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A review in the use of artificial intelligence in textile industry

dc.contributor.authorPereira, Filipe
dc.contributor.authorCarvalho, Vítor
dc.contributor.authorVasconcelos, Rosa
dc.contributor.authorSoares, Filomena
dc.date.accessioned2024-07-16T09:16:37Z
dc.date.available2024-07-16T09:16:37Z
dc.date.issued2022
dc.description.abstractThis paper presents an analysis of the state of the art of artificial intelligence applications in the textile industry. A review of the existing literature was performed. This article presents three methods of analyzing textile yarn. Some techniques, used in textile fabric inspection, are presented throughout this paper, as well as the use of artificial intelligence on improving the performance of productive systems using neural networks and artificial vision. The preliminary results demonstrate that the techniques covered are an asset in obtaining defects in textile fabrics at the industrial level. Taking into account the various methods of inspection and analysis of textile yarn, all present pros and cons in applicability in the textile area. In terms of advantages, all allow a better analysis of the textile yarn and defect detection with high quality, but with applicability in more complex systems. As a disadvantage, they present the fact that they do not have an already standardized algorithm that can be used, which makes its use more complex. Some possible future applications are also described.pt_PT
dc.description.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.citationPereira, F., Carvalho, V., Vasconcelos, R., Soares, F. (2022). A Review in the Use of Artificial Intelligence in Textile Industry. In: Machado, J., Soares, F., Trojanowska, J., Yildirim, S. (eds) Innovations in Mechatronics Engineering. icieng 2021. Lecture Notes in Mechanical Engineering. Springer, Cham. https://doi.org/10.1007/978-3-030-79168-1_34pt_PT
dc.identifier.doi10.1007/978-3-030-79168-1_34pt_PT
dc.identifier.issn2195-4356
dc.identifier.urihttp://hdl.handle.net/10400.22/25798
dc.language.isoengpt_PT
dc.peerreviewedyespt_PT
dc.publisherSpringerpt_PT
dc.relationMechanical Engineering and Resource Sustainability Center
dc.relationMechanical Engineering and Resource Sustainability Center
dc.relation.publisherversionhttps://link.springer.com/chapter/10.1007/978-3-030-79168-1_34#citeaspt_PT
dc.subjectArtificial Intelligence (AI)pt_PT
dc.subjectTextile Industrypt_PT
dc.subjectIndustry 4.0pt_PT
dc.subjectYarn evaluationpt_PT
dc.subjectMachine learningpt_PT
dc.subjectImage processingpt_PT
dc.titleA review in the use of artificial intelligence in textile industrypt_PT
dc.typeconference object
dspace.entity.typePublication
oaire.awardTitleMechanical Engineering and Resource Sustainability Center
oaire.awardTitleMechanical Engineering and Resource Sustainability Center
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UIDP%2F04077%2F2020/PT
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UIDB%2F04077%2F2020/PT
oaire.citation.endPage392pt_PT
oaire.citation.startPage377pt_PT
oaire.citation.titleLecture Notes in Mechanical Engineeringpt_PT
oaire.fundingStream6817 - DCRRNI ID
oaire.fundingStream6817 - DCRRNI ID
person.familyNamePereira
person.familyNameCarvalho
person.familyNameCastro Fernandes Vasconcelos
person.givenNameFilipe
person.givenNameVítor
person.givenNameRosa Maria
person.identifier2678424
person.identifierM-5169-2013
person.identifier.ciencia-idE215-627F-4655
person.identifier.ciencia-id6B1A-0E92-FBF5
person.identifier.ciencia-idFA11-C883-85FE
person.identifier.orcid0000-0001-7809-5554
person.identifier.orcid0000-0003-4658-5844
person.identifier.orcid0000-0003-1434-1060
person.identifier.ridADG-6620-2022
person.identifier.scopus-author-id55821740000
person.identifier.scopus-author-idID 7003456220
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.nameFundação para a Ciência e a Tecnologia
project.funder.nameFundação para a Ciência e a Tecnologia
rcaap.rightsclosedAccesspt_PT
rcaap.typeconferenceObjectpt_PT
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relation.isAuthorOfPublication88281109-a616-40e0-9c1d-5d0810606b4e
relation.isAuthorOfPublicatione12e47a4-c12b-46ae-ae4c-4181e7ef1873
relation.isAuthorOfPublication.latestForDiscovery88281109-a616-40e0-9c1d-5d0810606b4e
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