17 citations · 21 across the 6 of their papers we have counts for
5 papers · 1 filter
Data-driven Product-Process Optimization of N-isopropylacrylamide Microgel Flow-Synthesis
Luise F. Kaven, Artur M. Schweidtmann, Jan Keil +3
Microgels are cross-linked, colloidal polymer networks with great potential for stimuli-response release in drug-delivery applications, as their size in the nanometer range allows…
Optimal Design and Flexible Operation of a Fully Electrified Biodiesel Production Process
Mohammad El Wajeh, Adel Mhamdi, Alexander Mitsos
The flexible operation of electrified chemical processes, powered by renewable electricity, offers economic and ecological incentives, paving the way for a more sustainable chemica…
End-to-End Reinforcement Learning of Koopman Models for Economic Nonlinear Model Predictive Control
Daniel Mayfrank, Alexander Mitsos, Manuel Dahmen
(Economic) nonlinear model predictive control ((e)NMPC) requires dynamic models that are sufficiently accurate and computationally tractable. Data-driven surrogate models for mecha…
Gibbs-Duhem-Informed Neural Networks for Binary Activity Coefficient Prediction
Jan G. Rittig, Kobi C. Felton, Alexei A. Lapkin +1
We propose Gibbs-Duhem-informed neural networks for the prediction of binary activity coefficients at varying compositions. That is, we include the Gibbs-Duhem equation explicitly…
Cost-Optimal Power-to-Methanol: Flexible Operation or Intermediate Storage?
Simone Mucci, Alexander Mitsos, Dominik Bongartz
The synthesis of methanol from captured carbon dioxide and green hydrogen could be a promising replacement for the current fossil-based production. The major energy input and cost…