from a newly isolated hal-oalkaliphilic Bacillus sp. Process Biochem. 2006;41: 2002-2009.
    • (2006) Process Biochem. , vol.41 , pp. 2002-2009
    • Patel, R.K.1    Dodia, M.S.2    Joshi, R.H.3
  • 3
    • 84928943721 scopus 로고    scopus 로고
    • Characterization of alkaline protease produced by Streptomyces gri-seorubens E44G and its possibility for controlling Rhizoctonia root rot disease of corn
    • Al-Askar AA, Rashad YM, Hafez EE, et al. Characterization of alkaline protease produced by Streptomyces gri-seorubens E44G and its possibility for controlling Rhizoctonia root rot disease of corn. Biotechnol Biotech-nol Equip. 2015;29:457-462.
    • (2015) Biotechnol Biotech-nol Equip. , vol.29 , pp. 457-462
    • Al-Askar, A.A.1    Rashad, Y.M.2    Hafez, E.E.3
  • 4
    • 33947308748 scopus 로고    scopus 로고
    • Alkaline protease production by submerged fermentation in stirred tank reactor using Bacillus licheniformis NCIM-2042: Effect of aeration and agitation regimes
    • Potumarthi R, Ch S, Jetty A. Alkaline protease production by submerged fermentation in stirred tank reactor using Bacillus licheniformis NCIM-2042: effect of aeration and agitation regimes. Biochem Eng J. 2007;34: 185-192.
    • (2007) Biochem Eng J. , vol.34 , pp. 185-192
    • Potumarthi, R.1    Ch, S.2    Jetty, A.3
  • 5
    • 39149096216 scopus 로고    scopus 로고
    • Modelling and optimization of fermentation factors for enhancement of alkaline protease production by isolated Bacillus circu-lans using feed-forward neural network and genetic algorithm
    • Subba Rao C, Sathish T, Mahalaxmi M, et al. Modelling and optimization of fermentation factors for enhancement of alkaline protease production by isolated Bacillus circu-lans using feed-forward neural network and genetic algorithm. J Appl Microbiol. 2008;104:889-898.
    • (2008) J Appl Microbiol. , vol.104 , pp. 889-898
    • Subba Rao, C.1    Sathish, T.2    Mahalaxmi, M.3
  • 6
    • 84888282227 scopus 로고    scopus 로고
    • Kinetic modelling of ethanol inhibition during alcohol fermentation of corn stover using Saccharomyces cerevisiae
    • Amenaghawon NA, Okieimen CO, Ogbeide SE. Kinetic modelling of ethanol inhibition during alcohol fermentation of corn stover using Saccharomyces cerevisiae. Int J Eng Res Appl. 2012;2:798-803.
    • (2012) Int J Eng Res Appl. , vol.2 , pp. 798-803
    • Amenaghawon, N.A.1    Okieimen, C.O.2    Ogbeide, S.E.3
  • 8
    • 79959415165 scopus 로고    scopus 로고
    • Comparison of GA and PSO performance in parameter estimation of microbial growth models: A case-study using experimental data
    • 2010 Jul 18; Barcelona. Spain: IEEE Press
    • Calcada D, Rosa A, Duarte LC, et al. Comparison of GA and PSO performance in parameter estimation of microbial growth models: a case-study using experimental data. IEEE Congress on Evolutionary Computation (CEC). Proceedings; 2010 Jul 18; Barcelona. Spain: IEEE Press; 2010. doi:10.1109/CEC.2010.5586489
    • (2010) IEEE Congress on Evolutionary Computation (CEC). Proceedings
    • Calcada, D.1    Rosa, A.2    Duarte, L.C.3
  • 11
    • 81555207201 scopus 로고    scopus 로고
    • Tuning genetic algorithm parameters to improve convergence time
    • Angelova M, Pencheva T. Tuning genetic algorithm parameters to improve convergence time. Int J Chem Eng. 2011; Article ID 646917. Available from: http://dx.doi. org/10.1155/2011/646917
    • (2011) Int J Chem Eng.
    • Angelova, M.1    Pencheva, T.2
  • 12
    • 78149431670 scopus 로고    scopus 로고
    • Hard problems in gene sequence analysis: Classical approaches and suitability of genetic algorithms
    • Jantschi L, Bolboaca SD, Sestras RE. Hard problems in gene sequence analysis: classical approaches and suitability of genetic algorithms. Biotechnol Biotechnol Equip. 2009;23:1275-1280.
    • (2009) Biotechnol Biotechnol Equip. , vol.23 , pp. 1275-1280
    • Jantschi, L.1    Bolboaca, S.D.2    Sestras, R.E.3
  • 13
    • 81455142792 scopus 로고    scopus 로고
    • Parameter estimation using metaheuristics in systems biology: A comprehensive review
    • Sun J, Garibaldi JM, Hodgman C. Parameter estimation using metaheuristics in systems biology: a comprehensive review. IEEE/ACM Trans Comput Biol Bioinform. 2012;9:185-202.
