[HTML][HTML] Hierarchical MPC for building energy management: Incorporating data-driven error compensation and mitigating information asymmetry

J Engel, T Schmitt, T Rodemann, J Adamy - Applied Energy, 2024 - Elsevier
The increasing adoption of renewable energy sources (RESs) in public power grids has led
to a demand for more intelligent energy management systems (EMSs) in large-scale …

Regression-based model error compensation for a hierarchical MPC building energy management system

T Schmitt, J Engel, T Rodemann - 2023 IEEE Conference on …, 2023 - ieeexplore.ieee.org
One of the major challenges in the development of energy management systems (EMSs) for
complex buildings is accurate modeling. To address this, we propose an EMS, which …

Evaluating the Impact of Data Availability on Machine Learning-augmented MPC for a Building Energy Management System

J Engel, T Schmitt, T Rodemann, J Adamy - arXiv preprint arXiv …, 2024 - arxiv.org
A major challenge in the development of Model Predictive Control (MPC)-based energy
management systems (EMSs) for buildings is the availability of an accurate model. One …

Implicit Incorporation of Heuristics in MPC-Based Control of a Hydrogen Plant

T Schmitt, J Engel, M Kopp… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
The replacement of fossil fuels in combination with an increasing share of renewable energy
sources leads to an increased focus on decentralized microgrids. One option is the local …