DocumentCode
1517237
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
Volume
3
Issue
3
fYear
2012
Firstpage
1571
Lastpage
1572
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;
fLanguage
English
Journal_Title
Smart Grid, IEEE Transactions on
Publisher
ieee
ISSN
1949-3053
Type
jour
DOI
10.1109/TSG.2012.2198314
Filename
6200414
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