| Estimation of energy efficiency of heat pumps in residential buildings using real operation data T Brudermueller, U Potthoff, E Fleisch, F Wortmann, T Staake Nature Communications 16 (1), 2834, 2025 | 29 | 2025 |
| Predictability of electric vehicle charging: Explaining extensive user behavior-specific heterogeneity M Kreft, T Brudermueller, E Fleisch, T Staake Applied Energy 370, 123544, 2024 | 25 | 2024 |
| Large-scale monitoring of residential heat pump cycling using smart meter data T Brudermueller, M Kreft, E Fleisch, T Staake Applied Energy 350, 121734, 2023 | 15 | 2023 |
| Disaggregation of heat pump load profiles from low-resolution smart meter data T Brudermueller, F Breer, T Staake Proceedings of the 10th ACM International Conference on Systems for Energy …, 2023 | 9 | 2023 |
| Automatic Differentiation of Variable and Fixed Speed Heat Pumps With Smart Meter Data T Brudermueller, F Wirth, A Weigert, T Staake 2022 IEEE International Conference on Communications, Control, and Computing …, 2022 | 5 | 2022 |
| Making logic learnable with neural networks T Brudermueller, DL Shung, AJ Stanley, J Stegmaier, S Krishnaswamy arXiv preprint arXiv:2002.03847, 2020 | 3 | 2020 |
| Optimization of heating curves for heat pumps in operation: Outdoor temperature ranges for energy-efficient heating curve shifts U Potthoff, T Brudermueller, K Hopf, F Wortmann Applied Energy 389, 125725, 2025 | 2 | 2025 |
| HEAPO–An Open Dataset for Heat Pump Optimization with Smart Electricity Meter Data and On-Site Inspection Protocols T Brudermueller, E Fleisch, MG Vayá, T Staake Proceedings of the 16th ACM International Conference on Future and …, 2025 | 2 | 2025 |
| Smart Meter Data Analytics: Practical Use-Cases and Best Practices of Machine Learning Applications for Energy Data in the Residential Sector T Brudermueller, M Kreft ICLR 2023 Workshop on Tackling Climate Change with Machine Learning, 2023 | 2 | 2023 |
| Identifying Electric Water Heaters from Low-Resolution Smart Meter Data M Kreft, T Brudermueller, T Anderson, T Staake 2024 IEEE Conference on Technologies for Sustainability (SusTech), 128-135, 2024 | 1 | 2024 |
| Rapidly Trainable Large-Scale Probabilistic Heat Pump Load Forecasting: A Kernel Density Estimation Approach L Semmelmann, T Brudermueller Proceedings of the 16th ACM International Conference on Future and …, 2025 | | 2025 |
| KI in der Wärmepumpenberatung T Brudermueller, T Staake ETH Zurich, 2024 | | 2024 |
Thorsten StaakeFull Professor, Chair of Information Systems and Energy Efficient Systems, University of BambergVerified email at uni-bamberg.de
