Heat Pump Installation in Zurich, Switzerland

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Heat Pump Installers near Zurich, Switzerland

Company: Detection of heat pumps from smart meter and open data | Energy Informatics | Full Text

energyinformatics.springeropen.com
About: Heat pumps embody solutions that heat or cool buildings effectively and sustainably, with zero emissions at the place of installation. As they pose significant load on the power grid, knowledge on their existence is crucial for grid operators, e.g., to forecast load and to plan grid operation. Further information, like the thermal reservoir (ground or air source) or the age of a heat pump installation renders energy-related services possible that utility businesses can offer in the future (e.g., detecting wrongly calibrated installations, household energy efficiency checks). This study investigates the prediction of heat pump installations, their thermal reservoir and age. For this, they obtained a dataset with 397 households in Switzerland, all equipped with smart meters, collected ground truth data on installed heat pumps and enriched this data with weather data and geographical details. Their investigation replicates the state of the art in the area of heat pump detection and goes beyond it, as they obtain three major findings: First, machine learning can detect the existence of heat pumps with an AUC performance metric of 0.82, their heat reservoir with an AUC of 0.86, and their age with an AUC of 0.73. Second, heat pump existence can be better detected using data during the heating period than during summer. Third the number of training samples to detect the existence of heat pumps must not be necessarily large in terms of the number of training instances and observation period.




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