    • (2012) IEEE/ACM Trans Comput Biol Bioinform. , vol.9 , pp. 185-202
    • Sun, J.1    Garibaldi, J.M.2    Hodgman, C.3
  • 15
    • 84862683760 scopus 로고    scopus 로고
    • Parameter estimation of beta distribution based on PSO and application in mission reliability analysis
    • Tang J, Yan J, Yuan J, et al. Parameter estimation of beta distribution based on PSO and application in mission reliability analysis. J Comput Inform Syst. 2012;8:3839-3849.
    • (2012) J Comput Inform Syst. , vol.8 , pp. 3839-3849
    • Tang, J.1    Yan, J.2    Yuan, J.3
  • 17
    • 84871770344 scopus 로고    scopus 로고
    • Efficient developments in modeling and optimization of solid state fermentation
    • Bouaoudat BD, Yalaoui F, Amodeo L, et al. Efficient developments in modeling and optimization of solid state fermentation. Biotechnol Biotechnol Equip. 2012;26:3443-3450.
    • (2012) Biotechnol Biotechnol Equip. , vol.26 , pp. 3443-3450
    • Bouaoudat, B.D.1    Yalaoui, F.2    Amodeo, L.3
  • 18
    • 81155135131 scopus 로고    scopus 로고
    • Genetic algorithm-particle swarm optimization (GA-PSO) for economic load dispatch
    • Younes M, Benhamida F. Genetic algorithm-particle swarm optimization (GA-PSO) for economic load dispatch. Przegląd Elektrotech. 2011;87:369-372.
    • (2011) Przegląd Elektrotech. , vol.87 , pp. 369-372
    • Younes, M.1    Benhamida, F.2
  • 19
    • 77950106443 scopus 로고    scopus 로고
    • Hybrid genetic algorithm and particle swarm optimization for the force method-based simultaneous analysis and design
    • Kaveh A, Malakouti Rad S. Hybrid genetic algorithm and particle swarm optimization for the force method-based simultaneous analysis and design. Iran J Sci Technol. 2010;34:15-34.
    • (2010) Iran J Sci Technol. , vol.34 , pp. 15-34
    • Kaveh, A.1    Malakouti Rad, S.2
  • 20
    • 33747418596 scopus 로고    scopus 로고
    • Evaluation of optimization techniques for parameter estimation: Application to ethanol fermentation considering the effect of temperature
    • Rivera EC, Costa AC, Atala DI, et al. Evaluation of optimization techniques for parameter estimation: application to ethanol fermentation considering the effect of temperature. Process Biochem. 2006;41:1682-1687.
    • (2006) Process Biochem. , vol.41 , pp. 1682-1687
    • Rivera, E.C.1    Costa, A.C.2    Atala, D.I.3
  • 21
    • 47849093348 scopus 로고    scopus 로고
    • Fed-batch optimization of α-amylase and protease-producing Bacillus subtilis using genetic algorithm and particle swarm optimization
    • Skolpap W, Nuchprayoon S, Scharer JM, et al. Fed-batch optimization of α-amylase and protease-producing Bacillus subtilis using genetic algorithm and particle swarm optimization. Chem Eng Sci. 2008;63:4090-4099.
    • (2008) Chem Eng Sci. , vol.63 , pp. 4090-4099
    • Skolpap, W.1    Nuchprayoon, S.2    Scharer, J.M.3
  • 22
    • 84886717737 scopus 로고    scopus 로고
    • A new particle swarm evolutionary optimization for parameter estimation of biological models
    • Abdullah A, Deris S, Mohamad MS, et al. A new particle swarm evolutionary optimization for parameter estimation of biological models. Int J Comput Inform Syst Ind Manage Appl. 2013;5:571-580.
    • (2013) Int J Comput Inform Syst Ind Manage Appl. , vol.5 , pp. 571-580
    • Abdullah, A.1    Deris, S.2    Mohamad, M.S.3
  • 23
    • 67649790749 scopus 로고    scopus 로고
    • Genetic algorithms using for a batch fermentation process identification
    • Benjamin KK, Emmanuel AN, David A, et al. Genetic algorithms using for a batch fermentation process identification. Appl Sci. 2008;8:2272-2278.
    • (2008) Appl Sci. , vol.8 , pp. 2272-2278
    • Benjamin, K.K.1    Emmanuel, A.N.2    David, A.3
  • 24
    • 7444233181 scopus 로고    scopus 로고
    • Modeling and optimization of protease production by a newly isolated Pseudomo-nas sp. using a genetic algorithm
    • Dutta JR, Dutta PK, Banerjee R. Modeling and optimization of protease production by a newly isolated Pseudomo-nas sp. using a genetic algorithm. Process Biochem. 2005;40:879-884.
