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Decomposition of a greenhouse TS-Fuzzy model by clustering process

dc.contributor.authorSalgado, Paulo
dc.contributor.authorIgrejas, Getúlio
dc.date.accessioned2010-11-10T09:57:07Z
dc.date.available2010-11-10T09:57:07Z
dc.date.issued2007
dc.description.abstractThis paper presents a fuzzy c-means clustering method for decompose a T-S fuzzy system. This technique is used to organize the fuzzy greenhouse climate model into a new structure more interpretable, as in the case of the physical model. This new methodology was tested to split the inside greenhouse air temperature and humidity flat fuzzy models into fuzzy sub-models. These fuzzy sub-models are compared with its counterpart’s physical sub-models. This algorithm is applied to the T-S fuzzy rules. The results are several clusters of rules where each cluster is a new fuzzy sub-system. This is a generalized Probabilistic Fuzzy C-Means (PFCM) algorithm applied to TS-Fuzzy System clustering. This allows automatic organization of one fuzzy system into a multimodel Hierarchical Structure.por
dc.description.sponsorshipThis work was supported by Fundação para a Ciência e Tecnologia (FCT) under grant POSI/SRI/41975/2001 and by CITAB - Centro de Investigação e Tecnologias Agro-Abientais e Biológicas.
dc.identifier.citationSalgado, Paulo; Igrejas, Getúlio (2007). Decomposition of a greenhouse TS-Fuzzy model by clustering process. In 4.ª Conferência de Engenharia "Engenharia' 2007 - Inovação e Desenvolvimento. Covilhãpor
dc.identifier.urihttp://hdl.handle.net/10198/2777
dc.language.isoengpor
dc.subjectFuzzy clusteringpor
dc.subjectRelevancepor
dc.titleDecomposition of a greenhouse TS-Fuzzy model by clustering processpor
dc.typeconference object
dspace.entity.typePublication
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/Orçamento de Funcionamento%2FPOSC/POSI%2FSRI%2F41975%2F2001/PT
oaire.citation.conferencePlaceCovilhã - Portugalpor
oaire.citation.titleEngenharias 2007por
oaire.fundingStreamOrçamento de Funcionamento/POSC
person.familyNameIgrejas
person.givenNameGetúlio
person.identifier.orcid0000-0002-6820-8858
person.identifier.ridM-8571-2013
person.identifier.scopus-author-id47761255900
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.nameFundação para a Ciência e a Tecnologia
rcaap.rightsopenAccesspor
rcaap.typeconferenceObjectpor
relation.isAuthorOfPublicationab4092ec-d1b1-4fe0-b65a-efba1310fd5a
relation.isAuthorOfPublication.latestForDiscoveryab4092ec-d1b1-4fe0-b65a-efba1310fd5a
relation.isProjectOfPublication154760fe-aeaf-4771-88e0-55ec65fc7d00
relation.isProjectOfPublication.latestForDiscovery154760fe-aeaf-4771-88e0-55ec65fc7d00

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