Living Lab Energy Campus (LLEC) experimental buildings
In the Helmholtz Research Infrastructure Living Lab Energy Campus the construction of three experimental buildings with identical building envelope and generous instrumentation, but different controllable heating systems, was realized. The three experimental buildings enable research on a self-adjusting process control for the network-based regulation of building heating systems and their validation in a real-world experiment. Due to an improved process control, all heating systems equipped with such modern controllers directly save energy. Electricity-based heating systems with network-based controls also provide system services in the electricity network.
Research topics
- Real testing of any operating scenario through high flexibility of the experimental buildings
- Self-adjusting process control for network-based control for building heating systems and validation in real-world experiments
- Operation of a complete DC building
Equipment
Heat pump house
- Air-to-water heat pump
- Sole-to-water heat pump
- Exhaust air module for brine-water heat pump
- Connection to district heating network
- Heat stratified storage tank
- Photovoltaic system
- Battery storage (AC, three-phase, 15 kWh)
- Charging stations (also V2G)
- Battery electric vehicles
Direct Power to Heat house
- Electric auxiliary heating
- Electric floor heating for component activation
- Solar thermal system
- Connection to district heating network
- Heat stratified storage tank
Gas2Heat house
- Gas condensing boiler
- Natural gas fuel cell
- Home ventilation with heat recovery
- Connection to district heating network
- Heat stratified storage tank
- Photovoltaic system
- Battery storage (DC, single-phase, 5.2 kWh)
- Charging stations (also V2G)
- Kitchen with direct current appliances
Weather measuring station
- Solar radiation
- Outdoor temperature
- Wind speed
- Air pressure
- Wind direction
- Humidity
- Cloud coverage
- Precipitation quantity
- Brightness
Measuring sensors
- Thermal measurements (room air, walls, ceilings, screed, near-surface geothermal energy, stratified storage, heat and cold generators, outside temperature, u-value, room humidity, CO2, heat meter heating circuit, ...)
- Electrical measurements (current, voltage, frequency, ...)
- Hydraulic measurements (volume flows over heating circuit, mass flows over heating circuit, differential pressures over heating circuit)
Selected scientific publications
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Automated Metadata Acquisition in Energy Research: BPMN-driven Workflows at the KIT Energy Lab
Reckel, J. M.; Holzhäuer, M.; Moser, T.; Moster, P.; Waczowicz, S.; Hagenmeyer, V.
2026, April 30. Helmholtz Metadaten Collaboration : Metadata in Action (HMC 2026), Heidelberg, Germany, April 28–30, 2026. doi:10.5281/zenodo.20035852 -
JüKa BuilData: Homogenized Heterogeneous Data from Building Operation
Butt, H. S.; Reckel, J. M.; Zimmer, M.; Huang, Q.; Phipps, K.; El Ashhab, H.; Wachter, J. L.; Spatafora, L.; Waczowicz, S.; Benigni, A.; Carta, D.; Hagenmeyer, V.; Schäfer, B.
2026, February 27. doi:10.21227/hew5-tf49 -
JanusBM: A Dual-Fidelity Multi-Zone White-Box Building Modeling Framework
Cheng, H.; Çakmak, H. K.; Hagenmeyer, V.
2026. arxiv. doi:10.48550/arXiv.2603.23015 -
Lastmanagement in den Musterhäusern des Reallabors Living Lab Energy Campus am KIT
Wachter, J.
2026, March 2. Brennpunkt: Dynamisches Lastmanagement im Spannungsfeld von PV – eMobilität – Wärmepumpe und Speicherung (2026), Karlsruhe, Germany, March 2, 2026 -
Distributed model predictive control for district heating networks considering building and network flexibility
Langner, F.; Matthes, J.; Hagenmeyer, V.
2026. Energy, 350, 140746. doi:10.1016/j.energy.2026.140746 -
Communication-Free Grid-Supportive Control of Converter-Based ZIP Loads in DC Microgrids
Ekin, Ö.; Ghadrdan, M.; Carne, G. D.; Hagenmeyer, V.
2026. IEEE Journal of Emerging and Selected Topics in Power Electronics, 14 (2), 1779–1789. doi:10.1109/JESTPE.2026.3651885 -
State-of-Grid-Based SoC Balancing and AC Coupling Control for DC Microgrids
Ekin, Ö.; Leuthaeusser, M.; Carne, G. D.; Hagenmeyer, V.
