Experimental validation of an Extended Kalman Filter estimating acetate concentration in E. coli cultures

Journal of Process Control

Volumn 23, Issue 2, 2013, Pages 148-157

  Dewasme, L ^a   Goffaux, G ^b   Hantson, A L ^a   Wouwer, A Vande ^a  

^a UNIVERSITY OF MONS   (Belgium)

^b ÉCOLE POLYTECHNIQUE DE MONTRÉAL   (Canada)

Author keywords

Extended Kalman Filter; Fed batch processes; Fermentation; Software sensors; State estimation

Indexed keywords

DESIGN SOFTWARES; E. COLI; EXPERIMENTAL VALIDATIONS; FED-BATCH PROCESS; HARDWARE SENSORS; LAB-SCALE BIOREACTORS; LOW LEVEL; ON-LINE SENSOR; OPTIMAL OPERATING CONDITIONS; OPTIMIZING CONTROL; SOFTWARE SENSOR;

BATCH DATA PROCESSING; ESCHERICHIA COLI; FERMENTATION; PARAMETER ESTIMATION; SENSORS; STATE ESTIMATION; VOLATILE FATTY ACIDS;

EXTENDED KALMAN FILTERS;

EID: 84872912745     PISSN: 09591524     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jprocont.2012.09.004     Document Type: Conference Paper

References (20)

1. H. Crabtree Observations on the carbohydrate metabolism of tumors Biochemical Journal 23 1929 536 545
2. R.H.D. Deken The crabtree effect: a regulatory system in yeast Journal of General Microbiology 44 1966 149 156
3. Y. Pomerleau, Modélisation et commande d'un procédé fed-batch de culture des levures à pain, Ph.D. Thesis, Département de génie chimique, Université de Montréal, 1990.
4. L. Chen, G. Bastin, and V. van Breusegem A case study of adaptive nonlinear regulation of fed-batch biological reactors Automatica 31 1 1995 55 65
5. F. Renard, A. Vande Wouwer, S. Valentinotti, and D. Dumur A practical robust control scheme for yeast fed-batch cultures-an experimental validation Journal of Process Control 16 2006 855 864
6. L. Dewasme, A. Richelle, P. Dehottay, P. Georges, M. Remy, P. Bogaerts, and A. Vande Wouwer Linear robust control of S. cerevisiae fed-batch cultures at different scales Biochemical Engineering Journal 53 1 2010 26 37
7. G. Bastin, and D. Dochain On-Line Estimation and Adaptive Control of Bioreactors Process Measurement and Control vol. 1 1990 Elsevier Amsterdam
8. P. Bogaerts, and A. Vande Wouwer Software sensors for bioprocesses ISA Transactions 42 2003 547 558
9. A.C.A. Veloso, I. Rocha, and E.C. Ferreira Monitoring of fed-batch E. coli fermentations with software sensors Bioprocess and Biosystems Engineering 32 2009 381 388
10. M. Arndt, S. Kleist, G. Miksch, K. Friehs, E. Flaschel, J. Trierweiler, and B. Hitzmann A feedforward-feedback substrate controller based on a Kalman filter for a fed-batch cultivation of Escherichia coli producing phytase Computers and Chemical Engineering 29 2005 1113 1120
11. B. Sonnleitner, and O. Käppeli Growth of Saccharomyces cerevisiae is controlled by its limited respiratory capacity: formulation and verification of a hypothesis Biotechnology and Bioengineering 28 1986 927 937
12. J.-P. Gauthier, and I. Kupka Observability and observers for nonlinear systems SIAM Journal Control and Optimization 32 4 1994 975 994
13. M. Zeitz Observability canonical (phase-variable) form for nonlinear time-variable systems International Journal of System Science 15 9 1984 949 958
14. P. Bogaerts, and A. Vande Wouwer Parameter identification for state estimation-application to bioprocess software sensors Chemical Engineering Science 59 12 2004 2465 2476
15. L. Dewasme, P. Bogaerts, and A. Vande Wouwer Monitoring of bioprocesses: mechanistic and data-driven approaches Maria do Carmo Nicoletti, Lakhmi C. JainIn, Computational Intelligent Techniques for Bioprocess Modelling, Supervision and Control Studies in Computational Intelligence 2009 Springer Verlag Heidelberg 57 97
16. A. Gelb The Analytic Sciences Corporation Technical Staff: Applied Optimal Estimation 1974 MIT Press Cambridge
17. I. Rocha, Model-based strategies for computer-aided operation of recombinant E. coli fermentation, Ph.D. Thesis, Universidade do Minho, 2003.
18. L. Dewasme, B. Srinivasan, M. Perrier, and A. Vande Wouwer Extremum-seeking algorithm design for fed-batch cultures of microorganisms with overflow metabolism Journal of Process Control 21 7 2011 1092 1104
19. M.S. Grewal, and A.P. Andrews Kalman Filtering: Theory and Practice Using MATLAB third ed. 2008 Wiley New York
20. M. Akesson, P. Hagander, and J.-P. Axelsson Avoiding acetate accumulation in Escherichia coli cultures using feedback control of glucose feeding Biotechnology and Bioengineering 73 3 2001 223 230