Energy-efficient heating control for nearly zero energy residential buildings with deep reinforcement learning

Controlling Heating, Ventilation and Air Conditioning (HVAC) systems is critical to improving energy efficiency of demand-side. In this paper, a model-free optimal control method based on deep reinforcement learning is proposed to control the heat pump start/stop and room temperature setting in resi...

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Veröffentlicht in:Energy (Oxford) 2023-02, Vol.264, p.126209, Article 126209
Hauptverfasser: Qin, Haosen, Yu, Zhen, Li, Tailu, Liu, Xueliang, Li, Li
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Sprache:eng
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