2026. IEEE Transactions on Industrial Electronics, 73 (5), 7071–7083. doi:10.1109/TIE.2025.3639739 -
State-of-Grid-Based Control of Hybrid AC/DC Microgrids. PhD dissertation
Ekin, Ö.
2026, January 22. Karlsruher Institut für Technologie (KIT). doi:10.5445/IR/1000189633 -
Advanced Deep Reinforcement Learning for Heat Pump Control in Residential Buildings
Demirel, G.; Ekin, Ö.; Liu, J.; Spatafora, L.; Förderer, K.; Hagenmeyer, V.
2025. 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), Valletta, 20th-23rd October 2025, 1–5, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ISGTEurope64741.2025.11305332 -
Load Sensitivity-Based Adaptive Control Strategy for Grid-Supportive Loads in DC Microgrids
Courcelle, M.; Ekin, Ö.; Carne, G. De; Hagenmeyer, V.
2025. 2025 10th IEEE Workshop on the Electronic Grid (eGRID), 1–6, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/eGRID63452.2025.11255307 -
Grid-Supportive Load Control in DC Microgrids Using Hysteresis-Based Voltage Regulation
Ekin, Ö.; Galenzowski, J.; Carne, G. De; Hagenmeyer, V.
2025. 2025 IEEE Kiel PowerTech, Kiel, 29th June - 3rd July 2025, 1–6, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/PowerTech59965.2025.11180509 -
ComEMS4Build: Comfort-Oriented Energy Management System for Residential Buildings using Hydrogen for Seasonal Storage
Kovačević, J.; Langner, F.; Tajalli-Ardekani, E.; Dorn, M.; Waczowicz, S.; Mikut, R.; Matthes, J.; Çakmak, H. K.; Hagenmeyer, V.
2025. Karlsruher Institut für Technologie (KIT). doi:10.5445/IR/1000186573 -
Experimental data of three identical residential buildings controlled with different controllers for heating demand response
Tajalli-Ardekani, E.; Langner, F.; Kovačević, J.; Dietze, S.; Holzhaeuer, M.; Moser, T.; Seddiqi, A.; Spatafora, L.; Waczowicz, S.; Çakmak, H. K.; Matthes, J.; Hagenmeyer, V.
2025. doi:10.5281/zenodo.17455075 -
Decentralized Control of DC Microgrids: Introducing the State-of-Grid Concept: How the Principles of Communicating Vessels Could Be Used in DC Microgrid Control
Ekin, Ö.; Carne, G. D.; Hagenmeyer, V.
2026. IEEE Industrial Electronics Magazine, 20 (1), 8–19. doi:10.1109/MIE.2025.3607070 -
Characterization of grid-oriented control of heat pumps via SG-Ready
Beichter, S.; Süß, A.-C.; Galenzowski, J.; Dillmann, J.; Dietze, S.; Mikut, R.; Waczowicz, S.; Hagenmeyer, V.
2025. IET Conference Proceedings, 2025 (14), 2081–2085. doi:10.1049/icp.2025.1999 -
BEOP: A Framework Enabling Validation of Realworld Energy Management Systems
Beichter, S.; Beichter, M.; Nöthel, A.; Pinter, J.; Galenzowski, J.; Förderer, K.; Wiegel, F.; Moser, T.; Waczowicz, S.; Mikut R.; Hagenmeyer, V.
2025, June 22. 16th International Symposium on Power Electronics for Distributed Generation Systems (PEDG 2025), Nanjing, China, June 22–25, 2025 -
Non-linear active disturbance rejection control for buck and boost DC/DC converters
Korompili, A.; Ekin, O.; Hagenmeyer, V.; Monti, A.
2025. IEEE Journal of Emerging and Selected Topics in Power Electronics, 1. doi:10.1109/JESTPE.2025.3594635 -
The Smart2DC Microgrid Laboratory at Karlsruhe Institute of Technology
Ekin, Ö.; Wiegel, F.; Spatafora, L.; Jumar, R.; Ghadrdan, M.; Waczowicz, S.; Carne, G. De; Hagenmeyer, V.
2025. 2025 IEEE 7thInternational Conference on DC Microgrids (ICDCM), 6 S., Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ICDCM63994.2025.11144732 -
Economy and sustainability analysis of sector coupled district energy systems using white-box models in distributed co-simulation
Cheng, H.; Çakmak, H. K.; Hagenmeyer, V.
