Evolving a hybrid model of a fed-batch fermentation process

Transactions of the Institute of Measurement & Control

Volumn 20, Issue 1, 1998, Pages 4-10

  McKay, Ben ^a   Sanderson, Charles S ^b   Willis, Mark J ^a   Barford, John P ^b   Barton, Geoffrey W ^b  

^a NEWCASTLE UNIVERSITY   (United Kingdom)

^b UNIVERSITY OF SYDNEY   (Australia)

Author keywords

fed batch fermentation; genetic programming; mechanistic modelling; System modelling

Indexed keywords

FED-BATCH FERMENTATION; GENETIC PROGRAMMING; MECHANISTIC MODELING;

COMPUTER SIMULATION; GENETIC ENGINEERING; IDENTIFICATION (CONTROL SYSTEMS); OPTIMIZATION; PROCESS CONTROL;

FERMENTATION;

EID: 0032319584     PISSN: 01423312     EISSN: None     Source Type: Journal    
DOI: 10.1177/014233129802000102     Document Type: Article

References (9)

1. Bettenhausen, K.D., Marenbach, P., Freyer, S., Rettenmaier, H., and Nieken, U. 1995. ‘Self-organising structured modelling of a biotechnological fed-batch fermentation by means of genetic programming’. The proceedings of the IEE conference GALESIA, Sheffield, UK, No 414, 481-486.
2. Chotteau, V., and Bastin, G. 1993. ‘Identification of mathematical models for biotechnological processes: Recipe and application to a culture of animal cells’, Proc ESB6.
3. Goldberg, D.E. 1989. Genetic Algorithms in Search, Optimisation and Machine Learning, Addison-Wesley, Reading, Massachusetts.
4. Koza, J.R. 1992. Genetic Programming: On the programming of computers by means of natural selection, MIT Press.
5. Monod, J. 1949. ‘The growth of bacterial cultures’, Ann Rev Microbiol, 3, 371-394.
6. McKay, B., Willis, M.J., and Barton, G.W. 1996. ‘Evolving input-output models of chemical process systems using genetic programming’. The proceedings of the IFAC 13th world congress, San Francisco, USA, Vol M, 277-282.
7. Oppenheim, A.V., and Schafer, R.W. 1975. Digital Signal Processing, Prentice Hall.
8. Sanderson, C.S., Barford, J.P., and Barton, G.W. 1995. ‘Optimisation of antibody production in a batch cell culture using a dynamic simulation’, Computers Chem Engng, 19, s681-s686.
9. Willis, M.J., Di Massimo, C., Montague, G.A., Tham, M.T., and Morris, A.J. 1990. ‘On neural networks in chemical process control’, Proc IEE Pt D, 138(3), 256-266.