Inulinase production in a batch bioreactor using agroindustrial residues as the substrate: Experimental data and modeling

Bioprocess and Biosystems Engineering

Volumn 32, Issue 1, 2009, Pages 85-95

  Mazutti, Marcio A ^a,b   Corazza, Marcos L ^a   Filho, Francisco Maugeri ^b   Rodrigues, Maria Isabel ^b   Corazza, Fernanda C ^a   Treichel, Helen ^a  

^a DEPARTMENT OF FOOD ENGINEERING   (Brazil)

^b UNIVERSITY OF CAMPINAS   (Brazil)

Author keywords

ANN; Inulinase; Kluyveromyces marxianus NRRL Y 7571; Phenomenological model

Indexed keywords

AGROINDUSTRIAL RESIDUES; AND MODELING; ANN; ARTIFICIAL NEURAL NETWORKS; BATCH BIOREACTORS; BATCH CULTIVATIONS; CORN STEEP LIQUORS; EXPERIMENTAL DATUMS; INULINASE; KLUYVEROMYCES MARXIANUS NRRL Y-7571; MEDIUM COMPOSITIONS; PHENOMENOLOGICAL MODEL; PREDICTIVE CAPACITIES; PRODUCTION COSTS; YEAST EXTRACTS;

CULTIVATION; ENVIRONMENTAL IMPACT; NEURAL NETWORKS; YEAST; YTTRIUM ALLOYS;

BACKPROPAGATION;

INULINASE; MOLASSES;

ARTICLE; ARTIFICIAL NEURAL NETWORK; BIOREACTOR; COMPUTER SIMULATION; COST BENEFIT ANALYSIS; EXPERIMENTAL MODEL; EXPERIMENTAL STUDY; KLUYVEROMYCES; NONHUMAN; PRIORITY JOURNAL; SPECIES CULTIVATION;

AGRICULTURE; BIOMASS; BIOREACTORS; CULTURE MEDIA; FERMENTATION; GLYCOSIDE HYDROLASES; INDUSTRIAL MICROBIOLOGY; KINETICS; KLUYVEROMYCES; MODELS, THEORETICAL; MOLASSES; NEURAL NETWORKS (COMPUTER); REPRODUCIBILITY OF RESULTS; TEMPERATURE; ZEA MAYS;

KLUYVEROMYCES MARXIANUS; ZEA MAYS;

EID: 58149084975     PISSN: 16157591     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00449-008-0225-5     Document Type: Article

References (31)

