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Assessment of data-driven modeling strategies for water delivery canals

2012-07Conference object Restricted access
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dc.contributor.authorTavares, Isaías
dc.contributor.authorBorges, José
dc.contributor.authorGonçalves Cavaco Mendes, Mário José
dc.contributor.authorAyala Botto, Miguel
dc.date.accessioned2015-09-07T09:30:02Z
dc.date.available2015-09-07T09:30:02Z
dc.date.issued2012-07
dc.descriptionConferência: CONTROLO’2012 - 16-18 July 2012 - Funchal
dc.description.abstractThe aim of this work is to develop nonlinear dynamical models for the canal system of Núcleo de Hidráulica e Controlo de Canais. The canal is a nonlinear system and thus should be modeled to meet given operational requirements, while capturing all relevant system dynamics, such as the resonance waves created due to the movements of gates, and also contributing to the controller precision. The nonlinear modeling is based on data-driven methods, namely Composite Local Linear Models, Fuzzy Models and Artificial Neural Networks. These models are identified using data collected from the experimental facility, and their performance is assessed based on suitable validation criteria. The modeling results show the effectiveness of these models while capturing all significant dynamics for the canal system.por
dc.identifier.citationTAVARES, Isaías, [et al] - Assessment of data-driven modeling strategies for water delivery canals. 10th Portuguese Conference on Automatic Control - CONTROLO'12. (2012), p. 377-382.por
dc.identifier.isbn978-972-97025-3-2
dc.identifier.urihttp://hdl.handle.net/10400.21/5066
dc.language.isoengpor
dc.peerreviewedyespor
dc.publisherAPCA - Associação Portuguesa de Controlo Automático
dc.relation.ispartofseries32
dc.relation.publisherversionhttp://www.apca.pt/site/pubdetails/71
dc.subjectNonlinear modeling
dc.subjectWater canal system
dc.subjectComposite local linear models
dc.subjectFuzzy models
dc.subjectArtificial neural networks
dc.titleAssessment of data-driven modeling strategies for water delivery canalspor
dc.typeconference object
dspace.entity.typePublication
oaire.citation.conferencePlaceFunchal
oaire.citation.titleProceedings of the 10th Portuguese Conference on Automatic Controlpor
person.familyNameGonçalves Cavaco Mendes
person.familyNameAyala Botto
person.givenNameMário José
person.givenNameMiguel
person.identifier.ciencia-idBD18-DE28-4610
person.identifier.orcid0000-0002-2448-8667
person.identifier.orcid0000-0002-9416-3892
person.identifier.ridB-5405-2008
person.identifier.ridD-4211-2016
person.identifier.scopus-author-id24340460600
person.identifier.scopus-author-id55662851100
rcaap.rightsclosedAccesspor
rcaap.typeconferenceObjectpor
relation.isAuthorOfPublication80ad87b5-0a3b-46dd-8815-adb45f9a2e9a
relation.isAuthorOfPublication40c74d13-a61d-49bd-8e71-8b973a9865b9
relation.isAuthorOfPublication.latestForDiscovery80ad87b5-0a3b-46dd-8815-adb45f9a2e9a

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