Development of an open-source injection mold monitoring system

Detalhes bibliográficos
Autor(a) principal: Gomes, Tiago E. P.
Data de Publicação: 2023
Outros Autores: Cadete, Mylene S., Ferreira, Jorge A. F., Febra, Renato, Silva, João, Noversa, João Tiago Gomes, Pontes, A. J., Neto, Victor
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: https://hdl.handle.net/1822/85521
Resumo: The raw data collected during the case study can be found at: https://github.com/TEPGomes/OpenMMS-T4G/blob/cfa6e23c7fc02a645e31e06d299021cb0a3ce3e7/Real_World_Test/Case_Study_Raw_Data.csv (accessed on 23 March 2023).
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spelling Development of an open-source injection mold monitoring systemInjection molding tool monitoringInformation technologyData acquisitionGraphical user interfaceUser-computer interfaceOpen source softwareLow costReal timeScience & TechnologyThe raw data collected during the case study can be found at: https://github.com/TEPGomes/OpenMMS-T4G/blob/cfa6e23c7fc02a645e31e06d299021cb0a3ce3e7/Real_World_Test/Case_Study_Raw_Data.csv (accessed on 23 March 2023).In the highly competitive injection molding industry, the ability to effectively collect information from various sensors installed in molds and machines is of the utmost relevance, enabling the development of data-based Industry 4.0 algorithms. In this work, an alternative to commercially available monitoring systems used in the industry was developed and tested in the scope of the TOOLING 4G project. The novelty of this system is its affordability, simplicity, real-time data acquisition and display in an intuitive Graphical User Interface (GUI), while being open-source firmware and software-based. These characteristics, and their combinations have been present in previous works, but, to the authors’ knowledge, not all of them simultaneously. The system used an Arduino microcontroller-based data acquisition module that can be connected to any computer via a USB port. Software was developed, including a GUI, prepared to receive data from both the Arduino module and a second module. In the current state of development, data corresponding to a maximum of six sensors can be visualized, at a rate of 10 Hz, and recorded for later usage. These capabilities were verified under real-world conditions for monitoring an injection mold with the objective of creating the basis of a platform to deploy predictive maintenance. Mold temperature, cavity pressure, 3-axis acceleration, and extraction force data showed the system can successfully monitor the mold and allowed the clear distinction between normal and abnormal operating patterns.This work was developed in the scope of the mobilizing project TOOLING4G—Advanced Tools for Smart Manufacturing (POCI-01-0247-FEDER-024516). Further support was given through the projects with reference UIDB/00481/2020, UIDP/00481/2020, and CENTRO-01-0145-FEDER-022083, financed through FCT—Fundação para a Ciência e a Tecnologia; Programa Operacional Regional do Centro Portugal (Centro2020), in the scope of PORTUGAL2020, through the European Regional Development Fund. TG and MSC thank FCT for the scholarships with reference SFRH/BD/143429/2019 and 2020.04681.BD, respectively.Multidisciplinary Digital Publishing InstituteUniversidade do MinhoGomes, Tiago E. P.Cadete, Mylene S.Ferreira, Jorge A. F.Febra, RenatoSilva, JoãoNoversa, João Tiago GomesPontes, A. J.Neto, Victor2023-03-292023-03-29T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/1822/85521engGomes, T.E.P.; Cadete, M.S.; Ferreira, J.A.F.; Febra, R.; Silva, J.; Noversa, T.; Pontes, A.J.; Neto, V. Development of an Open-Source Injection Mold Monitoring System. Sensors 2023, 23, 3569. https://doi.org/10.3390/s230735691424-82201424-822010.3390/s2307356937050629https://www.mdpi.com/1424-8220/23/7/3569info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-12-23T01:33:17Zoai:repositorium.sdum.uminho.pt:1822/85521Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T19:30:26.054210Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Development of an open-source injection mold monitoring system
title Development of an open-source injection mold monitoring system
spellingShingle Development of an open-source injection mold monitoring system
Gomes, Tiago E. P.
Injection molding tool monitoring
Information technology
Data acquisition
Graphical user interface
User-computer interface
Open source software
Low cost
Real time
Science & Technology
title_short Development of an open-source injection mold monitoring system
title_full Development of an open-source injection mold monitoring system
title_fullStr Development of an open-source injection mold monitoring system
title_full_unstemmed Development of an open-source injection mold monitoring system
title_sort Development of an open-source injection mold monitoring system
author Gomes, Tiago E. P.
author_facet Gomes, Tiago E. P.
Cadete, Mylene S.
Ferreira, Jorge A. F.
Febra, Renato
Silva, João
Noversa, João Tiago Gomes
Pontes, A. J.
Neto, Victor
author_role author
author2 Cadete, Mylene S.
Ferreira, Jorge A. F.
Febra, Renato
Silva, João
Noversa, João Tiago Gomes
Pontes, A. J.
Neto, Victor
author2_role author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Gomes, Tiago E. P.
Cadete, Mylene S.
Ferreira, Jorge A. F.
Febra, Renato
Silva, João
Noversa, João Tiago Gomes
Pontes, A. J.
Neto, Victor
dc.subject.por.fl_str_mv Injection molding tool monitoring
Information technology
Data acquisition
Graphical user interface
User-computer interface
Open source software
Low cost
Real time
Science & Technology
topic Injection molding tool monitoring
Information technology
Data acquisition
Graphical user interface
User-computer interface
Open source software
Low cost
Real time
Science & Technology
description The raw data collected during the case study can be found at: https://github.com/TEPGomes/OpenMMS-T4G/blob/cfa6e23c7fc02a645e31e06d299021cb0a3ce3e7/Real_World_Test/Case_Study_Raw_Data.csv (accessed on 23 March 2023).
publishDate 2023
dc.date.none.fl_str_mv 2023-03-29
2023-03-29T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://hdl.handle.net/1822/85521
url https://hdl.handle.net/1822/85521
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Gomes, T.E.P.; Cadete, M.S.; Ferreira, J.A.F.; Febra, R.; Silva, J.; Noversa, T.; Pontes, A.J.; Neto, V. Development of an Open-Source Injection Mold Monitoring System. Sensors 2023, 23, 3569. https://doi.org/10.3390/s23073569
1424-8220
1424-8220
10.3390/s23073569
37050629
https://www.mdpi.com/1424-8220/23/7/3569
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Multidisciplinary Digital Publishing Institute
publisher.none.fl_str_mv Multidisciplinary Digital Publishing Institute
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
repository.mail.fl_str_mv
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