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NILM techniques for intelligent home energy management and ambient assisted living: a review

2019Journal article Open access
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dc.contributor.authorRuano, Antonio
dc.contributor.authorHernandez, Alvaro
dc.contributor.authorUreña, Jesus
dc.contributor.authorRuano, Maria
dc.contributor.authorGarcia, Juan
dc.date.accessioned2019-07-15T16:19:22Z
dc.date.available2019-07-15T16:19:22Z
dc.date.issued2019
dc.description.abstractThe ongoing deployment of smart meters and different commercial devices has made electricity disaggregation feasible in buildings and households, based on a single measure of the current and, sometimes, of the voltage. Energy disaggregation is intended to separate the total power consumption into specific appliance loads, which can be achieved by applying Non-Intrusive Load Monitoring (NILM) techniques with a minimum invasion of privacy. NILM techniques are becoming more and more widespread in recent years, as a consequence of the interest companies and consumers have in efficient energy consumption and management. This work presents a detailed review of NILM methods, focusing particularly on recent proposals and their applications, particularly in the areas of Home Energy Management Systems (HEMS) and Ambient Assisted Living (AAL), where the ability to determine the on/off status of certain devices can provide key information for making further decisions. As well as complementing previous reviews on the NILM field and providing a discussion of the applications of NILM in HEMS and AAL, this paper provides guidelines for future research in these topics.pt_PT
dc.description.sponsorshipAgência financiadora: Programa Operacional Portugal 2020 and Programa Operacional Regional do Algarve 01/SAICT/2018/39578 Fundação para a Ciência e Tecnologia through IDMEC, under LAETA: SFRH/BSAB/142998/2018 SFRH/BSAB/142997/2018 UID/EMS/50022/2019 Junta de Comunidades de Castilla-La-Mancha, Spain: SBPLY/17/180501/000392 Spanish Ministry of Economy, Industry and Competitiveness (SOC-PLC project): TEC2015-64835-C3-2-R MINECO/FEDERpt_PT
dc.description.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.doi10.3390/en12112203pt_PT
dc.identifier.issn1996-1073
dc.identifier.urihttp://hdl.handle.net/10400.1/12661
dc.language.isoengpt_PT
dc.peerreviewedyespt_PT
dc.publisherMDPIpt_PT
dc.relationDigital Solutions for elderly health management towards frailty diagnose and prevention
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/pt_PT
dc.subjectNon-intrusive load monitoringpt_PT
dc.subjectHome energy managementpt_PT
dc.subjectSystemspt_PT
dc.subjectAmbient assisted livingpt_PT
dc.subjectDemand responsept_PT
dc.subjectMachine learningpt_PT
dc.subjectInternet of thingspt_PT
dc.subjectSmart gridspt_PT
dc.titleNILM techniques for intelligent home energy management and ambient assisted living: a reviewpt_PT
dc.typejournal article
dspace.entity.typePublication
oaire.awardTitleDigital Solutions for elderly health management towards frailty diagnose and prevention
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/OE/SFRH%2FBSAB%2F142997%2F2018/PT
oaire.citation.issue11pt_PT
oaire.citation.startPage2203pt_PT
oaire.citation.titleEnergiespt_PT
oaire.citation.volume12pt_PT
oaire.fundingStreamOE
person.familyNameRuano
person.familyNameHernandez
person.familyNameRuano
person.familyNameGarcía Domínguez
person.givenNameAntonio
person.givenNameAlvaro
person.givenNameMaria
person.givenNameJuan Jesús
person.identifier.ciencia-id2A13-24ED-F743
person.identifier.ciencia-id9811-A0DD-D5A5
person.identifier.orcid0000-0002-6308-8666
person.identifier.orcid0000-0001-9308-8133
person.identifier.orcid0000-0002-0014-9257
person.identifier.orcid0000-0002-7121-8651
person.identifier.ridB-4135-2008
person.identifier.ridA-8321-2011
person.identifier.scopus-author-id7004284159
person.identifier.scopus-author-id26643256100
person.identifier.scopus-author-id7004483805
person.identifier.scopus-author-id24447898200
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.nameFundação para a Ciência e a Tecnologia
rcaap.rightsopenAccesspt_PT
rcaap.typearticlept_PT
relation.isAuthorOfPublication13813664-b68b-40aa-97a9-91481a31ebf2
relation.isAuthorOfPublication32fb5d7f-ad58-4215-8bfa-959fab6e50e4
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relation.isAuthorOfPublicationa279fd3f-f32a-4c32-9de8-50359e41da36
relation.isAuthorOfPublication.latestForDiscovery32fb5d7f-ad58-4215-8bfa-959fab6e50e4
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