Generating synthetic load profiles of residential heat pumps: a k-means clustering approach
Abstract The creation of synthetic heat pump load profiles is essential for energy system modeling and simulations. This paper proposes a methodology to create synthetic heat pump load profiles based on the k-means algorithm and a data set from water-to-water heat pumps from Hamelin, Germany. The qu...
Main Authors: | , , |
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Format: | Article |
Language: | English |
Published: |
SpringerOpen
2023-10-01
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Series: | Energy Informatics |
Subjects: | |
Online Access: | https://doi.org/10.1186/s42162-023-00284-1 |