3 papers
eess.SY2025
A Real-World Energy Management Dataset from a Smart Company Building for Optimization and Machine Learning
Jens Engel, Andrea Castellani, Patricia Wollstadt +9
We present a large real-world dataset obtained from monitoring a smart company facility over the course of six years, from 2018 to 2023. The dataset includes energy consumption dat…
eess.SY2024
Evaluating the Impact of Data Availability on Machine Learning-augmented MPC for a Building Energy Management System
Jens Engel, Thomas Schmitt, Tobias Rodemann +1
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 approach t…
eess.SY2023
Implicit Incorporation of Heuristics in MPC-Based Control of a Hydrogen Plant
Thomas Schmitt, Jens Engel, Martin Kopp +1
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…