Sep 11, 2023 · Data-Driven Model Reduction and Nonlinear Model Predictive Control of an Air Separation Unit by Applied Koopman Theory. Authors:Jan C. Schulze, ...
Data-driven model reduction, Autoencoder, Koopman theory, Nonlinear model predictive control, Air separation unit ... We apply Koopman theory for data-driven ...
Data-driven Model Reduction and Nonlinear Model Predictive Control of an Air Separation Unit by Applied Koopman Theory. Schulze, Jan Christoph; Doncevic ...
Chem. Eng.] to generate a low-order control model of an air separation unit (ASU). The reduced Koopman model combines autoencoders and linear latent dynamics ...
Data-driven Model Reduction and Nonlinear Model Predictive Control of an Air Separation Unit by Applied Koopman Theory. Schulze, Jan Christoph; Doncevic ...
Jan 9, 2024 · We present a deep-learning approach to train the proposed models. A case study demonstrates that our approach provides accurate control models ...
Data-driven Nonlinear Model Reduction using Koopman Theory
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We present a deep-learning approach to train the proposed models. A case study demonstrates that our approach provides accurate control models and enables real- ...
We use Koopman theory for data-driven model reduction of nonlinear dynamical systems with controls. Model Predictive Control.
Data-Driven Model Reduction and Nonlinear Model Predictive Control of an Air Separation Unit by Applied Koopman Theory · Jan C. SchulzeDanimir T. DoncevicNils ...
Data-Driven Model Reduction and Nonlinear Model Predictive Control of an Air Separation Unit by Applied Koopman Theory. JC Schulze, DT Doncevic, N Erwes, A ...