Kalman-Bucy filters

·       Arndt, M., Hitzmann, B., 2004. Kalman filter based glucose control at small set points during fed-batch cultivation of Saccharomyces cerevisiae. Biotechnol Prog 20, 377–383. https://doi.org/10.1021/bp034156p

·        Arndt, M., Kleist, S., Miksch, G., Friehs, K., Flaschel, E., Trierweiler, J., Hitzmann, B., 2005. A feedforward–feedback substrate controller based on a Kalman filter for a fed-batch cultivation of Escherichia coli producing phytase. Computers & Chemical Engineering 29, 1113–1120. https://doi.org/10.1016/j.compchemeng.2004.11.011

·       Daboussy, M., Titica, M., Boillereaux, L., 2014. Parameter identification and state estimation of a microalgae dynamical model in sulphur deprived conditions: global sensitivity analysis, optimization criterion, extended Kalman filter. Can. J. Chem. Eng. 92, 1378–1395. https://doi.org/10.1002/cjce.22007

·       Dewasme, L., Goffaux, G., Hantson, A.-L., Wouwer, A.V., 2013. Experimental validation of an extended Kalman filter estimating acetate concentration in E. coli cultures. Journal of Process Control, IFAC World Congress Special Issue 23, 148–157. https://doi.org/10.1016/j.jprocont.2012.09.004

·        García-Mañas, F., Guzmán, J.L., Berenguel, M., Acién, F.G., 2019. Biomass estimation of an industrial raceway photobioreactor using an extended Kalman filter and a dynamic model for microalgae production. Algal Research 37, 103–114.

·        Hitzmann, B., Broxtermann, O., Cha, Y.-L., Sobieh, O., Stärk, E., Scheper, T., 2000. The control of glucose concentration during yeast fed-batch cultivation using a fast measurement complemented by an extended Kalman filter. Bioprocess Engineering 23, 337–341. https://doi.org/10.1007/s004499900190

·        Klockow, C., Hüll, D., Hitzmann, B., 2008. Model based substrate set point control of yeast cultivation processes based on FIA measurements. Analytica Chimica Acta 623, 30–37. https://doi.org/10.1016/j.aca.2008.06.011

·        Krämer, D., King, R., 2019. A hybrid approach for bioprocess state estimation using NIR spectroscopy and a sigma-point Kalman filter. Journal of Process Control 82, 91–104. https://doi.org/10.1016/j.jprocont.2017.11.008

·       Krämer, D., King, R., 2016. On-line monitoring of substrates and biomass using near-infrared spectroscopy and model-based state estimation for enzyme production by S. cerevisiae. IFAC-PapersOnLine, 11th IFAC Symposium on Dynamics and Control of Process Systems Including Biosystems DYCOPS-CAB 2016 49, 609–614. https://doi.org/10.1016/j.ifacol.2016.07.235

·       Paquet-Durand, O., Zettel, V., Yousefi-Darani, A., Hitzmann, B., 2020. The supervision of dough fermentation using image analysis complemented by a continuous discrete extended Kalman filter. Processes 8, 1669. https://doi.org/10.3390/pr8121669

·       Tebbani, S., Lopes, F., Celis, G.B., 2015. Nonlinear control of continuous cultures of Porphyridium purpureum in a photobioreactor. Chem. Eng. Sci. 123, 207–219. https://doi.org/10.1016/j.ces.2014.11.016

·       Tuveri, A., Pérez-García, F., Lira-Parada, P.A., Imsland, L., Bar, N., 2021. Sensor fusion based on extended and unscented Kalman filter for bioprocess monitoring. Journal of Process Control 106, 195–207. https://doi.org/10.1016/j.jprocont.2021.09.005

·        Yoo, S.J., Jeong, D.H., Kim, J.H., Lee, J.M., 2016. Optimization of microalgal photobioreactor system using model predictive control with experimental validation. Bioprocess. Biosyst. Eng. 39, 1235–1246. https://doi.org/10.1007/s00449-016-1602-0

·        Yousefi-Darani, Abdolrahimahim, Paquet-Durand, O., Hinrichs, J., Hitzmann, B., 2021. Parameter and state estimation of backers yeast cultivation with a gas sensor array and unscented Kalman filter. Engineering in Life Sciences 21, 170–180. https://doi.org/10.1002/elsc.202000058

·        Yousefi-Darani, Abdolrahim, Paquet-Durand, O., Hitzmann, B., 2021. The Kalman filter for the supervision of cultivation processes. Adv Biochem Eng Biotechnol 177, 95–125. https://doi.org/10.1007/10_2020_145