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T. Germann

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#machine learning Preprint Apr 2026

Neural Parameter Estimation of RC Thermal Building Models for Model Predictive Control

The Pretrained Estimator is proposed, a novel neural parameter estimation approach that embeds the physical equations into a neural network's training process to estimate RC parameters and achieves the best prediction performance among all RC-based methods and yields the lowest and least variable MPC costs across build...

F. Raisch, T. Germann, Sang-woo Ham et al. · 3 citations

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