Publicação
A review in the use of artificial intelligence in textile industry
| Resumo: | This 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. |
|---|---|
| Autores principais: | Pereira, Filipe Alexandre Sousa |
| Outros Autores: | Carvalho, Vitor; Vasconcelos, Rosa; Soares, Filomena |
| Assunto: | Artificial intelligence (AI) Textile industry Industry 4.0 Yarn evaluation Machine learning Image processing |
| Ano: | 2022 |
| País: | Portugal |
| Tipo de documento: | comunicação em conferência |
| Tipo de acesso: | acesso aberto |
| Instituição associada: | Universidade do Minho |
| Idioma: | inglês |
| Origem: | RepositóriUM - Universidade do Minho |
| _version_ | 1866877872384245760 |
|---|---|
| author | Pereira, Filipe Alexandre Sousa |
| author2 | Carvalho, Vitor Vasconcelos, Rosa Soares, Filomena |
| author2_role | author author author |
| author_facet | Pereira, Filipe Alexandre Sousa Carvalho, Vitor Vasconcelos, Rosa Soares, Filomena |
| author_role | author |
| contributor_name_str_mv | Universidade do Minho |
| country_str | PT |
| creators_json_txt | [{\"Person.name\":\"Pereira, Filipe Alexandre Sousa\"},{\"Person.name\":\"Carvalho, Vitor\"},{\"Person.name\":\"Vasconcelos, Rosa\"},{\"Person.name\":\"Soares, Filomena\"}] |
| datacite.contributors.contributor.contributorName.fl_str_mv | Universidade do Minho |
| datacite.creators.creator.creatorName.fl_str_mv | Pereira, Filipe Alexandre Sousa Carvalho, Vitor Vasconcelos, Rosa Soares, Filomena |
| datacite.date.Accepted.fl_str_mv | 2022-01-01T00:00:00Z |
| datacite.date.available.fl_str_mv | 2024-03-26T17:29:18Z |
| datacite.date.embargoed.fl_str_mv | 2024-03-26T17:29:18Z |
| datacite.rights.fl_str_mv | http://purl.org/coar/access_right/c_abf2 |
| datacite.subjects.subject.fl_str_mv | Artificial intelligence (AI) Textile industry Industry 4.0 Yarn evaluation Machine learning Image processing |
| datacite.titles.title.fl_str_mv | A review in the use of artificial intelligence in textile industry |
| dc.contributor.none.fl_str_mv | Universidade do Minho |
| dc.creator.none.fl_str_mv | Pereira, Filipe Alexandre Sousa Carvalho, Vitor Vasconcelos, Rosa Soares, Filomena |
| dc.date.Accepted.fl_str_mv | 2022-01-01T00:00:00Z |
| dc.date.available.fl_str_mv | 2024-03-26T17:29:18Z |
| dc.date.embargoed.fl_str_mv | 2024-03-26T17:29:18Z |
| dc.format.none.fl_str_mv | application/pdf |
| dc.identifier.none.fl_str_mv | https://hdl.handle.net/1822/90094 |
| dc.language.none.fl_str_mv | eng |
| dc.publisher.none.fl_str_mv | Springer |
| dc.rights.none.fl_str_mv | http://purl.org/coar/access_right/c_abf2 |
| dc.subject.none.fl_str_mv | Artificial intelligence (AI) Textile industry Industry 4.0 Yarn evaluation Machine learning Image processing |
| dc.title.fl_str_mv | A review in the use of artificial intelligence in textile industry |
| dc.type.none.fl_str_mv | http://purl.org/coar/resource_type/c_5794 |
| description | This 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. |
| dirty | 0 |
| eu_rights_str_mv | openAccess |
| format | conferencePaper |
| fulltext.url.fl_str_mv | https://prod-dspace.uminho.pt/bitstreams/217d5640-8876-418a-b285-e09899b9bdd7/download |
| id | rum_f00a9ce6174b23419267cce650dfe696 |
| identifier.url.fl_str_mv | https://hdl.handle.net/1822/90094 |
| instacron_str | repositorium |
| institution | Universidade do Minho |
| instname_str | Universidade do Minho |
| language | eng |
| network_acronym_str | rum |
| network_name_str | RepositóriUM - Universidade do Minho |
| oai_identifier_str | oai:repositorium.uminho.pt:1822/90094 |
| organization_str_mv | urn:organizationAcronym:repositorium |
| person_str_mv | Pereira, Filipe Alexandre Sousa Carvalho, Vitor Vasconcelos, Rosa Soares, Filomena |
| publishDate | 2022 |
| publisher.none.fl_str_mv | Springer |
| reponame_str | RepositóriUM - Universidade do Minho |
| repository_id_str | urn:repositoryAcronym:rum |
| service_str_mv | urn:repositoryAcronym:rum |
| spelling | engSpringerporThis 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.application/pdfporA review in the use of artificial intelligence in textile industryPereira, Filipe Alexandre SousaCarvalho, VitorVasconcelos, RosaSoares, FilomenaHostingInstitutionOrganizationalUniversidade do Minhoe-mailmailto:repositorium@usdb.uminho.ptrepositorium@usdb.uminho.ptISBNIsPartOf978-3-030-79167-4ISSNIsPartOf2195-4356DOIIsPartOf10.1007/978-3-030-79168-1_342024-03-26T17:29:18Z20222024-03-26T16:06:31Z2022-01-01T00:00:00ZHandlehttps://hdl.handle.net/1822/90094http://purl.org/coar/access_right/c_abf2open accessArtificial intelligence (AI)Textile industryIndustry 4.0Yarn evaluationMachine learningImage processing3042696 bytesother research producthttp://purl.org/coar/resource_type/c_5794conference paperhttp://purl.org/coar/access_right/c_abf2application/pdffulltexthttps://prod-dspace.uminho.pt/bitstreams/217d5640-8876-418a-b285-e09899b9bdd7/download |
| spellingShingle | A review in the use of artificial intelligence in textile industry Pereira, Filipe Alexandre Sousa Artificial intelligence (AI) Textile industry Industry 4.0 Yarn evaluation Machine learning Image processing |
| status | SINGLETON |
| subject.fl_str_mv | Artificial intelligence (AI) Textile industry Industry 4.0 Yarn evaluation Machine learning Image processing |
| title | A review in the use of artificial intelligence in textile industry |
| title_full | A review in the use of artificial intelligence in textile industry |
| title_fullStr | A review in the use of artificial intelligence in textile industry |
| title_full_unstemmed | A review in the use of artificial intelligence in textile industry |
| title_short | A review in the use of artificial intelligence in textile industry |
| title_sort | A review in the use of artificial intelligence in textile industry |
| topic | Artificial intelligence (AI) Textile industry Industry 4.0 Yarn evaluation Machine learning Image processing |
| topic_facet | Artificial intelligence (AI) Textile industry Industry 4.0 Yarn evaluation Machine learning Image processing |
| url | https://hdl.handle.net/1822/90094 |
| visible | 1 |