Title :
Domestic Load Characterization Through Smart Meter Advance Stratification
Author :
Stephen, Bruce ; Galloway, Stuart J.
Author_Institution :
Inst. of Energy & Environ., Univ. of Strathclyde, Glasgow, UK
Abstract :
The heterogeneity of domestic loads presents distribution network operators with operational uncertainties which may become problematic as generation capacity shrinks and network infrastructure ages. High resolution meter advances recorded by increasingly ubiquitous Smart Meters can be seen as representing base loads along with aggregations of multiple domestic appliances-in this letter, a Bayesian formulation of the finite mixture probability distribution is employed to enumerate and capture generalizations of these, from which compact representations of domestic load profiles can be formed.
Keywords :
Bayes methods; distribution networks; domestic appliances; power meters; statistical distributions; Bayesian formulation; distribution network operators; domestic load characterization; domestic load profiles; finite mixture probability distribution; generation capacity; high resolution meter; multiple domestic appliances; network infrastructure; operational uncertainty; smart meter advance stratification; ubiquitous smart meters; Bayesian methods; Data models; Educational institutions; Electricity; Load modeling; Pricing; Smart grids; Clustering methods; load modeling; power systems;
Journal_Title :
Smart Grid, IEEE Transactions on
DOI :
10.1109/TSG.2012.2198314