Semi-supervised Learning for Data-driven Soft-sensing of Biological and Chemical Processes

no code implementations • 29 Jul 2021 • Erik Esche, Torben Talis, Joris Weigert, Gerardo Brand-Rihm, Byungjun You, Christian Hoffmann, Jens-Uwe Repke

Continuously operated (bio-)chemical processes increasingly suffer from external disturbances, such as feed fluctuations or changes in market conditions.

regression

Adaptive Sampling of Dynamic Systems for Generation of Fast and Accurate Surrogate Models

no code implementations • 29 Jul 2021 • Torben Talis, Joris Weigert, Erik Esche, Jens-Uwe Repke

For economic nonlinear model predictive control and dynamic real-time optimization fast and accurate models are necessary.

Model Predictive Control