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Contextual intelligent load management with ANN adaptive learning module

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dc.contributor.authorGomes, Luis
dc.contributor.authorFernandes, Filipe
dc.contributor.authorSousa, Tiago
dc.contributor.authorSilva, Marco
dc.contributor.authorMorais, H.
dc.contributor.authorVale, Zita
dc.contributor.authorRamos, Carlos
dc.date.accessioned2013-04-18T09:58:02Z
dc.date.available2013-04-18T09:58:02Z
dc.date.issued2011
dc.date.updated2013-04-12T16:49:41Z
dc.description.abstractWith the current increase of energy resources prices and environmental concerns intelligent load management systems are gaining more and more importance. This paper concerns a SCADA House Intelligent Management (SHIM) system that includes an optimization module using deterministic and genetic algorithm approaches. SHIM undertakes contextual load management based on the characterization of each situation. SHIM considers available generation resources, load demand, supplier/market electricity price, and consumers’ constraints and preferences. The paper focus on the recently developed learning module which is based on artificial neural networks (ANN). The learning module allows the adjustment of users’ profiles along SHIM lifetime. A case study considering a system with fourteen discrete and four variable loads managed by a SHIM system during five consecutive similar weekends is presented.por
dc.identifier.doi10.1109/ISAP.2011.6082226
dc.identifier.isbn978-1-4577-0809-1
dc.identifier.isbn978-1-4577-0808-4
dc.identifier.urihttp://hdl.handle.net/10400.22/1390
dc.language.isoengpor
dc.publisherIEEEpor
dc.relation.publisherversionhttp://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6082226por
dc.subjectArtificial Neural Network (ANN)por
dc.subjectLoad managementpor
dc.subjectSupervisory Control and Data Acquisition (SCADA)por
dc.titleContextual intelligent load management with ANN adaptive learning modulepor
dc.typeconference object
dspace.entity.typePublication
oaire.citation.conferencePlaceHersonissos, Greece, 2011por
oaire.citation.title16th International Conference on Intelligent System Applications to Power Systems (ISAP)por
person.familyNameFernandes
person.familyNameVale
person.familyNameRamos
person.givenNameFilipe
person.givenNameZita
person.givenNameCarlos
person.identifier632184
person.identifier.ciencia-id6F19-CB63-C8A8
person.identifier.ciencia-id721B-B0EB-7141
person.identifier.ciencia-id1011-FAFC-AEBA
person.identifier.orcid0000-0002-8597-3383
person.identifier.orcid0000-0002-4642-6950
person.identifier.orcid0000-0002-4560-9544
person.identifier.orcid0000-0002-5143-1711
person.identifier.ridA-5824-2012
person.identifier.ridK-7403-2014
person.identifier.scopus-author-id7004115775
person.identifier.scopus-author-id7201559105
rcaap.rightsclosedAccesspor
rcaap.typeconferenceObjectpor
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