the Plegma dataset: Domestic appliance-level and aggregate electricity demand with metadata from Greece

S Athanasoulias, F Guasselli, N Doulamis, A Doulamis… - Scientific Data, 2024 - nature.com
The growing availability of smart meter data has facilitated the development of energy-
saving services like demand response, personalized energy feedback, and non-intrusive …

DeepEdge-NILM: A case study of non-intrusive load monitoring edge device in commercial building

R Gopinath, M Kumar - Energy and Buildings, 2023 - Elsevier
Non-intrusive load monitoring (NILM) has become an emerging technology in the energy
sector for its effectiveness in the energy disaggregation of individual loads from the …

[HTML][HTML] Online non-intrusive load monitoring: A review

D Cruz-Rangel, C Ocampo-Martinez, J Diaz-Rozo - Energy Nexus, 2024 - Elsevier
Significant progress has been achieved in managing energy consumption in the residential
sector in recent years. However, the industrial sector requires better coverage due to its …

Towards a Smart and Sustainable Future with Edge Computing-Powered Internet of Things: Fundamentals, Applications, Challenges, and Future Research Directions

Y Zhang, J Feng - Journal of The Institution of Engineers (India): Series B, 2024 - Springer
Abstract The Internet of Things (IoT) has grown exponentially since its inception, combining
many components and systems to enable seamless connectivity and automation. However …

Opt-nilm: An iterative prior-to-full-training pruning approach for cost-effective user side energy disaggregation

S Athanasoulias, S Sykiotis, M Kaselimi… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Non-Intrusive Load Monitoring describes the process of analyzing the aggregate household
energy consumption to infer the individual energy consumption patterns of different …

Lightweight Federated Learning for On-Device Non-Intrusive Load Monitoring

Y Li, R Yao, D Qin, Y Wang - IEEE Transactions on Smart Grid, 2024 - ieeexplore.ieee.org
Non-intrusive load monitoring (NILM) is a critical technology for disaggregating appliance-
specific energy usage by only observing household-level power consumption. If NILM can …

Knowledge distillation for scalable nonintrusive load monitoring

G Tanoni, L Stankovic, V Stankovic… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Smart meters allow the grid to interface with individual buildings and extract detailed
consumption information using nonintrusive load monitoring (NILM) algorithms applied to …

[HTML][HTML] Online real-time robust framework for non-intrusive load monitoring in constrained edge devices

LE Garcia-Marrero, E Monmasson, G Petrone - Applied Energy, 2025 - Elsevier
Real-time information on detailed power consumption can motivate users to make informed
decisions to reduce their energy bills. In that sense, Non-Intrusive Load Monitoring (NILM) …

Explainability-informed feature selection and performance prediction for nonintrusive load monitoring

RS Mollel, L Stankovic, V Stankovic - Sensors, 2023 - mdpi.com
With the massive, worldwide, smart metering roll-out, both energy suppliers and users are
starting to tap into the potential of higher resolution energy readings for accurate billing …

An interoperable and cost-effective iot-based framework for household energy monitoring and analysis

S Athanasoulias, A Katsari, M Savvakis… - Proceedings of the 16th …, 2023 - dl.acm.org
This paper proposes an Internet of Things (IoT) based framework for energy monitoring and
analysis at a household level that has been designed as part of the H2020 GECKO project …