2025, September 1. Urban Futures Symposium (2025), Dübendorf, Switzerland, September 1–2, 2025 -
Economy and Sustainability Analysis With A Novel Modular Configurable Multi-Modal White-Box Building Model
Cheng, H.; Hagenmeyer, V.; Çakmak, H. K.
2025. Annual Modeling and Simulation Conference (ANNSIM 2025). Ed.: J.L. Risco-Martín, 13 S., Society for Computer Simulation (SCS) -
Experimental evaluation of model predictive control and fuzzy logic control for demand response in buildings
Langner, F.; Kovačević, J.; Spatafora, L.; Dietze, S.; Waczowicz, S.; Çakmak, H. K.; Matthes, J.; Hagenmeyer, V.
2025. Applied Energy, 401, Article no: 126666. doi:10.1016/j.apenergy.2025.126666 -
Grid-Responsive Heating in Buildings Saves Cost
Langner, F.; Kovacevic, J.; Spatafora, L.; Dietze, S.; Waczowicz, S.; Çakmak, H. K.; Matthes, J.; Hagenmeyer, V.
2025, July 22. Energy Informatics 2 Excursion (2025), Karlsruhe, Germany, July 22, 2025 -
Validation of the smart readiness indicator on real test buildings - energy efficiency of heat generators
Person, L.; Emich, T.; Spatafora, L.; Hagenmeyer, V.; Lennerts, K.
2025. Energy and Buildings, 346, Article no: 116128. doi:10.1016/j.enbuild.2025.116128 -
Building Modeling and Control for Occupant Thermal Comfort
Kovacevic, J.; Cheng, H.; Çakmak, H. K.; Hagenmeyer, V.
2025, June 30. Tage des offenen Reallabors (2025), Karlsruhe, Germany, June 30, 2025 -
BEOP: A Framework Enabling Validation of Realworld Energy Management Systems
Beichter, S.; Beichter, M.; Nöthel, A.; Pinter, J.; Galenzowski, J.; Förderer, K.; Wiegel, F.; Moser, T.; Waczowicz, S.; Mikut, R.; Hagenmeyer, V.
2025. 2025 IEEE 16th International Symposium on Power Electronics for Distributed Generation Systems (PEDG), 799–804, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/PEDG62294.2025.11060365 -
Collaborative Modelling and Co-Simulation for Sector-Coupled Multi-Energy System Analysis with eASiMOV-eCoSim
Çakmak, H. K.; Kocher, A.; Cheng, H.; Kovačević, J.; Hagenmeyer, V.
2025. doi:10.5445/IR/1000182805 -
The Impact of Model Complexity Reduction on System Dynamics: A Modelica Case Study of a Residential Heating System
Kovačević, J.; Li, C.; Brecher, G.; Förderer, K.; Çakmak, H. K.; Hagenmeyer, V.
2025. 2025 IEEE Conference on Technologies for Sustainability (SusTech), 8 S., Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/SusTech63138.2025.11025706 -
A Reinforcement Learning Framework for AI-Driven Control of Validated White-Box Building Models
Cheng, H.; Huang, Q.; Çakmak, H. K.; Schäfer, B.
2025, June. Helmholtz AI Conference: AI for Science (HAICON 2025), Karlsruhe, Germany, June 3–5, 2025 -
Construction and Control of Validated Highly Configurable Multi-Physics Building Models for the Sustainability Analysis of Multi-Energy Systems in a Co-Simulation Setup
Cheng, H.; Stock, J.; Xhonneux, A.; Çakmak, H. K.; Hagenmeyer, V.
2025. SoutheastCon 2025, 19–28, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/SoutheastCon56624.2025.10971478 -
Economy and sustainability analysis with a novel modular configurable multi-modal white-box building model
Cheng, H.; Hagenmeyer, V.; Çakmak, H. K.
2025. arxiv. doi:10.48550/arXiv.2503.21666 -
New Co-Simulation Variants for Emissions and Cost Reduction of Sustainable District Heating Planning
Cheng, H.; Buccoliero, V.; Kocher, A.; Hagenmeyer, V.; Çakmak, H. K.
2025. IEEE PES 16th Asia-Pacific Power and Energy Engineering Conference (APPEEC 2024), 1–5, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/APPEEC61255.2024.10922291 -
Construction and Control of Validated Highly Configurable Multi-Physics Building Models for Multi-Energy System Analysis in a Co-Simulation Setup
Cheng, H.; Stock, J.; Xhonneux, A.; Çakmak, H. K.; Hagenmeyer, V.
