Noninvasive Detection of Appliance Utilization Patterns in Residential Electricity Demand

Smart meters with automatic meter reading functionalities are becoming popular across the world. As a result, load measurements at various sampling frequencies are now available. Several methods have been proposed to infer device usage characteristics from household load measurements. However, many...

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Bibliographic Details

Published in:	Energies
Main Authors:	Fernanda Spada Villar, Pedro Henrique Juliano Nardelli, Arun Narayanan, Renan Cipriano Moioli, Hader Azzini, Luiz Carlos Pereira da Silva
Format:	Article
Language:	English
Published:	MDPI AG 2021-03-01
Subjects:	usage pattern recognition data mining dimensionality reduction k-means principal component analysis self organizing maps
Online Access:	https://www.mdpi.com/1996-1073/14/6/1563