Conference Proceedings

Variability of behaviour in electricity load profile clustering; Who does things at the same time each day?

I Dent, T Craig, U Aickelin, T Rodden

Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics | SPRINGER INTERNATIONAL PUBLISHING AG | Published : 2014

Abstract

UK electricity market changes provide opportunities to alter households' electricity usage patterns for the benefit of the overall electricity network. Work on clustering similar households has concentrated on daily load profiles and the variability in regular household behaviours has not been considered. Those households with most variability in regular activities may be the most receptive to incentives to change timing. Whether using the variability of regular behaviour allows the creation of more consistent groupings of households is investigated and compared with daily load profile clustering. 204 UK households are analysed to find repeating patterns (motifs). Variability in the time of ..

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University of Melbourne Researchers