Diseño de un Modelo Predictivo en el Contexto Industria 4.0
The Internet of Things (IoT), the development and installation of advanced sensors for data collection, computer solutions for remote connection and other disruptive technologies are marking a transformation process in the industry; giving rise to what various sectors have called the fourth industri...
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| Other Authors: | , |
| Format: | article |
| Language: | English |
| Published: |
2018
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| Online Access: | https://knepublishing.com/index.php/KnE-Engineering/article/view/1458 http://ridda2.utp.ac.pa/handle/123456789/4373 |
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| _version_ | 1869652475491909632 |
|---|---|
| author | Candanedo, Inés Sittón |
| author2 | González, Sarah Rodríguez Muñoz, Lilia |
| author2_role | author author |
| author_browse | Candanedo, Inés Sittón González, Sarah Rodríguez Muñoz, Lilia |
| author_facet | Candanedo, Inés Sittón González, Sarah Rodríguez Muñoz, Lilia |
| author_role | author |
| collection | Repositorio Institucional de documento digitales de acceso abierto de la UTP |
| dc.contributor.none.fl_str_mv | |
| dc.creator.none.fl_str_mv | Candanedo, Inés Sittón González, Sarah Rodríguez Muñoz, Lilia Candanedo, Inés Sittón González, Sarah Rodríguez Muñoz, Lilia |
| dc.date.none.fl_str_mv | 2018-02-11 2018-02-23T17:18:31Z 2018-02-23T17:18:31Z |
| dc.format.none.fl_str_mv | application/msword application/pdf application/xml |
| dc.identifier.none.fl_str_mv | https://knepublishing.com/index.php/KnE-Engineering/article/view/1458 10.18502/keg.v3i1.1458 http://ridda2.utp.ac.pa/handle/123456789/4373 |
| dc.language.none.fl_str_mv | eng |
| dc.publisher.none.fl_str_mv | KnE Publishing |
| dc.relation.none.fl_str_mv | https://knepublishing.com/index.php/KnE-Engineering/article/view/1458/3268 https://knepublishing.com/index.php/KnE-Engineering/article/view/1458/3519 https://knepublishing.com/index.php/KnE-Engineering/article/view/1458/3520 |
| dc.rights.none.fl_str_mv | info:eu-repo/semantics/openAccess https://creativecommons.org/licenses/by/4.0/ |
| dc.source.none.fl_str_mv | 2518-6841 KnE Engineering; 6th Engineering, Science and Technology Conference - Panama 2017 (ESTEC 2017); 543-551 reponame:Repositorio Institucional de documento digitales de acceso abierto de la UTP instname:Universidad Tecnológica de Panamá instacron:U Tecnológica de Panamá |
| dc.title.none.fl_str_mv | Diseño de un Modelo Predictivo en el Contexto Industria 4.0 |
| dc.type.none.fl_str_mv | info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion |
| description | The Internet of Things (IoT), the development and installation of advanced sensors for data collection, computer solutions for remote connection and other disruptive technologies are marking a transformation process in the industry; giving rise to what various sectors have called the fourth industrial revolution or Industry 4.0. With this process of change, organizations face both new opportunities and challenges. This article focuses on the modeling and integration of industrial data, generated by sensors installed in machines. The extraction of patterns is proposed, using data fusion techniques that allow the design of a predictive maintenance model. Finally, a case study is presented with a database that is applied to the Naive Bayes Algorithm to obtain predictions.Keywords: Industry 4.0, Sensors, Internet of Things, Pattern Extraction, Omnibus Models. |
| eu_rights_str_mv | openAccess |
| format | article |
| id | lrtest_d018e6ef4783dc0debac526260cdff76 |
| identifier_str_mv | 10.18502/keg.v3i1.1458 |
| instacron_str | U Tecnológica de Panamá |
| institution | U Tecnológica de Panamá |
| instname_str | Universidad Tecnológica de Panamá |
| language | eng |
| network_acronym_str | lrtest |
| network_name_str | lr |
| oai_identifier_str | oai:ridda2.utp.ac.pa:123456789/4373 |
| publishDate | 2018 |
| publishDateSort | 2018 |
| publisher.none.fl_str_mv | KnE Publishing |
| reponame_str | Repositorio Institucional de documento digitales de acceso abierto de la UTP |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | https://creativecommons.org/licenses/by/4.0/ |
| spelling | Diseño de un Modelo Predictivo en el Contexto Industria 4.0Candanedo, Inés SittónGonzález, Sarah RodríguezMuñoz, LiliaCandanedo, Inés SittónGonzález, Sarah RodríguezMuñoz, LiliaThe Internet of Things (IoT), the development and installation of advanced sensors for data collection, computer solutions for remote connection and other disruptive technologies are marking a transformation process in the industry; giving rise to what various sectors have called the fourth industrial revolution or Industry 4.0. With this process of change, organizations face both new opportunities and challenges. This article focuses on the modeling and integration of industrial data, generated by sensors installed in machines. The extraction of patterns is proposed, using data fusion techniques that allow the design of a predictive maintenance model. Finally, a case study is presented with a database that is applied to the Naive Bayes Algorithm to obtain predictions.Keywords: Industry 4.0, Sensors, Internet of Things, Pattern Extraction, Omnibus Models. KnE Publishing2018-02-112018-02-23T17:18:31Z2018-02-23T17:18:31Zinfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/mswordapplication/pdfapplication/xmlhttps://knepublishing.com/index.php/KnE-Engineering/article/view/145810.18502/keg.v3i1.1458http://ridda2.utp.ac.pa/handle/123456789/43732518-6841KnE Engineering; 6th Engineering, Science and Technology Conference - Panama 2017 (ESTEC 2017); 543-551reponame:Repositorio Institucional de documento digitales de acceso abierto de la UTPinstname:Universidad Tecnológica de Panamáinstacron:U Tecnológica de Panamáenghttps://knepublishing.com/index.php/KnE-Engineering/article/view/1458/3268https://knepublishing.com/index.php/KnE-Engineering/article/view/1458/3519https://knepublishing.com/index.php/KnE-Engineering/article/view/1458/3520info:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by/4.0/oai:ridda2.utp.ac.pa:123456789/43732021-07-06T16:47:39Z |
| spellingShingle | Diseño de un Modelo Predictivo en el Contexto Industria 4.0 Candanedo, Inés Sittón |
| status_str | publishedVersion |
| title | Diseño de un Modelo Predictivo en el Contexto Industria 4.0 |
| title_full | Diseño de un Modelo Predictivo en el Contexto Industria 4.0 |
| title_fullStr | Diseño de un Modelo Predictivo en el Contexto Industria 4.0 |
| title_full_unstemmed | Diseño de un Modelo Predictivo en el Contexto Industria 4.0 |
| title_short | Diseño de un Modelo Predictivo en el Contexto Industria 4.0 |
| title_sort | Diseño de un Modelo Predictivo en el Contexto Industria 4.0 |
| url | https://knepublishing.com/index.php/KnE-Engineering/article/view/1458 http://ridda2.utp.ac.pa/handle/123456789/4373 |