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Browsing by Author "Jacobs, Stef"

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    Evaluating innovative collective heating and cooling concepts by incorporating occupants' preferences for conflicting performance indicators

    Jacobs, Stef
    ;
    Van Minnebruggen, Senne
    ;
    Matbouli, Houssam
    ;
    Ghane, Sara  
    ;
    Hellinckx, Peter
    Journal article
    2024, ENERGY AND BUILDINGS, (314) 1 July, p.Art. 114264
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    Federated proximal policy optimization with action masking: Application collective heating systems

    Ghane, Sara  
    ;
    Jacobs, Stef
    ;
    Elmaz, Furkan  
    ;
    Huybrechts, Thomas  
    ;
    Verhaert, Ivan
    Journal article
    2025-MAY, ENERGY AND AI, (20) May, p.100506
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    Grouped Charging of Decentralised Storage to Efficiently Control Collective Heating Systems: Limitations and Opportunities

    Jacobs, Stef
    ;
    De Pauw, Margot
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    Van Minnebruggen, Senne
    ;
    Ghane, Sara  
    ;
    Huybrechts, Thomas  
    Journal article
    2023, ENERGIES, (16) 8, p.Art. 3435
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    Improving the learning process of deep reinforcement learning agents operating in collective heating environments

    Jacobs, Stef
    ;
    Ghane, Sara  
    ;
    Houben, Pieter Jan
    ;
    Kabbara, Zakarya
    ;
    Huybrechts, Thomas  
    Journal article
    2025, APPLIED ENERGY, (384) 15 April, p.125420
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    Model-Free Deep Reinforcement Learning for Adaptive Supply Temperature Control in Collective Space Heating Systems

    Ghane, Sara  
    ;
    Jacobs, Stef
    ;
    Huybrechts, Thomas  
    ;
    Hellinckx, Peter
    ;
    Mercelis, Siegfried  
    Journal article
    2025-APR, ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, (16) 2, p.33
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    Real-World Implementation of Offline Model-Free Reinforcement Learning for Thermostat Control

    Ghane, Sara  
    ;
    Elmaz, Furkan  
    ;
    Jacobs, Stef
    ;
    Huybrechts, Thomas  
    ;
    Verhaert, Ivan
    Proceedings paper
    2025, 2025 International Conference on Mechatronics-ICOM-Annual, 2025-02-28, p.1-6
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    Supply temperature control of a heating network with reinforcement learning

    Ghane, Sara  
    ;
    Jacobs, Stef
    ;
    Casteels, Wim  
    ;
    Brembilla, Christian
    ;
    Mercelis, Siegfried  
    Proceedings paper
    2021, IEEE International Smart Cities Conference (ISC2), SEP 07-10, 2021

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