Fermentation fault management and on-line state estimation using methods of cluster analysis

Bioprocess Engineering

Volumn 17, Issue 2, 1997, Pages 69-73

  Gomersall, R ^b   Hitzmann, B ^b   Guthke, R ^a  

^a HANS KNÖLL INSTITUTE   (Germany)

^b LEIBNIZ UNIVERSITY HANNOVER   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

CARBON DIOXIDE;

ARTICLE; BIOPROCESS; CLUSTER ANALYSIS; EXPERT SYSTEM; FERMENTATION; ONLINE SYSTEM; PRIORITY JOURNAL; SENSOR;

EID: 0030832529     PISSN: 0178515X     EISSN: None     Source Type: Journal    
DOI: 10.1007/s004490050355     Document Type: Article

References (10)

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2. Montague, G.; Morris, A. J.: Neural-network contributions in biotechnology. TIBTECH , USA 12 (1994) 312-324
3. Simutis, R.; Havlik, I; Lübbert, A.: Fuzzy-aided neural network for real-time state estimation and process prediction in a production-scale beer fermentation; J. of Biotech. 27 (1993) 203-215
4. Gollmer, K.; Posten, C: Pattern recognition for phase detection in bioprocesses. In: Munack, A.; Schügerl, K. (Ed.): Proc. 6th Intern. Conf. on Comp. Applic. in Biotechnol., Garmisch-Partenkirchen, Germany 1995, pp. 41-46
5. Locher, G.; Duff, M.; Stephanopoulos, G.: Pattern recognition methods for fermentation database mining. In: Munack, A.; Schügerl, K. (Ed.): Proc. 6th Intern. Conf. on Comp. Applic. in Biotechnol., Garmisch-Partenkirchen, Germany 1995, pp. 195-198
6. Saner, U.; Stephanopoulos, G.: Application of pattern recognition techniques to fermentation data analysis; In: Karim, M.N.; Stephanopoulos, G. (Ed.): IFAC Mod. and Contr. of Biotechnol. Proc., Colorado, USA 1992(10), pp. 123-128
7. King, R.: Plant and Sensor Failure detection by multiple nonlinear filters; In: Karim, M.N.; Stephanopoulos, G. (Ed.): IFAC Mod. and Contr. of Biotechnol. Proc., Colorado, USA 1992 (10), pp. 129-134
8. Guthke, R.; Roßmann, R.: Fermentation analysis by clustering; Bioprocess Eng. 6 (1991) 157-161
9. Guthke, R.: Learning of rules from fermentation data; In: Karim, M.N.; Stephanopoulos, G. (Ed.): IFAC Mod. and Contr. of Biotechnol. Proc., Colorado, USA 1992 (10), pp. 403-405
10. Guthke, R.; Ludwig, B.: Generation of rules for expert systems by statistical methods of fermentation data analysis: Acta. Biotechnol. 14 (1994) 13-26