A comparison of algorithms for the optimization of fermentation processes

2006 IEEE Congress on Evolutionary Computation, CEC 2006

Volumn , Issue , 2006, Pages 2018-2025

  Mendes, Rui ^a   Rocha, Isabel ^a   Ferreira, Eugénio C ^a   Rocha, Miguel ^a  

^a UNIVERSITY OF MINHO   (Portugal)

Author keywords

[No Author keywords available]

Indexed keywords

DIFFERENTIAL EVOLUTION; ECONOMIC IMPACT; FERMENTATION PROCESSES; OPTIMAL FEEDING;

BIOTECHNOLOGY; ECONOMIC AND SOCIAL EFFECTS; FERMENTATION; GLOBAL OPTIMIZATION;

EVOLUTIONARY ALGORITHMS;

EID: 34547284929     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (24)

1. P. Angelov and R. Guthke. A Genetic-Algorithm-based Approach to Optimization of Bioprocesses Described by Fuzzy Rules. Bioprocess Engin., 16:299-303, 1997.
2. Spiteri Ascher, Ruuth. Implicit-explicit runge-kutta methods for time-dependent partial differential equations. Applied Numerical Mathematics, 25:151-167, 1997.
3. J.R. Banga, C. Moles, and A. Alonso. Global Optimization of Bio-processes using Stochastic and Hybrid Methods. In CA. Floudas and P.M. Pardalos, editors, Frontiers in Globed Optimization - Nonconvex Optimization and its Applications, volume 74, pages 45-70. Kluwer Academic Publishers, 2003.
4. A.E. Bryson and Y.C. Ho. Applied Optimal Control - Optimization, Estimation and Control. Hemisphere Publication Company, New York, 1975.
5. C.T. Chen and C Hwang. Optimal Control Computation for Differential-algebraic Process Systems with General Constraints. Chemical Engineering Communications, 97:9-26, 1990.
6. J.P. Chiou and F.S. Wang. Hybrid Method of Evolutionary Algorithms for Static and Dynamic Optimization Problems with Application to a Fed-batch Fermentation Process. Computers & Chemical Engineering, 23:1277-1291, 1999.
7. Maurice Clerc and James Kennedy. The particle swarm - explosion, stability, and convergence in a multidimensional complex space. IEEE Transactions on Evolutionary Computation, 6(1):58-73, 2002.
8. J. Stuart Hunter George E. P. Box, William G. Hunter. Statistics for experimenters: An introduction to design and data analysis. NY: John Wiley, 1978.
9. Cyril Harold Goulden. Methods of Statistical Analysis, 2nd ed. John Wiley & Sons Ltd., 1956.
10. S Holm. A simple sequentially rejective multiple test procedure. Scandinavian Journal of Statistics, 6:65-70, 1979.
11. J. Kennedy and R. Mendes. Topological structure and particle swarm performance. In David B. Fogel, Xin Yao, Garry Greenwood, Hitoshi Iba, Paul Marrow, and Mark Shackleton, editors, Proceedings of the Fourth Congress on Evolutionary Computation (CEC-2002), Honolulu, Hawaii, May 2002. IEEE Computer Society.
12. Rui Mendes, James Kennedy, and José Neves. The fully informed particle swarm: Simple, maybe better. IEEE Transactions on Evolutionary Computation, 8(3):204-210, 2004.
13. Z. Michalewicz. Genetic Algorithms + Data Structures = Evolution Programs. Springer-Verlag, USA, third edition, 1996.
14. H. Moriyama and K. Shimizu. On-line Optimization of Culture Temperature for Ethanol Fermentation Using a Genetic Algorithm. Journal Chemical Technology Biotechnology, 66:217-222, 1996.
15. S. Park and W.F. Ramirez. Optimal Production of Secreted Protein in Fed-batch Reactors. AIChE J, 34(9):1550-1558, 1988.
16. I. Rocha. Model-based strategies for computer-aided operation of recombinant E. coll fermentation. PhD thesis, Universidade do Minho, 2003.
17. I. Rocha and E.C Ferreira. On-line Simultaneous Monitoring of Glucose and Acetate with FIA During High Cell Density Fermentation of Recombinant E. coli. Analytica Chimica Acta, 462(2):293-304, 2002.
18. M. Rocha, J. Neves, I. Rocha, and E. Ferreira. Evolutionary algorithms for optimal control in fed-batch fermentation processes. In G.Raidl et al., editor, Proceedings of the Workshop on Evolutionary Bioinformatics - EvoWorkshops 2004, LNCS 3005, pages pp.84-93. Springer, 2004.
19. Miguel Rocha, Isabel Rocha, and Eugénio Ferreira. A new representation in evolutionary algorithms for the optimization of bioprocesses. In Proceedings of the IEEE Congress on Evolutionary Computation, pages 484-490. IEEE Press, 2005.
20. J.A. Roubos, G. van Straten, and A.T. van Boxtel. An Evolutionary Strategy for Fed-batch Bioreactor Optimization: Concepts and Performance. Journal of Biotechnology, 67:173-187, 1999.
21. Rainer Storn. On the usage of differential evolution for function optimization. In 1996 Biennial Conference of the North American Fuzzy Information Processing Society (NAFIPS 1996), pages 519-523. IEEE, 1996.
22. Rainer Storn and Kenneth Price. Minimizing the real functions of the icec'96 contest by differential evolution. In IEEE International Conference on Evolutionary Computation, pages 842-844. IEEE, May 1996.
23. A. Tholudur and W.F. Ramirez. Optimization of Fed-batch Bioreactors Using Neural Network Parameters. Biotechnology Progress, 12:302-309, 1996.
24. V. van Breusegem and G. Bastin. Optimal Control of Biomass Growth in a Mixed Culture. Biotechnology and Bioengineering, 35:349-355, 1990.