Improving Non-Intrusive Load Disaggregation through an Attention-Based Deep Neural Network

Energy disaggregation, known in the literature as Non-Intrusive Load Monitoring (NILM), is the task of inferring the power demand of the individual appliances given the aggregate power demand recorded by a single smart meter which monitors multiple appliances. In this paper, we propose a deep neural...

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Bibliographic Details
Main Authors: Veronica Piccialli, Antonio M. Sudoso
Format: Article
Language:English
Published: MDPI AG 2021-02-01
Series:Energies
Subjects:
Online Access:https://www.mdpi.com/1996-1073/14/4/847