Clustering disaggregated load profiles using a Dirichlet process mixture model

The increasing availability of substantial quantities of power-use data in both the residential and commercial sectors raises the possibility of mining the data to the advantage of both consumers and network operations. We present a Bayesian non-parametric model to cluster load profiles from househo...

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Bibliographic Details
Main Authors: Granell, R, Axon, C, Wallom, D
Format: Journal article
Published: Elsevier 2015