A practical solution based on convolutional neural network for non-intrusive load monitoring
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Ambient Intelligence and Humanized Computing"
DOI: 10.1007/s12652-020-02720-6
Abstract: In recent years, the introduction of practical and useful solutions to solve the non-intrusive load monitoring (NILM) as one of the sub-sectors of energy management has posed many challenges. In this paper, an effective and… read more here.
Keywords: solution based; network; load monitoring; non intrusive ... See more keywords
Non-intrusive load disaggregation model for residential consumers with Fourier series and optimization method applied to White tariff modality in Brazil
Sign Up to like & getrecommendations! 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… read more here.
Keywords: residential consumers; load disaggregation; model residential; disaggregation model ... See more keywords
Non-intrusive load monitoring using artificial intelligence classifiers: Performance analysis of machine learning techniques
Sign Up to like & getrecommendations! Published in 2021 at "Electric Power Systems Research"
DOI: 10.1016/j.epsr.2021.107347
Abstract: Abstract In recent years, strategies for load monitoring have been proposed to mitigate power consumption. It has been found, in several reported studies, that as more information is provided for consumers about their electricity consumption,… read more here.
Keywords: non intrusive; power; performance analysis; intrusive load ... See more keywords
Phase noise as power characteristic of individual appliance for non-intrusive load monitoring
Sign Up to like & getrecommendations! Published in 2018 at "Electronics Letters"
DOI: 10.1049/el.2018.5331
Abstract: Phase noise, a unique characteristic of electrical appliances, for non-intrusive load monitoring (NILM) is proposed. NILM is a technique, which can distinguish the power consumption of an individual electrical appliance, without requiring the installation of… read more here.
Keywords: appliance; load monitoring; non intrusive; power ... See more keywords
Research on Non-Intrusive Load Monitoring Method Based on Feature Difference Enhancement
Sign Up to like & getrecommendations! Published in 2020 at "Integrated Ferroelectrics"
DOI: 10.1080/10584587.2020.1728854
Abstract: Abstract Non-intrusive load monitoring technology is the key technology to realize smart grid construction. The identification and classification of similar electrical appliances and low-power small-current electrical appliances in non-intrusive load monitoring has always been the… read more here.
Keywords: classification; load monitoring; non intrusive; power ... See more keywords
Disaggregating Transform Learning for Non-Intrusive Load Monitoring
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Access"
DOI: 10.1109/access.2018.2850707
Abstract: This paper addresses the problem of energy disaggregation/non-intrusive load monitoring. It introduces a new method based on the transform learning formulation. Several recent techniques, such as discriminative sparse coding, powerlet disaggregation, and deep sparse coding,… read more here.
Keywords: load monitoring; sparse; sparse coding; non intrusive ... See more keywords
PB-NILM: Pinball Guided Deep Non-Intrusive Load Monitoring
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Access"
DOI: 10.1109/access.2020.2978513
Abstract: The work in this paper proposes the application of the pinball quantile loss function to guide a deep neural network for Non-Intrusive Load Monitoring. The proposed architecture leverages concepts such as Convolution Neural Networks and… read more here.
Keywords: non intrusive; loss; pinball; intrusive load ... See more keywords
Non-Intrusive Load Identification Using Reconstructed Voltage–Current Images
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Access"
DOI: 10.1109/access.2021.3082432
Abstract: Non-intrusive load monitoring (NILM) is crucial because it helps monitor the operating status of electrical appliances online; detailed power consumption data regarding the appliances can then be obtained. However, the identification of resistive appliances that… read more here.
Keywords: non intrusive; identification; voltage current; intrusive load ... See more keywords
Non-intrusive Load Monitoring Method Considering the Time-segmented State Probability
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3167132
Abstract: Appliance-level data is a prerequisite for establishing friendly two-way interactions between customers and the power company, and this data is now mainly obtained by non-intrusive load monitoring. However, as the number of loads increases, the… read more here.
Keywords: intrusive load; time; state; load ... See more keywords
Deep Learning Based Non-Intrusive Load Monitoring for a Three-Phase System
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Access"
DOI: 10.1109/access.2023.3276475
Abstract: Non-Intrusive Load Monitoring (NILM) is a method to determine the power consumption of individual appliances from the overall power consumption measured by a single measurement device, which is usually the main meter. Increase in the… read more here.
Keywords: intrusive load; three phase; phase; non intrusive ... See more keywords
Accuracy Improvement of Non-Intrusive Load Monitoring Using Voting-Based Consensus Clustering
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Access"
DOI: 10.1109/access.2023.3279489
Abstract: Widespread inculcation of smart meter data in modern grid is motivating stakeholders to utilize it for demand response management and achieving energy sustainability goals. One of the methods being used in this regard is Non-Intrusive… read more here.
Keywords: intrusive load; voting based; based consensus; non intrusive ... See more keywords