Research output per year
Research output per year
Personal profile
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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Dive into the research topics where Marco Biemann is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Data centre HVAC control harnessing flexibility potential via real-time pricing cost optimisation using reinforcement learning
Biemann, M., Gunkel, P. A., Scheller, F., Huang, L. & Liu, X., 2023, In: IEEE Internet of Things Journal. 10, 15, p. 13876 - 13894Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile286 Downloads (Orbit) -
Reinforcement learning to improve flexibility of building energy management
Biemann, M., 2023, Technical University of Denmark. 225 p.Research output: Book/Report › Ph.D. thesis
Open AccessFile137 Downloads (Orbit) -
Addressing partial observability in reinforcement learning for energy management
Biemann, M., Liu, X., Zeng, Y. & Huang, L., 2021, Proceedings of the 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation. p. 324-328 5 p.Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review
Open AccessFile331 Downloads (Orbit) -
Experimental evaluation of model-free reinforcement learning algorithms for continuous HVAC control
Biemann, M., Scheller, F., Liu, X. & Huang, L., 2021, In: Applied Energy. 298, 117164.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile356 Downloads (Orbit)
Projects
- 2 Finished
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Reinforcement Learning for Automous Building Energy Management
Biemann, M. (PhD Student), Garcia, D. A. (Examiner), Liu, Y. (Examiner), Liu, X. (Main Supervisor) & Huang, L. (Supervisor)
01/12/2019 → 10/07/2023
Project: PhD
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FED: Flexible Energy Denmark
Madsen, H. (PI), Liu, X. (Project Participant), Nielsen, P. S. (Project Coordinator), Ben Amer, S. (Project Participant), Bergaentzlé, C. (Project Participant), Gunkel, P. A. (Project Participant), Qvistgaard, F. I. (Project Coordinator), Ebrahimy, R. (Project Participant), Christiansen, L. E. (PI), Bacher, P. (Project Participant), Blomgren, E. M. V. (PhD Student), Kokkegård, H. (Project Participant), Keles, D. (Project Participant), Scheller, F. (Project Participant), Biemann, M. (Project Participant), Shapiro-Bengtsen, S. (Project Participant) & Zhang, X. (Project Participant)
01/04/2019 → 31/03/2023
Project: Research