Model-based heuristic optimized operating policies for d-glucose oxidation in a batch reactor with pulsate addition of enzyme

Computers and Chemical Engineering

Volumn 31, Issue 10, 2007, Pages 1231-1241

  Maria, Gheorghe ^a  

^a UNIVERSITY POLITEHNICA OF BUCHAREST   (Romania)

Author keywords

Batch reactor optimization; d Glucose enzymatic oxidation

Indexed keywords

BATCH REACTOR OPTIMIZATION; D-GLUCOSE ENZYMATIC OXIDATION;

ENZYMES; GLUCOSE; HEURISTIC METHODS; MATHEMATICAL MODELS; OXIDATION;

BATCH REACTORS;

BATCH REACTORS; ENZYMES; GLUCOSE; HEURISTIC METHODS; MATHEMATICAL MODELS; OXIDATION;

EID: 34447509442     PISSN: 00981354     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compchemeng.2006.10.009     Document Type: Article

References (53)

1. Aziz N., and Mujtaba I.M. Optimal operation policies in batch reactors. Chemical Engineering Journal 85 (2002) 313-325
2. Banga J.R., Alonso A.A., and Singh P.R. Stochastic optimal control of fed-batch bioreactors. AIChE Annual Meeting. San Francisco (1994)
3. Banga J., Balsa-Canto E., Moles C., and Alonso A. Dynamic optimization of bioreactors: A review. Proceedings of Indian Academy of Sciences 69A (2003) 257-265
4. Bastin G., and Van Impe J.F. Nonlinear and adaptive control in biotechnology: A tutorial. European Journal of Control 1 (1995) 37-53
5. Biegler L.T., and Grossmann I.E. Retrospective on optimization. Computers and Chemical Engineering 28 (2004) 1169-1192
6. Blanch H.W., and Clark D.S. Biochemical engineering (1996), Marcel Dekker Inc., New York
7. Boender C.G., and Romeijn H.E. Stochastic methods. In: Horst R., and Pardalos P.M. (Eds). Handbook of global optimization (1995), Kluwer Acad. Publ., Dordrecht
8. Bojkov B., Hansel R., and Luus R. Application of direct search optimization to optimal control problems. Hungarian Journal of Industrial Chemistry 21 (1993) 177-185
9. Bojkov B., and Luus R. Time optimal control of high dimensional systems by iterative dynamic programming. Canadian Journal of Chemical Engineering 73 (1995) 380-390
10. Bojkov B., and Luus R. Optimal control of nonlinear systems with unspecified final times. Chemical Engineering Science 51 (1996) 905-919
11. Buchholz K., and Kasche V. Biokatalysatoren und Enzymtechnologie (1997), VCH, Weinheim p. 69
12. Carberry J.J., and Varma A. Chemical reaction and reactor engineering (1987), Marcel Dekker Inc., New York
13. Costa L., and Oliveira P. Evolutionary algorithms approach to the solution of mixed integer non-linear programming problems. Computers and Chemical Engineering 25 (2001) 257-266
14. DiBiasio D. Introduction to the control of biological reactors. In: Shuler M.L. (Ed). Chemical engineering problems in biotechnology (1989), AIChE, New York
15. Franco-Lara E., and Weuster-Botz D. Estimation of optimal feeding strategies for fed-batch bioprocesses. Bioprocess and Biosystems Engineering 27 (2005) 255-262
16. Galaction A.I., Cascaval D., Oniscu C., and Turnea M. Evaluation and modelling of the aerobic stirred bioreactor performances for Fungus Broths. Chemical and Biochemical Engineering Quarterly 19 (2005) 87-97
17. Grossmann I. Enterprose-wide optimization: A new frontier in process systems engineering. AIChE Journal 51 (2005) 1846-1857
18. Hanagandi V., and Nikolaou M. A hybrid approach to global optimization using a clustering algorithm in a genetic search framework. Computers and Chemical Engineering 22 (1998) 1913-1925
19. Hartig F., Keil F.J., and Luus R. Comparison of optimization methods for a fed-batch reactor. Hungarian Journal of Industrial Chemistry 23 (1995) 141-148
20. Huwig, A. (1997). Untersuchungen zur enzymatischen Synthese von Carbonylzuckern mit der Pyranose-2-Oxidase aus Peniophora gigantea. Ph.D. Dissertation. Saarbrücken, Germany: Univ. des Saarlandes.
21. Huwig A., Danneel H.J., and Giffhorn F. Laboratory procedures for producing 2-keto-d-glucose, 2-keto-d-xylose and 5-keto-d-fructose from d-glucose, d-xylose and l-sorbose with immobilized pyranose oxidase from Peniophora gigantean. Journal of Biotechnology 32 (1994) 309-315
22. Kalivas J.H. Adaptation of simulated annealing to chemical optimization problems (1995), Elsevier, Amsterdam
23. Lavric V., Ofiteru I.D., and Woinaroschy A. A sensitivity analysis of the fed-batch animal-cell bioreactor with respect to some control parameters. Biotechnology and Applied Biochemistry 41 (2005) 29-35
24. Liu T.E., Wolf B., Geigert S.L., Neidleman S.L., Chin J.D., and Hirano D.S. Convinient laboratory procedure for producing solid d-arabino-hexos-2-ulose (d-glucosone). Carbohydrate Research 113 (1983) 151-157
25. Luus R. Application of dynamic programming to singular optimal control problems. American Control Conference. San Diego (CA) (1990)
26. Luus R. Optimal control of batch reactors by iterative dynamic programming. Journal of Process Control 4 (1994) 218-226
