Search Results for author: Adrian Schalbetter

Found 2 papers, 0 papers with code

Physics-informed linear regression is competitive with two Machine Learning methods in residential building MPC

no code implementations29 Oct 2021 Felix Bünning, Benjamin Huber, Adrian Schalbetter, Ahmed Aboudonia, Mathias Hudoba de Badyn, Philipp Heer, Roy S. Smith, John Lygeros

However, we also see that the physics-informed ARMAX models have a lower computational burden, and a superior sample efficiency compared to the Machine Learning based models.

BIG-bench Machine Learning regression

Input Convex Neural Networks for Building MPC

no code implementations26 Nov 2020 Felix Bünning, Adrian Schalbetter, Ahmed Aboudonia, Mathias Hudoba de Badyn, Philipp Heer, John Lygeros

We assess the consequences of the additional constraints for the model accuracy and test the models in a real-life MPC experiment in an apartment in Switzerland.

Model Predictive Control

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