Noninvasive Detection of Appliance Utilization Patterns in Residential Electricity Demand

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
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
Series:Energies
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

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https://www.mdpi.com/1996-1073/14/6/1563

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