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Heat pump inspections result in large energy savings when a pre-selection of households is performed: A promising use case of smart meter data

Heat pumps play an important role in the energy transition. They can extract renewable energy from the air or ground and increasingly replace fossil heating systems in buildings. In operation, however, heat pumps often consume more electricity than necessary due to incorrect settings and installation deficiencies. Although many setting and installation issues are easy to fix, problems often go unnoticed, and the saving potential from quick fixes remains unclear. In a study with 297 Swiss households (41 treatment, 256 control) running for four years, we investigated an energy efficiency campaign in which the treatment group received a professional heat pump inspection and user training. We found considerable heterogeneity with respect to the savings achieved. We derived two criteria based on smart meter data that enable utilities to identify relevant households and thus boost the impact of such efficiency campaigns: For example, pre-selecting half of the households based on available information results in average savings of 1,805 kWh (15.2%) per year and household in the high-potential group compared to no savings in the low-potential group. Thus, heat pump inspections among pre-selected households can lead to large, cost-effective electricity savings, and we show that common smart meter data makes such pre-selection feasible.
Energy Policy, 169
ISSN:0301-4215
- ETH Zurich Switzerland
- University of Bamberg Press Germany
- University of Bamberg Germany
- University of Bamberg Press Germany
Heat pump, Smart meter data, Energy efficiency, Data analytics, 333.7, Heat pump; Energy consulting; Energy efficiency; Smart meter data; Data analytics, Energy consulting
Heat pump, Smart meter data, Energy efficiency, Data analytics, 333.7, Heat pump; Energy consulting; Energy efficiency; Smart meter data; Data analytics, Energy consulting
citations This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).12 popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.Top 10% influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).Average impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.Top 10%
