Optimization of operational conditions for adipate ester synthesis in a stirred tank reactor

Biotechnology and Bioprocess Engineering

Volumn 15, Issue 5, 2010, Pages 846-853

  Chaibakhsh, Naz ^a   Abdul Rahman, Mohd Basyaruddin ^a,b   Vahabzadeh, Farzaneh ^c   Abd Aziz, Suraini ^a   Basri, Mahiran ^a   Salleh, Abu Bakar ^a  

^a UNIVERSITY PUTRA MALAYSIA   (Malaysia)

^b MALAYSIA GENOME INSTITUTE   (Malaysia)

^c AMIRKABIR UNIVERSITY OF TECHNOLOGY   (Iran)

Author keywords

adipate ester; artificial neural network; lipase; optimization; stirred tank reactor

Indexed keywords

ADIPATE ESTER; ADIPIC ACIDS; ARTIFICIAL NEURAL NETWORK; CANDIDA ANTARCTICA LIPASE B; COEFFICIENT OF DETERMINATION; DATA SETS; DEVELOPED MODEL; ENZYME STABILITY; ESTER SYNTHESIS; HIDDEN NODES; HYPERBOLIC TANGENT SIGMOID TRANSFER FUNCTION; IMPELLER SPEED; LEVENBERG-MARQUARDT ALGORITHM; LOW LEVEL; OLEYL ALCOHOL; OPERATIONAL CONDITIONS; OPERATIVE VARIABLES; REACTION YIELDS; ROOT MEAN SQUARED ERRORS; SIMPLE PROTOCOL; SOLVENT-FREE SYSTEM; STIRRED TANK REACTORS; SUBSTRATE CONVERSION;

ACIDS; ENZYMES; ESTERIFICATION; ESTERS; HYPERBOLIC FUNCTIONS; OPTIMIZATION; SYNTHESIS (CHEMICAL); TANKS (CONTAINERS);

NEURAL NETWORKS;

ADIPIC ACID; LIPASE B; OLEYL ALCOHOL;

ARTICLE; ARTIFICIAL NEURAL NETWORK; CANDIDA ANTARCTICA; COMPUTER PROGRAM; CONTINUOUS STIRRED TANK REACTOR; CONTROLLED STUDY; ENZYME STABILITY; ENZYME SUBSTRATE; ENZYME SYNTHESIS; ESTERIFICATION; IMPELLER; MATHEMATICAL ANALYSIS; NONHUMAN; PREDICTION; SYNTHESIS; TEMPERATURE; TIME; VELOCITY;

CANDIDA ANTARCTICA;

EID: 78649689209     PISSN: 12268372     EISSN: None     Source Type: Journal    
DOI: 10.1007/s12257-010-0001-7     Document Type: Article

References (22)

