Data-driven load profiles and the dynamics of residential electricity consumption.

ABSTRACT: The dynamics of power consumption constitutes an essential building block for planning and operating sustainable energy systems. Whereas variations in the dynamics of renewable energy generation are reasonably well studied, a deeper understanding of the variations in consumption dynamics is still missing. Here, we analyse highly resolved residential electricity consumption data of Austrian, German and UK households and propose a generally applicable data-driven load model. Specifically, we disentangle the average demand profiles from the demand fluctuations based purely on time series data. We introduce a stochastic model to quantitatively capture the highly intermittent demand fluctuations. Thereby, we offer a better understanding of demand dynamics, in particular its fluctuations, and pr

SUBMITTER: Anvari M 

PROVIDER: S-EPMC9357012 | biostudies-literature | 2022 Aug

REPOSITORIES: biostudies-literature