Heat pumps are an effective solution for reducing energy consumption and the environmental impact of buildings, and for introducing renewable energy into the heat supply. However, the actual efficiency of heat pumps in practice does not always meet expectations. In addition to high occurring heat losses, the energy efficiency is reduced by an inappropriate system design, by misparameterization of the heat pump control and by undetected operating deficits. Therefore, the subject of the "AI4HP" project is the development of a new generation of "intelligent heat pumps", which adaptively adjust to changing boundary conditions with the help of artificial neural networks and thus increase energy efficiency while maintaining user comfort. | Duration: 09/2021 - 08/2024
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