1. PT Sangeetha MN Ramesh SG Prapulla 2005 Recent trends in the microbial production, analysis and application of fructooligosacharides Trends Food Sci Technol 16 442 457
2. SJ Kalil R Suzan F Maugeri MI Rodrigues 2001 Optimization of inulinase production by Kluyveromyces marxianus using factorial design Appl Biochem Biotechnol 94 257 264
3. BOY Silva-Santisteban F Maugeri 2005 Agitation, aeration and shear stress as key factors in inulinase production by Kluyveromyces marxianus Enzyme Microb Technol 36 717 724
4. Treichel H (2004) Studies of the otimização of the production of inulinase for Kluyveromyces marxianus NRRL Y-7571 in half daily pay-treat industrials. PhD Thesis, Campinas State University-UNICAMP
5. Sguarezi C, Longo C, Ceni G, Boni G, Mazutti MA, Treichel H (2007) Inulinase production by agroindustrial residues: acid pre-treatment of substrates and optimization of production. Food Bioprocess Technol. doi: 10.1007/s11947-007-0042-x
6. MA Mazutti JP Bender M Di Luccio H Treichel 2006 Optimization of inulinase production by solid state fermentation using sugar cane bagasse Enzyme Microb Technol 39 56 59
7. JP Bender MA Mazutti H Treichel M Di Luccio 2006 Inulinase production by Kluyveromyces marxianus NRRL Y-7571 using solid state fermentation Appl Biochem Biotechnol 32 951 958
8. HJL van Can HAB te Braake A Bijman C Helling KCh Luyben JJ Heijnen 1999 An efficient model development strategy for bioprocess based on neural networks in macroscopic balances: part II Biotechnol Bioeng 62 666 670
9. LFM Zorzeto R Maciel Filho MR Wolf-Maciel 2000 Process modelling development through artificial neural networks and hybrid models Comput Chem Eng 24 1355 1360
10. GL Miller 1959 Use of dinitrosalisylic acid reagent for determination of reducing sugar Anal Chem 31 426 428
11. Voleski B, Votubra J (1992). Modeling and optimization of fermentation processes. Elsevier, Amsterdam
12. DE Contois 1959 Kinetics of bacterial growth: relationship between population density and specific growth rate of continuous culture J Gen Microbiol 21 40
13. J Monod 1949 The growth of bacterial cultures Annu Rev Microbiol 3 371 394
14. G Teissier 1942 Croissance des populations bacterie'nnes et quantite'd' aliment disponible Rev Sci Paris 3208 209
15. Moser A (1958) The dynamics of bacterial populations maintained in the chemostat. The Carnegie Institution, Washington
16. Bailey JE, Ollis DF (1986) Biochemical engineering fundamentals, 2nd edn edn. McGraw-Hill, New York
17. VH Edwards 1970 The influence of high substrate concentration on microbial kinetics Biotechnol Bioeng 12 679
18. JF Andrews 1968 A mathematical model for the continuous culture of microorganisms utilizing inhibitory substrates Biotechnol Bioeng 10 707
19. S Aiba M Shoda M Nagatani 1968 Kinetic of product inhibition in alcohol fermentation Biotechnol Bioeng 10 845
20. JHT Luong 1986 Generalization of Monod kinetics for analysis of growth data with substrate inhibition Biotechnol Bioeng 29 242 248
21. S Gokulakrishnan SN Gummadi 2006 Kinetics of cell growth and caffeine utilization by Pseudomonas sp. GSC 1182 Process Biochem 41 1417 1421
22. MC Tseng M Wayman 1975 Kinetics of yeast growth, inhibition-threshold substrate concentrations Can J Microbiol 21 994 1003
23. E Deuflhard E Hairer J Zugck 1987 One step and extrapolation methods for differential-algebraic systems Numer Math 51 501 516
24. S Kirkpatrick CD Gellat Jr MP Vecchi 1983 Optimisation by simulated annealing Science 220 671 680
25. B Zelic D Vasic-Racki C Wandrey R Takors 2004 Modeling of the piruvate production with Escherichia coli in fed-batch bioreactor Bioprocess Biosyst Eng 26 249 258
26. J Bryjak K Ciesielski I Zbicinski 2004 Modeling of glucoamylase thermal inactivation in the presence of starch by artificial neural network J Biotechnol 114 177 185
27. R Faber T Jockenhovel G Tsatsaronis 2005 Dynamic optimization with simulated annealing Comput Chem Eng 29 273 290
28. E Valduga H Treichel A Valério R Jacques A Furigo Júnior M Di Luccio 2007 Pretreatment of sugarcane molasses and corn steep liquor for the production of carotenoids Quim Nova 30 1860 1866
29. W Aguiar Jr LFF Faria MAPG Couto OQF Araujo N Pereira Jr 2002 Growth model and prediction of oxygen transfer rate for xylitol production from d-xylose by C guilliermondii Biochem Eng J 12 49 59
30. K Kiviharju K Salonen M Leisola T Eerikäinen 2006 Modeling and simulation of Streptomyces peucetius var. caesius N47 cultivation and ε-rhodomycinone production with kinetic equations and neural networks J Biotechnol 126 365 373
31. S Linko YH Zhu P Linko 1999 Applying neural networks as software sensors for enzyme engineering Trends Biotechnol 17 155 162