Hybrid modeling approach to on-line estimation of yeast biomass concentration in industrial bioreactor

Biotechnology Letters

Volumn 22, Issue 8, 2000, Pages 631-635

  Beluhan, Damir ^a   Beluhan, Suncica ^b  

^a PLIVA CROATIA LTD   (Croatia)

^b UNIVERSITY OF ZAGREB   (Croatia)

Author keywords

Artificial neural network; Hybrid state; Industrial yeast production; Neuro fuzzy expert

Indexed keywords

ALCOHOL; MOLASSES;

ARTICLE; ARTIFICIAL NEURAL NETWORK; BIOMASS; BIOREACTOR; CALCULATION; HYBRID; MATHEMATICAL MODEL; PREDICTION; RESPIRATORY QUOTIENT; YEAST;

EID: 0034116104     PISSN: 01415492     EISSN: None     Source Type: Journal    
DOI: 10.1023/A:1005604926063     Document Type: Article

References (8)

1. Nauck D, Kruse R (1993) A fuzzy neural network learning fuzzy control rules and membership functions by fuzzy error backpropagation. In: Proc. IEEE (Institute of Electrical and Electronics Engineers, Inc) Int. Conf. on Neural Networks, March, San Francisco, pp. 1022-1027.
2. Nauck D, Klawonn F, Kruse R (1993) Combining neural networks and fuzzy controllers. In: Klement EP, Slany W, eds. Fuzzy Logic in Artificial Intelligence. Berlin: Springer-Verlag, pp. 35-46.
3. Raju GK, Cooney CL (1992) Using neural networks for the interpretation of bioprocess data. In: IFAC (International Federation of Automatic Control) - Symp. Ser. 10: Modeling and Control of Biotechnical Processes, Colorado, USA, pp. 425-428.
4. Rumelhart DE, Hinton GE, Williams RJ (1986) Learning internal representations by error propagation. In: Rumelhart DE, McClelland JL, eds. Parallel Distributed Processing: Explorations in the Microstructure of Cognition, 1, Chapter 8. Cambridge: MIT Press, pp. 318-362.
5. Siimes T, Linko P (1996) Fuzzy supervisory control of fed-batch baker's yeast process. Biotechnol. Tech. 9: 799-804.
6. Simon L, Nazmul-Karim M, Schreiweis A (1998) Prediction and classification of different phases in a fermentation using neural networks. Biotechnol. Tech. 12: 301-304.
7. Schubert J, Simutis R, Dors M, Havlik I, Lübbert A (1994a) Hybrid modelling of yeast production processes. Chem. Eng. Technol. 17: 10-20.
8. Schubert J, Simutis R, Dors M, Havlik I, Lübbert A (1994b) Bioprocess optimization and control: application of hybrid modelling. J. Biotechnol. 35: 51-68.