Cloud-based implementation of white-box model predictive control for a GEOTABS office building: A field test demonstration

• Information and Communication Technologies (ICT) for the intelligent operation of building energy systems: design, implementation and evaluation in a living lab

  2025 Energy Informatics article Engineering Building Energy and Comfort Optimization Open access

  2

  citations
• Real-life data-driven model predictive control for building energy systems comparing different machine learning models

  2024 Energy and Buildings article Engineering Building Energy and Comfort Optimization Open access

  71

  citations
• Safe operation of online learning data driven model predictive control of building energy systems

  2023 Energy and AI article Engineering Building Energy and Comfort Optimization Open access

  32

  citations
• Real-world implementation and evaluation of a Model Predictive Control framework in an office space

  2023 Journal of Building Engineering article Engineering Building Energy and Comfort Optimization

  25

  citations
• Machine-Learning Based Approximation of the Hierarchical Model Predictive Control of Multi-Use PV-Battery Systems in Non-Residential Buildings

  2023 International Conference on Efficiency, Cost, Optimization, Simulation and Environmental Impact of Energy Systems (ECOS) conference-paper Engineering Building Energy and Comfort Optimization Open access

  1

  citations
• Real-Life Data-Driven Model Predictive Control for Building Energy Systems Comparing Different Machine Learning Models

  2023 SSRN Electronic Journal preprint Engineering Building Energy and Comfort Optimization Open access

  3

  citations
• Evaluation of advanced control strategies for building energy systems

  2022 Energy and Buildings article Engineering Building Energy and Comfort Optimization Open access

  127

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• Cloud-Based Optimal Control of Individual Borehole Heat Exchangers in a Geothermal Field

  2022 Journal of Thermal Science article Energy Geothermal Energy Systems and Applications Open access

  9

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• Nonlinear Distributed Model Predictive Control for multi-zone building energy systems

  2022 Energy and Buildings article Engineering Building Energy and Comfort Optimization

  45

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• Comparative study of neural network based and white box model predictive control for a room temperature control application

  2021 Journal of Physics Conference Series conference-paper Engineering Building Energy and Comfort Optimization Open access

  6

  citations
• Hierarchical Model Predictive Control for complex building energy systems

  2020 Bauphysik article Engineering Building Energy and Comfort Optimization

  17

  citations

11 results