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eess.SY2021
Adaptive Sampling of Dynamic Systems for Generation of Fast and Accurate Surrogate Models
Torben Talis, Joris Weigert, Erik Esche +1
For economic nonlinear model predictive control and dynamic real-time optimization fast and accurate models are necessary. Consequently, the use of dynamic surrogate models to mimi…
eess.SY2021
Semi-supervised Learning for Data-driven Soft-sensing of Biological and Chemical Processes
Erik Esche, Torben Talis, Joris Weigert +4
Continuously operated (bio-)chemical processes increasingly suffer from external disturbances, such as feed fluctuations or changes in market conditions. Product quality often hing…