27. Luus R., and Brenek P. Incorporation of gradient into random search optimization. Chemical Engineering and Technology 12 (1989) 309-318
28. Luus R., and Hennessy D. Optimization of fed-batch reactors by the Luus-Jaakola optimization procedure. Industrial and Engineering Chemistry Research 38 (1999) 1948-1955
29. Maria G. Adaptive random search and shortcut techniques for process model identification and monitoring. FOCAPO98 International Conference Foundations Computer Aided Process Operations. Snowbird (US) (1998)
30. Maria G. ARS combination with an evolutionary algorithm for solving MINLP optimization problems. In: Hamza M.H. (Ed). Modelling, identification and control (2003), IASTED/ACTA Press, Canada 112-118
31. Maria G. A review of algorithms and trends in kinetic model identification for chemical and biochemical systems. Chemical and Biochemical Engineering Quarterly 18 (2004) 195-222
32. Mihail R., and Maria G. A modified Matyas algorithm (MMA) for random process optimization. Computers and Chemical Engineering 10 (1986) 539-544
33. Nishimura I., Kimiharu O., and Koyama Y. Cloning and expression of Pyranose 2-oxidase cDNA from Coriolus versicolor in Escherichia coli. Journal of Biotechnology 52 (1996) 11-20
34. Nougues J.M., Grau M.D., and Puigjaner L. Parameter estimation with genetic algorithm in control of fed-batch reactors. Chemical Engineering and Processing 41 (2002) 303-309
35. Pham Q.T. Competitive evolution: A natural approach to operator selection. In: Yao X. (Ed). Progress in evolutionary computation, lecture notes in computer science, Vol. 956 (1995), Springer Verlag, Berlin 49-60
36. Rao M., and Qiu H. Process control engineering: A textbook for chemical. Mechanical and electrical engineers (1993), Gordon & Breach Science Publ., Amsterdam
37. Reuss M. Computer control of bioreactors present limits and challenges for the future. In: Morari M., and McAvoy T.J. (Eds). Proceedings of 3rd International Conference on Chemical Process Control-CPCIII (1986), Elsevier, Amsterdam
38. Rocha M., Neves J., Veloso A., Ferreira E.C., and Rocha I. Evolutionary algorithms for static and dynamic optimization of fed-batch fermentation processes. In: Ribeiro B., Albrecht A., Dobnikar A., Pearson D., and Steels N. (Eds). Proceedings of International Conference on Adaptive and Natural Computing Algorithms (2005), Springer Verlag, Berlin 304-307
39. Ronen M., Shabtai Y., and Guterman H. Optimization of feeding profile for a fed-batch bioreactor by an evolutionary algorithm. Journal of Biotechnology 97 (2002) 253-263
40. Rosen O., and Luus R. Evaluation of gradients for piecewise constant optimal control. Computers and Chemical Engineering 15 (1991) 273-281
41. Roubos J.A., van Straten G., and van Boxtel A.J.B. An evolutionary strategy for fed-batch bioreactor optimization; concepts and performance. Journal of Biotechnology 67 (1999) 173-187
42. Sbalzarini I.F., Mueller S., and Koumoutsakos P. Multiobjective optimization using evolutionary algorithms. Proceedings of Summer Program, Center for Turbulence Research. NASA Ames, Stanford University (2000) pp. 63-74
43. Schwefel H.P. Evolution and optimal seeking (1985), Wiley, New York
44. Shuler M.L. Chemical engineering problems in biotechnology (1989), AIChE, New York
45. Singh M.K., Banerjee T., and Khanna A. Genetic algorithm for estimation of interaction parameters of ternary systems. Computers and Chemical Engineering 29 (2005) 1712-1719
46. Smets I.Y., Claes J.E., November E.J., Bastin G.P., and Van Impe J.F. Optimal adaptive control of (bio)chemical reactors: Past, present and future. Journal of Process Control 14 (2004) 795-805
47. Sunar M., and Kahraman R. A comparative study of multiobjective optimization methods in structural design. Turkish Journal of Engineering and Environmental Sciences 25 (2001) 69-78
48. Tassone V., and Luus R. Reduction of allowable values for control in iterative dynamic programming. Chemical Engineering Science 48 (1993) 3864-3868
49. Treitz G., Maria G., Giffhorn F., and Heinzle E. Kinetic model discrimination via step-by-step experimental and computational procedure in the enzymatic oxidation of d-glucose. Journal of Biotechnology 85 (2001) 271-287
50. Tremblay M., and Luus R. Optimization of non-steady-state operation of reactors. Canadian Journal of Chemical Engineering 67 (1989) 494-502
51. Ungureanu S., Petrila C., Mares A., and Rabitz H. Elementary sensitivity of a chemical reactor described by a quasi-homogeneous bidimensional model. Chemical Engineering Science 49 (1994) 1015-1024
52. Wongrat W., Srinophakun T., and Srinophakun P. Modified genetic algorithm for nonlinear data reconciliation. Computers and Chemical Engineering 29 (2005) 1059-1067
53. Zwillinger D., Krantz S.G., and Rosen K.H. Standard mathematical tables and formulae (1996), CRC Press, Boca Raton