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An Implementation Framework Overview of Non-Intrusive Load Monitoring
Journal of Sustainable Development of Energy, Water and Environment Systems, 2023 The implementation of non-intrusive load monitoring has gained significant attention as a promising solution for disaggregating and identifying individual appliances' energy consumption within households and commercial buildings. The issue at the core of
Omar Al-Khadher +4 more
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Metadata for Energy Disaggregation [PDF]
, 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
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Energies, 2021 Load disaggregation for the identification of specific load types in the total demands (e.g., demand-manageable loads, such as heating or cooling loads) is becoming increasingly important for the operation of existing and future power supply systems ...
Mingzhe Zou +4 more
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Low-Power Appliance Monitoring Using Factorial Hidden Markov Models [PDF]
, 2013 To optimize the energy utilization, intelligent energy management solutions require appliance-specific consumption statistics. One can obtain such information by deploying smart power outlets on every device of interest, however it incurs extra hardware ...
Gluhak, Alexander +3 more
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Inventions, 2018 Demand side management has a vital role in supporting the demand response in smart grid infrastructure, in the decision-making of energy management, in household applications is significantly affected by the load-forecasting accuracy.
Ahmed F. Ebrahim, Osama A. Mohammed
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Load Disaggregation Using One-Directional Convolutional Stacked Long Short-Term Memory Recurrent Neural Network [PDF]
, 2020 Reliable information about the active loads in the energy system allows for effective and optimized energy management. An important aspect of intelligent energy monitoring system is load disaggregation.
Logenthiran, Thillainathan +2 more
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Optimising Parameters in Recurrence Quantification Analysis of Smart Energy Systems [PDF]
, 2018 Recurrence Quantification Analysis (RQA) can help to detect significant events and phase transitions of a dynamical system, but choosing a suitable set of parameters is crucial for the success.
Giasemidis, Georgios +1 more
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Frontiers in Energy Research, 2021 Non-intrusive load monitoring has broad application prospects because of its low implementation cost and little interference to energy users, which has been highly expected in the industrial field recently due to the development of learning algorithms ...
Yu Liu +4 more
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Simultaneous Estimation of Behind-the-Meter Solar and Wind Power at the Bulk Supply Point
IEEE Access, 2022 The presence of distributed energy resources in private premises has observed a large deployment worldwide driven by favorable governmental policies and technology development.
Xueqin Liu +6 more
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Energy Disaggregation for Real-Time Building Flexibility Detection [PDF]
, 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 +4 more sources