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...

Full description

Bibliographic Details
Main Authors: Leo Semmelmann, Patrick Jaquart, Christof Weinhardt
Format: Article
Language:English
Published: SpringerOpen 2023-10-01
Series:Energy Informatics
Subjects:
Online Access:https://doi.org/10.1186/s42162-023-00284-1