DocumentCode :
344769
Title :
Fuzzy control systems for the regulation of substrate feeding rate in the fed-batch cultivation of Scutellaria baicalensis G
Author :
Choi, Jeong-Woo ; Lee, Woochang ; Lee, Jeong-Gun ; Kim, Young-Kee ; Lee, Won Hong
Author_Institution :
Dept. of Chem. Eng., Sogang Univ., Seoul, South Korea
Volume :
1
fYear :
1999
fDate :
22-25 Aug. 1999
Firstpage :
568
Abstract :
A structured kinetic model is proposed to describe cell growth, secondary metabolite, and flavone glycosides, synthesis in batch suspension culture of Scutellaria baicalensis G. plant cell. Optimal initial glucose concentration was determined through the investigation of specific growth rate at various glucose concentrations, and then two kinds of substrate feeding strategies are proposed. One is that the glucose concentration of 28 g/L is maintained to promote the cell growth at the first period, and afterward the glucose concentration of 5 g/L is maintained to promote flavone glycosides based on experimental result of batch culture. The other is to find the optimal concentration profile by kinetic model simulation using a genetic algorithm. The fuzzy logic controller was constructed for the control of substrate concentration in fed-batch operation. The fuzzy rule of a simple fuzzy logic controller was composed based on the operator´s experience and knowledge. Because of a few drawbacks in a simple fuzzy logic controller, a self-organizing fuzzy logic controller was constructed using a genetic algorithm. Through the reproduction, crossover, and mutation operators, the self-organizing fuzzy logic controller was automatically constructed, and applied to the fed-batch cultivation of Scutellaria baicalensis G. The experimental result of self-organizing fuzzy logic control showed that the control performance and the productivity of flavone glycosides could be enhanced in comparison with the results of simple fuzzy control.
Keywords :
biotechnology; chemical variables control; fuzzy control; genetic algorithms; process control; self-adjusting systems; Scutellaria baicalensis G.; batch suspension culture; cell growth; fed-batch cultivation; flavone glycosides; glucose concentration; secondary metabolite; self-organizing fuzzy logic controller; simple fuzzy logic controller; structured kinetic model; substrate feeding rate; Automatic control; Bioreactors; Fuzzy control; Fuzzy logic; Genetic algorithms; Kinetic theory; Liver diseases; Organizing; Production; Sugar;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems Conference Proceedings, 1999. FUZZ-IEEE '99. 1999 IEEE International
Conference_Location :
Seoul, South Korea
ISSN :
1098-7584
Print_ISBN :
0-7803-5406-0
Type :
conf
DOI :
10.1109/FUZZY.1999.793303
Filename :
793303
Link To Document :
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