Neural network modelling for on-line state estimation in fed-batch culture of L-lysine production

Chemical Engineering Journal and the Biochemical Engineering Journal

Volumn 61, Issue 1, 1996, Pages 35-40

  Yet Pole, I ^a,b   Wu, Wen Tengu ^a   Liu, Yung Chuan ^a  

^a NATIONAL TSING HUA UNIVERSITY   (Taiwan)

^b INDUSTRIAL TECHNOLOGY RESEARCH INSTITUTE   (Taiwan)

Author keywords

Fed batch culture; L Lysine; Neural networks

Indexed keywords

AMINO ACIDS; BACKPROPAGATION; BACTERIA; CALCULATIONS; ESTIMATION; FERMENTATION; MATHEMATICAL MODELS; NEURAL NETWORKS; ONLINE SYSTEMS; PRODUCTION; SUGARS;

CYSTEINE; FED BATCH CULTURE; LYSINE; MUTANTS;

BATCH CELL CULTURE;

EID: 0030050462     PISSN: 09230467     EISSN: None     Source Type: Journal    
DOI: 10.1016/0923-0467(96)03015-1     Document Type: Article

References (22)

1. C.L. Coony, H.Y. Wang and D.I.C. Wang, Biotechnol. Bioeng., 19 (1977)69-86.
2. A. Constantinides and P. Shao, Ann. N. Y. Acad. Sci., 369 ( 1981 ) 167-180.
3. J.C. Liao, Biotechnol. Bioeng., 33 (1989) 613-622.
4. Y.C. Liu, W.T. Wu and J.H. Tsao, Bioproc. Eng., 9 (4) ( 1993) 135-139.
5. N. Bhat and TJ. McAvoy, Comput. Chem. Eng., 14 (4-5) (1990) 573-583.
6. J. Thibault, V. van Breusegem and A. Cheruy, Biotechnol. Bioeng., 36 (1990) 1041-1048.
7. V. van Breusegem, J. Thibault and A. Cheruy, Can. J. Chem. Eng., 69 (1991)481-487.
8. P. Linko and Y. Zhu, J. Biotechnol., 21 (1991) 253-270.
9. P. Linko and Y.-H. Zhu, Process Biochem., 27 ( 1992) 275-283.
10. J.A. Freeman and D.M. Skapura, Neural Networks - Algorithms, Applications, and Programming Techniques, Addison-Wesley, New York, 1992.
11. Neural Computing -A Technology Handbook for Professional II/ PLUSandNeural Works Explorer, Neural Ware, Pittsburgh, PA, 1993.
12. D. Rumelhard and J. McClelland, Parallel Distributed Processing: Explorations in the Microstructure of Cognition, Vol. 1, Part 8, MIT, Cambridge, MA, 1986.
13. D. Bounds, P. Lloyd, B. Mathew and A. Waddell, IEEE Int. Conf. on Neural Networks, San Diego, CA, 1988.
14. P. Werbos, Neural Networks, 1 '(1988) 339-356.
15. S. Dutta and S. Shekar, IEEE'Int. Conf. on Neural Networks, San Diego, CA, 1988.
16. J. Saint-Donat, N. Bhat and TJ. McAvoy, Int. J. Control, 54 (6) (1991) 1453-1468.
17. A.S. Lapedes and R.M. Farber, Tech. Rep. LA-UR-87-2662,1987.
18. Y.C. Liu, Y.P.I, and W.T. Wu, Biotechnol. Tech., 8 (1) (1994) 67-70.
19. G.L. Miller, Anal. Chem., 31 (3) (1956) 426-428.
20. R. Aiko, A. Ishiwata and S. Maeda, J. Jpn. Soc. FoodNutrl, 24 (6) (1971)331-335.
21. B. Jones and J.C. Hoskins, BYTE, 12 (1987) 155-162.
22. Y.-C. Yeh, Artificial Neural Network -A Modeling Application and Implementation, Vol. 18, Ru-Lin, Taipei, 1993.