[PDF][PDF] A Review of NILM Applications with Machine Learning Approaches.

MD Silva, Q Liu - Computers, Materials & Continua, 2024 - researchgate.net
ABSTRACT In recent years, Non-Intrusive Load Monitoring (NILM) has become an emerging
approach that provides affordable energy management solutions using aggregated load …

Selection of features from power theories to compose NILM datasets

WA Souza, AMS Alonso, TB Bosco, FD Garcia… - Advanced engineering …, 2022 - Elsevier
The load disaggregation concept is gaining attention due to the increasing need for
optimized energy utilization and detailed characterization of electricity consumption profiles …

Comparative study on load monitoring approaches

LW Tokam, SS Ouro-Djobo - Applied Sciences, 2023 - mdpi.com
Without an appropriate monitoring system, the condition/state of electrical
appliances/devices in operation in households cannot be fully assessed, resulting in …

[HTML][HTML] Hyperparameter optimized classification pipeline for handling unbalanced urban and rural energy consumption patterns

DK Panda, S Das, S Townley - Expert Systems with Applications, 2023 - Elsevier
Energy consumer locations are required for framing effective energy policies. However, due
to privacy concerns, it is becoming increasingly difficult to obtain the locational data of the …

Non-intrusive load monitoring and forecasting for home appliances using artificial intelligence–a review

ALP De Ocampo, AMM Baes… - … Conference on Smart …, 2022 - ieeexplore.ieee.org
Non-intrusive load monitoring (NILM) provides insights into how much energy consumers
are consuming, encouraging them to make energy-saving changes. Load forecasting, on the …

Profilazione di utenze residenziali attraverso tecniche di machine learning nel contesto delle Comunità Energetiche Rinnovabili= Profiling of residential users through …

L Giannuzzo - 2023 - webthesis.biblio.polito.it
Le recenti evoluzioni del quadro normativo europeo ed italiano, sul tema energia, hanno
manifestato una forte spinta sul tema delle Comunità Energetiche Rinnovabili. La loro …