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Published in 2020 at "Applied Energy"
DOI: 10.1016/j.apenergy.2020.114949
Abstract: Abstract With the active large-scale roll-out of smart metering worldwide, details about the type of smart meter data that will be available for analysis are emerging. Consequently, focus has steadily been shifting from analysis of…
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Keywords:
smart meter;
load disaggregation;
disaggregation;
meter ... See more keywords
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Published in 2020 at "Electric Power Systems Research"
DOI: 10.1016/j.epsr.2020.106277
Abstract: Abstract This paper proposes a novel approach to achieve better results for the Non-intrusive load disaggregation model for residential consumers. The proposed methodology considers two steps to face the problem. Firstly, periodical appliances are modelled…
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Keywords:
residential consumers;
load disaggregation;
model residential;
disaggregation model ... See more keywords
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Published in 2021 at "Electric Power Systems Research"
DOI: 10.1016/j.epsr.2021.107435
Abstract: Abstract Non Intrusive Load Monitoring (NILM), also called, load disaggregation aims to infer load level electrical energy consumption from the aggregate power signal. Several challenges are limiting the deployment of NILM systems in residential and…
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Keywords:
load disaggregation;
disaggregation;
power;
non targeted ... See more keywords
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Published in 2021 at "Sustainable Cities and Society"
DOI: 10.1016/j.scs.2021.102731
Abstract: Abstract At present, producing the lowest power requires prognosticating the load operations in the home automation systems. Several electrical household devices with various performances work in smart homes. These variances are defined as the positions…
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Keywords:
load disaggregation;
home;
non intrusive;
electrical device ... See more keywords
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Published in 2022 at "IEEE Transactions on Emerging Topics in Computing"
DOI: 10.1109/tetc.2020.2993177
Abstract: The emergence of an ageing population is a significant public health concern. This has led to an increase in the number of people living with progressive neurodegenerative disorders. The strain this places on services means…
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Keywords:
daily living;
activities daily;
detecting activities;
load disaggregation ... See more keywords
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Published in 2021 at "IEEE Transactions on Smart Grid"
DOI: 10.1109/tsg.2021.3066547
Abstract: In this paper, a novel mask-based load disaggregation scheme is presented to extract flexible load profiles in buildings. Flexible loads are those that can be adjusted as needed and examples of such loads are heating,…
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Keywords:
load disaggregation;
disaggregation;
mask;
deep neural ... See more keywords
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Published in 2022 at "IEEE Transactions on Smart Grid"
DOI: 10.1109/tsg.2022.3169398
Abstract: This letter proposes an event-based Factorial Hidden Markov model (eFHMM) instead of time-based FHMM for multiple appliances in a household and integrates the transient signatures into mathematical formula, which is the first of its kind.…
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Keywords:
time;
based factorial;
event based;
load disaggregation ... See more keywords
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Published in 2019 at "Future Internet"
DOI: 10.3390/fi11020051
Abstract: In order to achieve more efficient energy consumption, it is crucial that accurate detailed information is given on how power is consumed. Electricity details benefit both market utilities and also power consumers. Non-intrusive load monitoring…
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Keywords:
disaggregation;
vector regression;
support vector;
load disaggregation ... See more keywords