A review in the use of artificial intelligence in textile industry

dc.contributor.authorPereira, Filipe Alexandre Sousapor
dc.contributor.authorCarvalho, Vitorpor
dc.contributor.authorVasconcelos, Rosapor
dc.contributor.authorSoares, Filomenapor
dc.date.accessioned2024-03-26T17:29:18Z
dc.date.available2024-03-26T17:29:18Z
dc.date.issued2022
dc.date.updated2024-03-26T16:06:31Z
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.por
dc.description.sponsorshipThis work has been supported by FCT -Fundacao para a Ciencia e Tecnologia within the R&D Units Project Scope: UIDP/04077/2020 and UIDB/04077/2020.por
dc.distributioninternationalpor
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_34por
dc.identifier.doi10.1007/978-3-030-79168-1_34por
dc.identifier.eisbn978-3-030-79168-1por
dc.identifier.isbn978-3-030-79167-4por
dc.identifier.issn2195-4356
dc.identifier.urihttps://hdl.handle.net/1822/90094
dc.language.isoengpor
dc.peerreviewedyespor
dc.publisherSpringerpor
dc.relationinfo:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UIDP%2F04077%2F2020/PTpor
dc.relationinfo:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UIDB%2F04077%2F2020/PTpor
dc.rightsopenAccesspor
dc.subjectArtificial intelligence (AI)por
dc.subjectTextile industrypor
dc.subjectIndustry 4.0por
dc.subjectYarn evaluationpor
dc.subjectMachine learningpor
dc.subjectImage processingpor
dc.subject.wosScience & Technology
dc.titleA review in the use of artificial intelligence in textile industrypor
dc.typeconferencePaperpor
dspace.entity.typePublicationen
oaire.citationEndPage392por
oaire.citationStartPage377por
sdum.bookTitleINNOVATIONS IN MECHATRONICS ENGINEERING
sdum.conferencePublicationInnovations in Mechatronics Engineeringpor
sdum.export.identifier14839
sdum.journalLecture Notes in Mechanical Engineering

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