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Thomas Huybrechts senior researcher
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Publications Thomas Huybrechts

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  • Thomas Huybrechts

Federated proximal policy optimization with action masking : application in collective heating systems

Source
Energy and AI - ISSN 2666-5468-20 (2025) p. 1-14
Author(s)
    Sara Ghane, Stef Jacobs, Furkan Elmaz, Thomas Huybrechts, Ivan Verhaert, Siegfried Mercelis
Citation link

Real-world implementation of offline model-free reinforcement learning for thermostat control

Source
2025 IEEE International Conference on Mechatronics (ICM), 28 February - 02 March, 2025, Wollongong, Australia- () p. 1-6
Author(s)
    Sara Ghane, Furkan Elmaz, Stef Jacobs, Thomas Huybrechts, Ivan Verhaert, Siegfried Mercelis, Erik Mannens
Citation link

Model-free deep reinforcement learning for adaptive supply temperature control in collective space heating systems

Source
ACM Transactions on Intelligent Systems and Technology (TIST) - ISSN 2157-6904-16:2 (2025) p. 1-31
Author(s)
    Sara Ghane, Stef Jacobs, Thomas Huybrechts, Peter Hellinckx, Siegfried Mercelis, Ivan Verhaert, Erik Mannens
Citation link

Improving the learning process of deep reinforcement learning agents operating in collective heating environments

Source
Applied energy - ISSN 0306-2619-384 (2025) p. 1-15
Author(s)
    Stef Jacobs, Sara Ghane, Pieter Jan Houben, Zakarya Kabbara, Thomas Huybrechts, Peter Hellinckx, Ivan Verhaert
Citation link

Grouped charging of decentralised storage to efficiently control collective heating systems : limitations and opportunities

Source
Energies - ISSN 1996-1073-16:8 (2023) p. 1-28
Author(s)
    Stef Jacobs, Margot De Pauw, Senne Van Minnebruggen, Sara Ghane, Thomas Huybrechts, Peter Hellinckx, Ivan Verhaert
Citation link
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