Simutis, R., Oliveira, R. and Lübbert A. (1996) Hybrid modeling with neural networks and its
utilization in bioprocess control. In: Bioreactor Engineering, EFB Working Party Bioreactor
Performance Course Book (Eds), Larsson, G., Förberg, C., KTH Stockholm, pp. 380–406.
Simutis, R., Oliveira, R., Manikowski, M., Feyo de Azevedo, S., and Lübbert A. (1997) How to
Increase the Performance of Models for Process Optimization and Control. Journal of
Biotechnology , 59, pp. 73–89.
Sjöberg, J., Zhang, Q., Ljung, L., Benveniste, A., Delyon, B., Glorennec, P., Hjalmarsson, H. and
Juditsky A. (1995) Nonlinear Black-box Modeling in System Identification: a Unified
Overview. Automatica, 12, pp. 1691–1724.
Sonnleitner, B. (1999) Bioanalysis and biosensors for bioprocess monitoring. Adv Biochem Eng
Biotechnol 66 (volume editor).
Sugeno, M. (1985) Industrial applications of fuzzy control. North-Holland, Holland, Amsterdam.
Tham, M.T., Morris, A.J., and Montague G.A. (1989) Soft-sensing: a solution to the problem of
measurement delays. Che. Eng. Res. Des., 67, pp. 547–554.
Thomson, M.L. and Kramer M.A. (1994) Modeling chemical processes using prior knowledge and
neural networks, AIChE J., 40, pp. 1328–1340.
Thornhill, N.F. and Royce P.N.C. (1991) Modelling Fermenters for Control. In Measuring and
Control in Bioprocessing, K.C.Carr-Brion, ed., Elsevier, New York, USA, pp. 67–77.
Valero, F., Lafuente, J., Poch, M., Sola, C. (1990) Biomass estimation using online glucose
monitoring by flow-injection analysis: Application to Candida rugosa batch growth. App
Biochem Biotechnol, 24–25, pp. 591–602.
Wang, L.-X. (1994) Adaptive fuzzy systems and control: design and stability analysis. Prentice-
Hall, Englewood Cliffs, New Jersey.
Werbos, P.J. (1992) Neurocontrol and Fuzzy Logic: Connections and Designs. International
Journal of Approximate Reasoning, 6 (185), pp. 185–219.
Wilson, J.A. and Zorzetto L.F.M. (1997) “A generalised approach to process state estimation using
hybrid artificial networks/mechanistic models,” Computers chem. Engng, 21(9), pp. 951–963.
Multiphase bioreactor design 88