Projekt
HEAPO – An Open Dataset for Heat Pump Optimization with Smart Electricity Meter Data and On-Site Inspection Protocols
Heat pumps are essential for decarbonizing residential heating but consume substantial electrical energy, impacting operational costs and grid demand.Many systems run inefficiently due to planning flaws, operational faults, or misconfigurations.While optimizing performance requires skilled professionals, labor shortag…
Heat pumps are essential for decarbonizing residential heating but consume substantial electrical energy, impacting operational costs and grid demand.Many systems run inefficiently due to planning flaws, operational faults, or misconfigurations.While optimizing performance requires skilled professionals, labor shortages hinder large-scale interventions.However, digital tools and improved data availability create new service opportunities for energy efficiency, predictive maintenance, and demand-side management.To support research and practical solutions, we present an open-source dataset of electricity consumption from 1,408 households with heat pumps and smart electricity meters in the canton of Zurich, Switzerland, recorded at 15-minute and daily resolutions between 2018-11-03 and 2024-03-21.The dataset includes household metadata, weather data from 8 stations, and ground truth data from 410 field visit protocols collected by energy consultants during system optimizations.Additionally, the dataset includes a Python-based data loader to facilitate seamless data processing and exploration.
Technologien
- Predictive Maintenance Predictive Maintenance – Überblick über Forschungsprojekte, Patente und Akteure im TechnologieAtlas.
Hochschulen
- ETH Zurich ETH Zurich – Hochschule bzw. Forschungseinrichtung mit Aktivitäten in Forschung und Innovation.
- University of St.Gallen University of St.Gallen – Hochschule bzw. Forschungseinrichtung mit Aktivitäten in Forschung und Innovation.
- University of Bamberg University of Bamberg – Hochschule bzw. Forschungseinrichtung mit Aktivitäten in Forschung und Innovation.