2025. arxiv. doi:10.48550/arXiv.2503.08215 -
New Co-Simulation Variants for Emissions and Cost Reduction of Sustainable District Heating Planning
Cheng, H.; Buccoliero, V.; Kocher, A.; Hagenmeyer, V.; Çakmak, H. K.
2025. arxiv. doi:10.48550/arXiv.2503.08225 -
A fuzzy logic approach for economic energy-efficient heat pump operation in thermal building control
Kovačević, J.; Süß, A.-C.; Çakmak, H. K.; Hagenmeyer, V.
2025. 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), Dubrovnik, 14th-17th October 2024, 1–6, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ISGTEUROPE62998.2024.10863470 -
Experimental Data of Two Buildings Supplied by Heat Pump and District Heating under Multiple Heating Scenarios during Winter 2023-2024
Tajalli-Ardekani, E.; Dietze, S.; Moser, T.; Seddiqi, A.; Holzhaeuer, M.; Koubaa, M. A.; Spatafora, L.; Waczowicz, S.; Süß, W.; Hagenmeyer, V.
2025. doi:10.5281/zenodo.14810475 -
Grid-Supportive Load Control for Residential ZIP Loads in DC Microgrid
Ekin, Ö.; Carne, G. D.; Hagenmeyer, V.
2025. Institute of Electrical and Electronics Engineers (IEEE). doi:10.36227/techrxiv.173198914.48430763/v2 -
State-of-Grid based Control of DC Microgrids: A Communication-Free Solution
Ekin, Ö.; Leuthaeusser, M.; Carne, G. D.; Hagenmeyer, V.
2024. Institute of Electrical and Electronics Engineers (IEEE). doi:10.36227/techrxiv.172788527.76280747/v1 -
Linear active disturbance Rejection Control-Based voltage Controller for Buck and Boost DC/DC converters in DC contribution Grids
Korompili, A.; Ekin, O.; Stevic, M.; Hagenmeyer, V.; Monti, A.
2025. Karlsruher Institut für Technologie (KIT) -
Distributed Control Strategy for Grid Supportive Loads in DC Microgrids
Ekin, Ö.; Balakrishnan, A.; Spatafora, L.; Hagenmeyer, V.
2024. 2024 9th IEEE Workshop on the Electronic Grid (eGRID), 6 S., Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/eGRID62045.2024.10842713 -
Characterization of grid-oriented control of heat pumps via SG-Ready
Beichter, S.; Süß, A.-C.; Galenzowski, J.; Dillmann, J.; Dietze, S.; Mikut, R.; Waczowicz, S.; Hagenmeyer, V.
2025, January 24. doi:10.5281/zenodo.14678762 -
Coordinated price-based control of modulating heat pumps for practical demand response and peak shaving in building clusters
Langner, F.; Kovačević, J.; Zwickel, P.; Dengiz, T.; Frahm, M.; Waczowicz, S.; Çakmak, H. K.; Matthes, J.; Hagenmeyer, V.
2024. Energy and Buildings, 324, 114940. doi:10.1016/j.enbuild.2024.114940 -
Towards a Real-World Dispatchable Feeder
Beichter, S.; Beichter, M.; Werling, D.; Galenzowski, J.; Weise, V.; Hildenbrand, C.; Wiegel, F.; Mikut, R.; Waczowicz, S.; Hagenmeyer, V.
2023. 2023 8th IEEE Workshop on the Electronic Grid (eGRID), Karlsruhe, Germany, 16-18 October 2023, 1–6, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/eGrid58358.2023.10380834 -
Demand Response in Smart Districts: Model Predictive Control of Building Cooling
Zwickel, P.; Frahm, M.; Galenzowski, J.; Hafele, K.-H.; Maass, H.; Waczowicz, S.; Hagenmeyer, V.
2022. 2022 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe), 1–6, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ISGT-Europe54678.2022.9960608 -
Occupant-oriented economic model predictive control for demand response in buildings
Frahm, M.; Zwickel, P.; Wachter, J.; Langner, F.; Strauch, P.; Matthes, J.; Hagenmeyer, V.
2022. e-Energy ’22: Proceedings of the Thirteenth ACM International Conference on Future Energy Systems, 354–360, Association for Computing Machinery (ACM). doi:10.1145/3538637.3538864
