Evaluation of advanced control strategies for building energy systems P Stoffel, L Maier, A Kümpel, T Schreiber, D Müller Energy and Buildings 280, 112709, 2023 | 38 | 2023 |
Real-time modeling of a 48V P0 mild hybrid vehicle with electric compressor for model predictive control P Griefnow, J Andert, F Xia, S Klein, P Stoffel, M Engels, D Jolovic SAE Technical Paper, 2019 | 19 | 2019 |
Safe operation of online learning data driven model predictive control of building energy systems P Stoffel, P Henkel, M Rätz, A Kümpel, D Müller Energy and AI 14, 100296, 2023 | 13 | 2023 |
Development of a long-term operational optimization model for a building energy system supplied by a geothermal field A Kümpel, P Stoffel, D Müller Journal of Thermal Science 31 (5), 1293-1301, 2022 | 9 | 2022 |
Cloud-based optimal control of individual borehole heat exchangers in a geothermal field P Stoffel, A Kümpel, D Müller Journal of thermal science 31 (5), 1253-1265, 2022 | 7 | 2022 |
Real-life data-driven model predictive control for building energy systems comparing different machine learning models P Stoffel, M Berktold, D Müller Energy and Buildings 305, 113895, 2024 | 6 | 2024 |
Combining data-driven and physics-based process models for hybrid model predictive control of building energy systems P Stoffel, C Löffler, S Eser, A Kümpel, D Müller 2022 30th Mediterranean Conference on Control and Automation (MED), 121-126, 2022 | 4 | 2022 |
Self-adjusting model predictive control for modular subsystems in HVAC systems A Kümpel, P Stoffel, D Müller Journal of Physics: Conference Series 2042 (1), 012037, 2021 | 4 | 2021 |
From plans to programs: A holistic toolchain for building data applications G Bode, F Stinner, M Baranski, E Brümmendorf, X Cai, A Kümpel, ... Journal of Physics: Conference Series 1343 (1), 012117, 2019 | 3 | 2019 |
Identifying the validity domain of machine learning models in building energy systems M Rätz, P Henkel, P Stoffel, R Streblow, D Müller Energy and AI, 100324, 2023 | 2 | 2023 |
Evaluation of linear and nonlinear system models in hierarchical model predictive control of HVAC systems S Eser, P Stoffel, A Kumpel, D Muller Journal of Physics: Conference Series 2042 (1), 012032, 2021 | 2 | 2021 |
Distributed model predictive control of a nonlinear building energy system using consensus ADMM S Eser, P Stoffel, A Kümpel, D Müller 2022 30th Mediterranean Conference on Control and Automation (MED), 902-907, 2022 | 1 | 2022 |
Comparative study of neural network based and white box model predictive control for a room temperature control application P Stoffel, M Berktold, A Gall, A Kiimpel, D Muller Journal of Physics: Conference Series 2042 (1), 012043, 2021 | 1 | 2021 |
Comparison of simulation tools for optimizing borehole heat exchanger field operation E Heim, P Stoffel, S Düber, D Knapp, A Kümpel, D Müller, N Klitzsch Geothermal Energy 12 (1), 24, 2024 | | 2024 |
Interpretable data-driven model predictive control of building energy systems using SHAP P Henkel, T Kasperski, P Stoffel, D Müller 6th Annual Learning for Dynamics & Control Conference, 222-234, 2024 | | 2024 |
A Modular Python Framework for Rapid Development of Advanced Control Algorithms for Energy Systems S Eser, T Storek, F Wüllhorst, S Dähling, J Gall, P Stoffel, D Müller Available at SSRN 4884846, 2024 | | 2024 |
Toward Trustworthy Machine Learning Models for Fault Detection in Energy Systems M Rätz, P Henkel, P Stoffel, R Streblow, D Müller Proceedings of the 10th ACM International Conference on Systems for Energy …, 2023 | | 2023 |
Distributed model predictive control of building energy systems coupled to geothermal fields M Baranski, P Stoffel, A Kümpel, M Stiller, T Storek, M Schumacher, ... Journal of Physics: Conference Series 1343 (1), 012074, 2019 | | 2019 |
Practical Design and Implementation of Iot-Based Occupancy Monitoring Systems for Office Buildings: A Case Study P Fatehi Karjou, S Khodadad Saryazdi, P Stoffel, D Müller Sina and Stoffel, Phillip and Müller, Dirk, Practical Design and …, 0 | | |