1. S. Gryglewicz M. Stankiewicz F. A. Oko I. Surawska 2006 Esters of dicarboxylic acids as additives for lubricating oils Tribol. Int. 39 560 564 1:CAS:528:DC%2BD28XhtFWhur4%3D 10.1016/j.triboint.2005.06.001 (Pubitemid 43152364)
2. M. B. Abdul Rahman U. H. Zaidan M. Basri M. Z. Hussein R. N. Z. A. Rahman A. B. Salleh 2008 Enzymatic synthesis of methyl adipate ester using lipase from Candida rugosa immobilized on Mg, Zn and Ni of layered double hydroxides (LDHs) J. Mol. Catal. B Enzym. 50 33 39 1:CAS:528:DC%2BD2sXhtlGgs73N 10.1016/j.molcatb.2007.09.020 (Pubitemid 350123115)
3. G. D. Yadav P. S. Lathi 2005 Synergism of microwaves and immobilized enzyme catalysis in synthesis of adipic acid esters in nonaqueous media Synthetic Commun. 35 1699 1705 1:CAS:528:DC%2BD2MXls1Sltbk%3D 10.1081/SCC-200061687 (Pubitemid 40875042)
4. S. Demirkol H. A. Aksoy M. Tuter G. Ustun D. A. Sasmaz 2006 Optimization of enzymatic methanolysis of soybean oil by response surface methodology J. Am. Oil Chem. Soc. 83 929 932 1:CAS:528:DC%2BD28XhtlWnsrfN 10.1007/s11746-006-5048-4 (Pubitemid 44877701)
5. M. B. Abdul Rahman N. Chaibakhsh M. Basri R. N. Z. A. Rahman A. B. Salleh S. M. Radzi 2008 Modeling and optimization of lipase-catalyzed synthesis of dilauryl adipate ester by response surface methodology J. Chem. Technol. Biotechnol. 83 1534 1540 10.1002/jctb.1960
6. D. Bezbradica D. Mijin S. Siler-Marinkovic Z. Knezevic 2007 The effect of substrate polarity on the lipase-catalyzed synthesis of aroma esters in solvent-free systems J. Mol. Catal. B Enzym. 45 97 101 1:CAS:528: DC%2BD2sXislKht7s%3D 10.1016/j.molcatb.2006.12.003 (Pubitemid 46343881)
7. M. Basri R. N. Z. A. Rahman A. Ebrahimpour A. B. Salleh E. R. Gunawan M. B. Abdul Rahman 2007 Comparison of estimation capabilities of response surface methodology (RSM) with artificial neural network (ANN) in lipase catalyzed synthesis of palm-based wax ester BMC Biotechnol. 7 53 63 10.1186/1472-6750-7-53
8. H. Link D. Weuster-Botz 2006 Genetic algorithm for multi-objective experimental optimization Bioproc.Biosyst. Eng. 29 385 390 1:CAS:528: DC%2BD28Xht1entb7L 10.1007/s00449-006-0087-7 (Pubitemid 44800774)
9. B. Manohar S. Divakar 2005 An artificial neural network analysis of porcine pancreas lipase catalyzed esterification of anthranilic acid with methanol Proc. Biochem. 40 3372 3376 1:CAS:528:DC%2BD2MXos1ams7g%3D 10.1016/j.procbio.2005.03.045 (Pubitemid 41595267)
10. G. Prateepchaikul K. Somnuk M. Allen 2009 Design and testing of continuous acid-catalyzed esterification reactor for high free fatty acid mixed crude palm oil Fuel Proc. Technol. 90 784 789 1:CAS:528:DC%2BD1MXls1emsLg%3D 10.1016/j.fuproc.2009.03.008
11. Pavia, D. L., G. M. Lampman, and G. S. Kriz (2009) Introduction to Spectroscopy. 4th ed., pp. 477-478. Cengage Learning, Belmont, Australia.
12. W. M. Jenkins 1997 An introduction to neural computing for the structural engineer The Struct. Eng. 75 38 41
13. E. Franco-Lara H. Link D. Weuster-Botz 2006 Evaluation of artificial neural networks for modelling and optimization of medium composition with a genetic algorithm Proc. Biochem. 41 2200 2206 1:CAS:528:DC%2BD28Xps1CltL8%3D 10.1016/j.procbio.2006.06.024 (Pubitemid 44374390)
14. E. Al-Daoud 2009 A comparison between three neural network models for classification problems J. Artif. Intell. 2 56 64 10.3923/jai.2009.56.64
15. Duch, W. and R. Adamczak (2001) Constructive density estimation network based on several different separable transfer functions. Proceedings of the European Symposium on Artificial Neural Networks (ESANN'2001). April 25-27. Bruges, Belgium.
16. S. Linko Y. H. Zhu P. Linko 1999 Applying neural networks as software sensors for enzyme engineering Trends Biotechnol. 17 155 162 1:CAS:528:DyaK1MXlt1KjtLg%3D 10.1016/S0167-7799(98)01299-2 (Pubitemid 29273946)
17. Y. Dong M. Shao X. Tai 2008 An adaptive counter propagation network based on soft competition Pattern Recog. Lett. 29 938 949 10.1016/j.patrec.2008.01. 014
18. P. S. Keng M. Basri A. B. Ariff M. B. A. Rahman R. N. Z. A. Rahman A. B. Salleh 2008 Scale-up synthesis of lipasecatalyzed palm esters in stirred-tank reactor Bioresour. Technol. 99 6097 6104 1:CAS:528:DC%2BD1cXmtlCnsLg%3D 10.1016/j.biortech.2007.12.049
19. N. Chaibakhsh M. B. Abdul Rahman S. Abd-Aziz M. Basri A. B. Salleh R. N. Z. R. A. Rahman 2009 Optimized lipase-catalyzed synthesis of adipate ester in a solvent-free system J. Ind. Microbiol. Biotechnol. 36 1149 1155 1:CAS:528:DC%2BD1MXhtVaitrnO 10.1007/s10295-009-0596-x
20. O. Cos R. Ramon J. L. Montesinos F. Valero 2006 Operational strategies, monitoring and control of heterologous protein production in the methylotrophic yeast Pichia pastoris under different promoters: A review Microb. Cell Fact. 5 17 18 10.1186/1475-2859-5-17 (Pubitemid 44424222)
21. J. A. Williams 2002 Bioreactors: Keys to Bioreactor Selection Chem. Eng. Prog. 98 34 41 1:CAS:528:DC%2BD38XitFams7s%3D
22. F. X. Malcata 1995 Cost minimization in the predesign of an enzymatic CSTR: An overall approach Bioproc. Eng. 13 51 55 1:CAS:528:DyaK2MXmslKnsLw%3D 10.1007/BF00368767