Operating heat pumps in residential complexes via reinforcement learning

Researchers in Germany have proposed to use a machine learning technique known as reinforcement learning to optimize heat pump performance and reduce electricity consumption in apartment complexes. Their simulation showed that significant savings can be achieved without compromising comfort levels. A German research group has proposed to use reinforcement learning (RL) to optimize the utilization of heat pumps (HPs) for space heating in big apartment complexes. RL is a type of machine learning that teaches agents to make optimal decisions in dynamic environments. RL agents learn from the environment ...

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