Neural Network-Aided NILM (NNAN) disaggregation: Revealing appliance consumption patterns with iterative subtraction

Neural Network-Aided NILM (NNAN) disaggregation: Revealing appliance consumption patterns with iterative subtraction

Non-Intrusive Load Monitoring (NILM) is a method to decompose overall electricity consumption into individual appliance-level data, utilizing the primary meter’s readings without additional sensors on each device. This article introduces a novel approach which is a Neural Network-Aided NILM (NNAN),...

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Bibliographic Details
Main Authors: Yacine Belguermi, Patrice Wira, Gilles Hermann
Format: Article
Language:English
Published: Elsevier 2025-06-01
Series:Machine Learning with Applications
Subjects:
NILM
Neural networks
Energy disaggregation
Inception CNN
LSTM
Online Access:http://www.sciencedirect.com/science/article/pii/S2666827025000507
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