clustering 1consumer segmentation 1demand response 1energy consumption 1set-to-set distance 1smart meter data 1
From the 1 of 2 linked papers with an AI index.
2 papers
stat.ML2026
CROCS: A Two-Stage Clustering Framework for Behaviour-Centric Consumer Segmentation with Smart Meter Data
Luke W. Yerbury, Ricardo J. G. B. Campello, G. C. Livingston +2
The paper introduces CROCS, a two‑stage clustering method that first summarizes each household’s daily electricity usage into representative load patterns and then groups household…
stat.AP2025
Comparing Clustering Approaches for Smart Meter Time Series: Investigating the Influence of Dataset Properties on Performance
Luke W. Yerbury, Ricardo J. G. B. Campello, G. C. Livingston +2
The widespread adoption of smart meters for monitoring energy consumption has generated vast quantities of high-resolution time series data which remains underutilised. While clust…