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Metadata for Energy Disaggregation [PDF]

open access: yes2014 IEEE 38th International Computer Software and Applications Conference Workshops, 2014
Energy disaggregation is the process of estimating the energy consumed by individual electrical appliances given only a time series of the whole-home power demand.
Kelly, Jack, Knottenbelt, William
core   +6 more sources

Energy Disaggregation via Adaptive Filtering [PDF]

open access: yes2013 51st Annual Allerton Conference on Communication, Control, and Computing (Allerton), 2013
The energy disaggregation problem is recovering device level power consumption signals from the aggregate power consumption signal for a building. We show in this paper how the disaggregation problem can be reformulated as an adaptive filtering problem ...
Dong, Roy   +3 more
core   +2 more sources

Benchmarking Optimization-Based Energy Disaggregation Algorithms [PDF]

open access: yesEnergies, 2022
Energy disaggregation (ED), with minimal infrastructure, can create energy awareness and thus promote energy efficiency by providing appliance-level consumption information. However, ED is highly ill-posed and gets complicated with increase in number and
Oladayo S. Ajani   +4 more
doaj   +2 more sources

Energy Disaggregation of Stochastic Power Behavior

open access: yesIEEE Access, 2022
Nonintrusive identification of the energy consumption of individual loads from an aggregate power stream typically relies on relatively well-defined transient signatures.
Daisy H. Green   +5 more
doaj   +2 more sources

Energy Disaggregation for Real-Time Building Flexibility Detection [PDF]

open access: yes2016 IEEE Power and Energy Society General Meeting (PESGM), 2016
Energy is a limited resource which has to be managed wisely, taking into account both supply-demand matching and capacity constraints in the distribution grid.
Gibescu, Madeleine   +2 more
core   +6 more sources

Context-Based Energy Disaggregation in Smart Homes [PDF]

open access: yesFuture Internet, 2016
In this paper, we address the problem of energy conservation and optimization in residential environments by providing users with useful information to solicit a change in consumption behavior.
Francesca Paradiso   +3 more
doaj   +2 more sources

Energy Disaggregation for SMEs using Recurrence Quantification Analysis [PDF]

open access: yesProceedings of the Ninth International Conference on Future Energy Systems, 2018
Energy disaggregation determines the energy consumption of individual appliances from the total demand signal, which is recorded using a single monitoring device. There are varied approaches to this problem, which are applied to different settings. Here,
Hattam, Laura   +1 more
core   +5 more sources

Adversarial Energy Disaggregation [PDF]

open access: yesACM/IMS Transactions on Data Science, 2021
Energy disaggregation, also known as non-intrusive load monitoring (NILM), challenges the problem of separating the whole-home electricity usage into appliance-specific individual consumptions, which is a typical application of data analysis.
Zhekai Du   +4 more
openaire   +1 more source

Energy disaggregation using variational autoencoders [PDF]

open access: yesEnergy and Buildings, 2022
13 pages, 2 figures, results for the REFIT dataset ...
Langevin, Antoine   +3 more
openaire   +2 more sources

Low frequency-based energy disaggregation using sliding windows and deep learning [PDF]

open access: yesE3S Web of Conferences, 2022
The issue of controlling energy use is becoming extremely important. People’s behavior is one of the most important elements influencing electric energy usage in the residential sector, one of the most significant energy consumers globally.
Laouali Inoussa Habou   +5 more
doaj   +1 more source

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