NILM applications: Literature review of learning approaches, recent developments and challenges
This paper presents a critical approach to the non-intrusive load monitoring (NILM) problem,
by thoroughly reviewing the experimental framework of both legacy and state-of-the-art …
by thoroughly reviewing the experimental framework of both legacy and state-of-the-art …
Energy management using non-intrusive load monitoring techniques–State-of-the-art and future research directions
R Gopinath, M Kumar, CPC Joshua… - Sustainable Cities and …, 2020 - Elsevier
In recent years, the development of smart sustainable cities has become the primary focus
among urban planners and policy makers to make responsible use of resources, conserve …
among urban planners and policy makers to make responsible use of resources, conserve …
Energy management system in microgrids: A comprehensive review
As promising solutions to various social and environmental issues, the generation and
integration of renewable energy (RE) into microgrids (MGs) has recently increased due to …
integration of renewable energy (RE) into microgrids (MGs) has recently increased due to …
Transfer learning for non-intrusive load monitoring
M D'Incecco, S Squartini… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Non-intrusive load monitoring (NILM) is a technique to recover source appliances from only
the recorded mains in a household. NILM is unidentifiable and thus a challenge problem …
the recorded mains in a household. NILM is unidentifiable and thus a challenge problem …
NILM techniques for intelligent home energy management and ambient assisted living: A review
The ongoing deployment of smart meters and different commercial devices has made
electricity disaggregation feasible in buildings and households, based on a single measure …
electricity disaggregation feasible in buildings and households, based on a single measure …
Recent trends of smart nonintrusive load monitoring in buildings: A review, open challenges, and future directions
Y Himeur, A Alsalemi, F Bensaali… - … Journal of Intelligent …, 2022 - Wiley Online Library
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 …
Electric energy disaggregation via non-intrusive load monitoring: A state-of-the-art systematic review
S Dash, NC Sahoo - Electric Power Systems Research, 2022 - Elsevier
Appliance energy consumption tracking in a building is one of the vital enablers of energy
and cost saving. An economical and viable solution would be to estimate individual …
and cost saving. An economical and viable solution would be to estimate individual …
Real-time non-intrusive load monitoring: A light-weight and scalable approach
Non-intrusive load monitoring (NILM) is a topic that lately attracts both the academic and the
industrial interest. NILM is used to reveal useful information regarding the consumption …
industrial interest. NILM is used to reveal useful information regarding the consumption …
Non-intrusive load disaggregation by convolutional neural network and multilabel classification
L Massidda, M Marrocu, S Manca - Applied Sciences, 2020 - mdpi.com
Non-intrusive load monitoring (NILM) is the main method used to monitor the energy
footprint of a residential building and disaggregate total electrical usage into appliance …
footprint of a residential building and disaggregate total electrical usage into appliance …
Household appliance classification using lower odd-numbered harmonics and the bagging decision tree
H Kang, H Kim - IEEE Access, 2020 - ieeexplore.ieee.org
Non-Intrusive Load Monitoring (NILM) systems have gained popularity in recent years for
saving more energy. To reduce sensing infrastructure costs, NILM monitors the electrical …
saving more energy. To reduce sensing infrastructure costs, NILM monitors the electrical …