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Application of load monitoring in appliances' energy management–A review
I Abubakar, SN Khalid, MW Mustafa, H Shareef… - … and Sustainable Energy …, 2017 - Elsevier
Energy monitoring is one of the important aspects of the energy management, as such there
is a need to monitor the power consumption of a premises before planning some of the …
is a need to monitor the power consumption of a premises before planning some of the …
NILMTK: An open source toolkit for non-intrusive load monitoring
Non-intrusive load monitoring, or energy disaggregation, aims to separate household
energy consumption data collected from a single point of measurement into appliance-level …
energy consumption data collected from a single point of measurement into appliance-level …
Toward non-intrusive load monitoring via multi-label classification
SM Tabatabaei, S Dick, W Xu - IEEE Transactions on Smart …, 2016 - ieeexplore.ieee.org
Demand-side management technology is a key element of the proposed smart grid, which
will help utilities make more efficient use of their generation assets by reducing consumers' …
will help utilities make more efficient use of their generation assets by reducing consumers' …
A survey on non-intrusive load monitoring methodies and techniques for energy disaggregation problem
A Faustine, NH Mvungi, S Kaijage… - ar** countries coupled with explosion in construction of
high rising buildings and the high power usage in them calls for conservation and efficient …
high rising buildings and the high power usage in them calls for conservation and efficient …
Loced: Location-aware energy disaggregation framework
ASN Uttama Nambi, A Reyes Lua… - Proceedings of the 2nd …, 2015 - dl.acm.org
Providing detailed appliance level energy consumption information may lead consumers to
understand their usage behavior and encourage them to optimize the energy usage. Non …
understand their usage behavior and encourage them to optimize the energy usage. Non …
It's Different: Insights into home energy consumption in India
N Batra, M Gulati, A Singh, MB Srivastava - … of the 5th ACM workshop on …, 2013 - dl.acm.org
Residential buildings contribute significantly to the overall energy usage across the world.
Real deployments, and collected data thereof, play a critical role in providing insights into …
Real deployments, and collected data thereof, play a critical role in providing insights into …
Non-intrusive load disaggregation based on composite deep long short-term memory network
M **a, K Wang, W Song, C Chen, Y Li - Expert Systems with Applications, 2020 - Elsevier
Non-invasive load monitoring (NILM) is a vital step to realize the smart grid. Although the
existing various NILM algorithms have made significant progress in energy consumption …
existing various NILM algorithms have made significant progress in energy consumption …
Challenges for real-world applications of nonintrusive load monitoring and opportunities for machine learning approaches
L Yan, M Sheikholeslami, W Gong, W Tian, Z Li - The Electricity Journal, 2022 - Elsevier
The rapid increase of power consumption calls for efficient and effective energy usage and
conservation strategies in buildings. One of the requirements of achieving such a goal is …
conservation strategies in buildings. One of the requirements of achieving such a goal is …
A NILM algorithm with enhanced disaggregation scheme under harmonic current vectors
AS Bouhouras, PA Gkaidatzis, E Panagiotou… - Energy and …, 2019 - Elsevier
In the smart home context, one of the features that most users would desire is the knowledge
of the operation of each electrical appliance without the need to install expensive smart …
of the operation of each electrical appliance without the need to install expensive smart …
A comparison of non-intrusive load monitoring methods for commercial and residential buildings
Non intrusive load monitoring (NILM), or energy disaggregation, is the process of separating
the total electricity consumption of a building as measured at single point into the building's …
the total electricity consumption of a building as measured at single point into the building's …