    • (2005) Process Biochem. , vol.40 , pp. 879-884
    • Dutta, J.R.1    Dutta, P.K.2    Banerjee, R.3
  • 25
    • 80055076560 scopus 로고    scopus 로고
    • Production and characterization of alkaline protease from Bacillus licheniformis sp. isolated from Iranian northern soils with ram horn hydrolysate
    • Anvari M, Khayati G. Production and characterization of alkaline protease from Bacillus licheniformis sp. isolated from Iranian northern soils with ram horn hydrolysate. Trends Appl Sci Res. 2011;6:1206-1213.
    • (2011) Trends Appl Sci Res. , vol.6 , pp. 1206-1213
    • Anvari, M.1    Khayati, G.2
  • 26
    • 59449101025 scopus 로고    scopus 로고
    • In situ recovery of 2,3-butanediol from fermentation by liquid-liquid extraction
    • Anvari M, Khayati G. In situ recovery of 2,3-butanediol from fermentation by liquid-liquid extraction. J Ind Microbiol Biotechnol. 2009;36:313-317.
    • (2009) J Ind Microbiol Biotechnol. , vol.36 , pp. 313-317
    • Anvari, M.1    Khayati, G.2
  • 27
    • 33747333106 scopus 로고
    • Use of dinitrosalycilic acid reagent for determination of reducing sugars
    • Miller GL. Use of dinitrosalycilic acid reagent for determination of reducing sugars. Anal Chem. 1959;31:426-430.
    • (1959) Anal Chem. , vol.31 , pp. 426-430
    • Miller, G.L.1
  • 28
    • 0017495461 scopus 로고
    • Extracellular proteolysis by Candida lipolytica
    • Meyers SP, Ahearn DG. Extracellular proteolysis by Candida lipolytica. Mycologia. 1977;69:646-651.
    • (1977) Mycologia. , vol.69 , pp. 646-651
    • Meyers, S.P.1    Ahearn, D.G.2
  • 29
    • 84905640989 scopus 로고    scopus 로고
    • Kinetic model-based feedforward controlled fed-batch fermentation of Lactobacillus rhamnosus for the production of lactic acid from Arabic date juice
    • Choi M, Al-Zahrani SM, Lee SY. Kinetic model-based feedforward controlled fed-batch fermentation of Lactobacillus rhamnosus for the production of lactic acid from Arabic date juice. Bioprocess Biosyst Eng. 2014;37:1007-1015.
    • (2014) Bioprocess Biosyst Eng. , vol.37 , pp. 1007-1015
    • Choi, M.1    Al-Zahrani, S.M.2    Lee, S.Y.3
  • 30
    • 0033955729 scopus 로고    scopus 로고
    • Growth kinetics of Escherichia coli with galactose and several other sugars in carbon-limited chemostat culture
    • Lendenmann U, Snozzi M, Egli T. Growth kinetics of Escherichia coli with galactose and several other sugars in carbon-limited chemostat culture. Can J Microbiol. 2000;46:72-80.
    • (2000) Can J Microbiol. , vol.46 , pp. 72-80
    • Lendenmann, U.1    Snozzi, M.2    Egli, T.3
  • 31
    • 47549096614 scopus 로고    scopus 로고
    • A kinetic model for growth and biosynthesis of medium-chain-length poly-(3-hydroxyalkanoates) in Pseudomonas putida
    • Annuar MSM, Tan IKP, Ibrahim S, et al. A kinetic model for growth and biosynthesis of medium-chain-length poly-(3-hydroxyalkanoates) in Pseudomonas putida. Braz J Chem Eng. 2008;25:217-228.
    • (2008) Braz J Chem Eng. , vol.25 , pp. 217-228
    • Annuar, M.S.M.1    Tan, I.K.P.2    Ibrahim, S.3
  • 32
    • 84877123650 scopus 로고    scopus 로고
    • Substrate utilization and inhibition kinetics: Batch degradation of phenol by indigenous monoculture of Pseudomonas aeruginosa
    • Agarry SE, Solomon BO, Audu TOK. Substrate utilization and inhibition kinetics: batch degradation of phenol by indigenous monoculture of Pseudomonas aeruginosa. Int J Biotechnol Mol Biol Res. 2010;1:22-30.
    • (2010) Int J Biotechnol Mol Biol Res. , vol.1 , pp. 22-30
    • Agarry, S.E.1    Solomon, B.O.2    Audu, T.O.K.3
  • 33
    • 32444449874 scopus 로고    scopus 로고
    • An effective use of crowding distance in multiobjective particle swarm optimization
    • Beyer HG, editor. 2005 Jun 25. New York (NY): ACM Press
    • Raquel CR, Naval PC. An effective use of crowding distance in multiobjective particle swarm optimization. In: Beyer HG, editor. Genetic and evolutionary computation conference (GECCO 2005). Proceedings; 2005 Jun 25. New York (NY): ACM Press; 2005. p. 257-264.
    • (2005) Genetic and evolutionary computation conference (GECCO 2005). Proceedings , pp. 257-264
    • Raquel, C.R.1    Naval, P.C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.