Modelling fed-batch fermentation processes: An approach based on artificial neural networks

Advances in Soft Computing

Volumn 49, Issue , 2009, Pages 30-39

  Valente, Eduardo ^a,b   Rocha, Isabel ^a   Rocha, Miguel ^a  

^a UNIVERSITY OF MINHO   (Portugal)

^b INSTITUTO POLITÉCNICO DE CASTELO BRANCO   (Portugal)

Author keywords

Bioinformatics; Bioprocess modelling; Biotechnology; Fed batch fermentation processes; Multilayer perceptrons

Indexed keywords

EID: 58149123807     PISSN: 16153871     EISSN: 18600794     Source Type: Book Series    
DOI: 10.1007/978-3-540-85861-4_4     Document Type: Conference Paper

References (17)

1. Ascher, S., Ruuth.: Implicit-explicit runge-kutta methods for time-dependent partial differential equations. Applied Numerical Mathematics 25, 151-167 (1997)
2. Coulman, G.A., Stieber, R.W., Gerhardt, P.: Dialysis Continuous Process for Ammonium-Lactate Fermentation of Whey: Mathematical Model and Computer Simulation. American Society for Microbiology (1977)
3. Haykin, S.: Neural Networks - A Compreensive Foundation, 2nd edn. Prentice-Hall, New Jersey (1999)
4. Jain, A.K., Mao, J., Mohiuddin, K.M.: Artificial Neural Networks: A Tutorial. IEE (1996)
5. Lednick, P., Mészàros, A.: Neural NetworkModeling in Optimization of Continuous Fermentation Process. Bioprocess Engineering 18, 427-432 (1998)
6. Lee, D.S., Park, J.M.: Neural Network Modeling for On-line Estimation of Nutrient Dynamics in a Sequentially-operated Batch Reactor. Journal of Biotechnology 75, 229-239 (1999)
7. Levisauskas, D., Tekorius, T.: Model-Based Optimization of Fed-Batch Fermentation Processes Using Predetermined Type Feed-Rate Time Profiles. A Comparative Study. In: ITC (2005)
8. Mendes, R., Rocha, M., Rocha, I., Ferreira, E.C.: A Comparison of Algorithms for the Optimization of Fermentation Processes. In: Proceedings of the 2006 IEEE Conference on Evolutionary Computation, pp. 7371-7378. IEEE Computer Society Press, Los Alamitos (2006)
9. Oliveira, R.: Combining First Principles Modelling and Artificial Neural Networks: A General Framework. Computers and Chemical Engineering 28, 755-766 (2004)
10. Park, S., Ramirez, W.F.: Optimal Production of Secreted Protein in Fed-batch Reactors. AIChE J. 34(9), 1550-1558 (1988)
11. Peres, J., Oliveira, R., Azevedo, S.F.: Knowledge Based Modular Networks for Process Modelling and Control. Computers and Chemical Engineering 25, 783-791 (2001)
12. Rocha, I.: Model-based strategies for computer-aided operation of recombinant E. coli fermentation. PhD thesis, Universidade do Minho (2003)
13. Stanbury, P.F., Whitaker, A.: Principles of Fermentation Technology. Pergamon Press, Oxford (1984)
14. Taylor, B.J.: Methods and Procedures for the Verification and Validation of Artificial Neural Networks. Springer, Heidelberg (2006)
15. Veloso, A.C., Rocha, I., Ferreira, E.C.: On-Line Estimation of Biomass in an E. Coli Fed-Batch Fermentation. In: Enpromer (2005)
16. Zheng, Y., Gu, T.: Analytical Solutions to a Model for the Startup Period of Fixed-Bed Reactors. Elsevier Science (1996)
17. Zuo, K., Wu, W.T.: Semi-realtime Optimization and Control of a Fed-batch Fermentation System. Computers and Chemical Engineering 24, 1105-1109 (2000)