Bastin, G., Dochain, D.: On-line Estimation and Adaptive Control of Bioreactors. Elsevier Science Publishers B.V, Amsterdam (1990)
Vidyasagar, M.: Nonlinear Systems Analysis. Prentice Hall, Englewood Cliffs (1978)
Bogaerts, P., Vande Wouwer, A.: Software Sensors for Bioprocesses. ISA Transactions 42, 547-558 (2003)
Goffaux, G., VandeWouwer, A.: Bioprocess State Estimation: Some Classical and Less Classical Approaches. In: Symposium on Nonlinear Control and Observer Design, Stuttgart, pp. 111-128 (2005)
Gelb, A.: The Analytic Sciences Corporation Technical Staff: Applied Optimal Estimation. MIT Press, Cambridge (1974)
Hulhoven, X., Renard, F., Dessoy, S.: Dehottay, P., Bogaerts, P., VandeWouwer, A.: Monitoring and Control of a Bioprocess for Malaria Vaccine Production. In: 5th IFAC Symposium on Robust Control Design, Toulouse, France (2006)
Sonnleitner, B., Käppeli, O.: Growth, S. cerevisiae is Controlled by its Limited Respiratory Capacity: Formulation and Verification of a Hypothesis. Biotechnology & Bioengineering 28, 927-937 (1986)
Bernaerts, K., Gysemans, K.P.M., Nhan Minh, T., Van Impe, J.F.: Optimal Experiment Design for Cardinal Values Estimation: Guidelines for Data Collection. International Journal of Food Microbiology 100, 153-165 (2005)
Versyck, K.J., Bernaerts, K., Geeraerd, A.H., Van Impe, J.F.: Introducing Optimal Experimental Design in Predictive Modelling: A Motivating Example. International Journal of Food Microbiology 51, 39-51 (1999)
Gauthier, J.-P., Kupka, I.: Observability and Observers for Nonlinear Systems. SIAM Journal on Control and Optimization 32(4), 975-994 (1994)
Zeitz, M.: Observability Canonical (Phase-Variable) Form for Nonlinear Time-Variable Systems. International Journal of System Science 15(9), 949-958 (1984)
Bogaerts, P., Vande Wouwer, A.: Parameter Identification for State Estimation - Application to Bioprocess Software Sensors. Chemical Engineering Science 59, 2465-2476 (2004)
Karim, M.N., Yoshida, T., Rivera, S.L., Saucedo, V.M., Eikens, B., Oh, G.-S.: Global and Local Neural Network Models in Biotechnology: Application to Different Cultivation Processes. Journal of Fermentation and Bioengineering 83, 1-11 (1997)
Dewasme, L., Vande Wouwer, A., Dessoy, S., Dehottay, P., Hulhoven, X., Bogaerts, P.: Experimental Study of Neural Network Software Sensors in Yeast and Bacteria Fed-Batch Processes. In: Preprints of the 10th International IFAC Symposium on Computer Applications in Biotechnology, Cancun, Mexico, vol. 1, pp. 45-50 (2007)
Geladi, P., Kowalski, B.: Partial Least Squares Regression. A Tutorial. Analytica Chimica Acta 185, 1-17 (1986)
Rosenblatt, F.: The Perceptron: A Probabilistic Model for Information Storage and Organization in the Brain. Cornell Aeronautical Laboratory, Psychological Review 65(6), 386-408 (1958)
McCulloch, W.S., Pitts, W.: A Logical Calculus of the Ideas Immanent in Nervous Activity. Bulletin of Mathematical Biophysics 5, 115-133 (1943)
Minsky, M., Papert, S.: Perceptrons: A Introduction to Computational Geometry. The MIT Press, Cambridge (1969)
Werbos, P.: Beyond regression: New Tools for Prediction and Analysis in the Behavioural Sciences. PhD thesis, Harvard University, Cambridge, MA (1974)
Gosselin, B.: Application de Réseaux de Neurones Artificiels à la Reconnaissance Automatique de Caractères Manuscrits. PhD thesis, Faculté Polytechnique de Mons, Belgium (1996)
Gosselin, B.: Multilayer Perceptrons Combination Applied to Handwritten Character Recognition. Neural Processing Letters 3(1), 3-10 (1996)
Morgan, N., Bourlard, H.: Neural Networks for Statistical Recognition of Continuous Speech. Proceedings of the IEEE 83(5), 741-770 (1995) (Invited paper)
Bourlard, H.: Continuous Fpeech Recognition: from Hidden Markov Models to Neural Networks. Invited Keynote Speaker. In: Proc. EUSIPCO 1992, 6th European Signal processing Conference, Brussels, Belgium, pp. 63-70 (1992)
Vande Wouwer, A., Renotte, C., Bogaerts, P.: Biological Reaction Modelling Using Radial Basis Function Networks. Computers & Chemical Engineering 28, 2157-2164 (2004)
Valentinotti, S., Srinivasan, B., Holmberg, U., Bonvin, D., Cannizzaro, C., Rhiel, M., Von Stockar, U.: Optimal Operation of Fed-Batch Fermentations via Adaptive Control of Overflow Metabolite. Control Engineering Practice 11, 665-674 (2003)
Renard, F., Vande Wouwer, A., Valentinotti, S., Dumur, D.: A Practical Robust Control Scheme for Yeast Fed-Batch Cultures - an Experimental Validation. Journal of Process Control 16, 855-864 (2006)
Dewasme, L., Renard, F., Vande Wouwer, A.: Experimental Investigations of a Robust Control Strategy Applied to Cultures of S. cerevisiae. In: Preprints of the European Control Conference, Kos, Greece, pp. 4785-4791 (2007)
