Recent trends of smart nonintrusive load monitoring in buildings: A review, open challenges, and future directions
Smart nonintrusive load monitoring (NILM) represents a cost‐efficient technology for
observing power usage in buildings. It tackles several challenges in transitioning into a more …
observing power usage in buildings. It tackles several challenges in transitioning into a more …
A comprehensive review of residential electricity load profile models
E Proedrou - IEEE Access, 2021 - ieeexplore.ieee.org
A third of the final electricity in the EU is consumed by households. The increased usage of
multiple electrical devices, electromobility, self-generation and consumption of electricity as …
multiple electrical devices, electromobility, self-generation and consumption of electricity as …
The UK-DALE dataset, domestic appliance-level electricity demand and whole-house demand from five UK homes
Many countries are rolling out smart electricity meters. These measure a home's total power
demand. However, research into consumer behaviour suggests that consumers are best …
demand. However, research into consumer behaviour suggests that consumers are best …
Review of low voltage load forecasting: Methods, applications, and recommendations
The increased digitalisation and monitoring of the energy system opens up numerous
opportunities to decarbonise the energy system. Applications on low voltage, local networks …
opportunities to decarbonise the energy system. Applications on low voltage, local networks …
Electricity, water, and natural gas consumption of a residential house in Canada from 2012 to 2014
With the cost of consuming resources increasing (both economically and ecologically),
homeowners need to find ways to curb consumption. The Almanac of Minutely Power …
homeowners need to find ways to curb consumption. The Almanac of Minutely Power …
[HTML][HTML] Quantifying self-consumption linked to solar home battery systems: Statistical analysis and economic assessment
S Quoilin, K Kavvadias, A Mercier, I Pappone, A Zucker - Applied Energy, 2016 - Elsevier
The recent development of new and innovative home battery systems has been seen by
many as a catalyst for a solar energy revolution, and has created high expectations in the …
many as a catalyst for a solar energy revolution, and has created high expectations in the …
Towards data-driven energy communities: A review of open-source datasets, models and tools
Energy communities will play a central role in the sustainable energy transition by hel**
inform and engage end users to become more responsible consumers of energy. However …
inform and engage end users to become more responsible consumers of energy. However …
[HTML][HTML] Building power consumption datasets: Survey, taxonomy and future directions
In the last decade, extended efforts have been poured into energy efficiency. Several energy
consumption datasets were henceforth published, with each dataset varying in properties …
consumption datasets were henceforth published, with each dataset varying in properties …
A critical review of state-of-the-art non-intrusive load monitoring datasets
HK Iqbal, FH Malik, A Muhammad, MA Qureshi… - Electric Power Systems …, 2021 - Elsevier
Abstract Nowadays Non-Intrusive Load Monitoring (NILM) is considered a hot topic among
researchers. The energy disaggregation datasets are used as the benchmark to validate the …
researchers. The energy disaggregation datasets are used as the benchmark to validate the …
Dataport and NILMTK: A building data set designed for non-intrusive load monitoring
Non-intrusive load monitoring (NILM), or energy disaggregation, is the process of using
signal processing and machine learning to separate the energy consumption of a building …
signal processing and machine learning to separate the energy consumption of a building …