Prospects of appliance-level load monitoring in off-the-shelf energy monitors: A technical review

AU Haq, HA Jacobsen - Energies, 2018 - mdpi.com
The smart grid initiative has encouraged utility companies worldwide to roll-out new and
smarter versions of energy meters. Before an extensive roll-out, which is both labor-intensive …

Nonintrusive appliance load monitoring for smart homes: Recent advances and future issues

L Yu, H Li, X Feng, J Duan - IEEE Instrumentation & …, 2016 - ieeexplore.ieee.org
In recent years, as Cloud Computing and Internet of Things (IoT) technologies develop
rapidly, smart home technology has entered a new stage: smart electric power usage, which …

A scalable real-time non-intrusive load monitoring system for the estimation of household appliance power consumption

C Athanasiadis, D Doukas, T Papadopoulos… - Energies, 2021 - mdpi.com
Smart-meter technology advancements have resulted in the generation of massive volumes
of information introducing new opportunities for energy services and data-driven business …

The ECO data set and the performance of non-intrusive load monitoring algorithms

C Beckel, W Kleiminger, R Cicchetti, T Staake… - Proceedings of the 1st …, 2014 - dl.acm.org
Non-intrusive load monitoring (NILM) is a popular approach to estimate appliance-level
electricity consumption from aggregate consumption data of households. Assessing the …

Non-intrusive load monitoring and its challenges in a NILM system framework

Q Liu, M Lu, X Liu, N Linge - International Journal of High …, 2019 - inderscienceonline.com
With the increasing of energy demand and electricity price, researchers show more and
more interest in residential load monitoring. In order to feed back the individual appliance's …

Non-intrusive load monitoring (nilm)–a recent review with cloud computing

KK Kee, YS Lim, J Wong… - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
Issues of energy crisis and global warming push implementation of energy efficiency
policies and programs as important mitigation efforts, particularly at consumer level. Load …

An advanced smart home energy management system considering identification of ADLs based on non-intrusive load monitoring

YH Lin - Electrical Engineering, 2022 - Springer
The key advantage of power utility-owned smart meters over rotating-disc meters is the
ability of transmitting electrical energy consumption data to power utilities' remote data …

A novel non-intrusive load monitoring technique using semi-supervised deep learning framework for smart grid

MK Akbar, M Amayri, N Bouguila - Building Simulation, 2024 - Springer
Non-intrusive load monitoring (NILM) is a technique which extracts individual appliance
consumption and operation state change information from the aggregate power …

Event-driven two-stage solution to non-intrusive load monitoring

L Yan, W Tian, J Han, Z Li - Applied Energy, 2022 - Elsevier
To achieve long-term temperature goal of Paris Agreement and carbon neutrality by the mid-
century, nonintrusive load monitoring (NILM) provides a promising approach to reducing …

Universal non-intrusive load monitoring (unilm) using filter pipelines, probabilistic knapsack, and labelled partition maps

A Rodriguez-Silva, S Makonin - 2019 IEEE PES Asia-Pacific …, 2019 - ieeexplore.ieee.org
Being able to track appliances energy usage without the need of sensors can help
occupants reduce their energy consumption to help save the environment all while saving …