The Mixed CUSUM-EWMA (MCE) control chart as a new alternative in the monitoring of a manufacturing process

Detalhes bibliográficos
Autor(a) principal: Alves, Custodio da Cunha
Data de Publicação: 2019
Outros Autores: Konrath, Andréa Cristina, Henning, Elisa, Walter, Olga Maria Formigoni Carvalho, Paladini, Edson Pacheco, Oliveira, Teresa A., Oliveira, Amílcar
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Brazilian Journal of Operations & Production Management (Online)
Texto Completo: https://bjopm.org.br/bjopm/article/view/473
Resumo: Goal: The objective is to conclude, based on a comparative study, if there is a significant difference in sensitivity between the application of MCE and the individual application of the CUSUM or EWMA chart, i.e., greater sensitivity particularly for cases of lesser magnitude of change. Design/Methodology/Approach: These are an applied research and statistical techniques such as statistical control charts are used for monitoring variability. Results: The results show that the MCE chart signals a process out of statistical control, while individual EWMA and CUSUM charts does not detect any situation out of statistical control for the data analyzed. Limitations: This article is dedicated to measurable variables and individual analysis of quality characteristics, without investing in attribute variables. The MCE chart was applied to items that are essential to the productive process development being analysed. Practical Implications: The practical implications of this study can contribute to: the correct choice of more sensitive control charts to detect mainly small changes in the location (mean) of processes; provide clear and accurate information about the fundamental procedures for the implementation of statistical quality control; and encourage the use of this quality improvement tool. Originality/Value: The MCE control chart is a great differential for the improvement of the quality process of the studied company because it goes beyond what CUSUM and EWMA control charts can identify in terms of variability.
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spelling The Mixed CUSUM-EWMA (MCE) control chart as a new alternative in the monitoring of a manufacturing processProcess MonitoringControl ChartMixed CUSUM-EWMA ChartGoal: The objective is to conclude, based on a comparative study, if there is a significant difference in sensitivity between the application of MCE and the individual application of the CUSUM or EWMA chart, i.e., greater sensitivity particularly for cases of lesser magnitude of change. Design/Methodology/Approach: These are an applied research and statistical techniques such as statistical control charts are used for monitoring variability. Results: The results show that the MCE chart signals a process out of statistical control, while individual EWMA and CUSUM charts does not detect any situation out of statistical control for the data analyzed. Limitations: This article is dedicated to measurable variables and individual analysis of quality characteristics, without investing in attribute variables. The MCE chart was applied to items that are essential to the productive process development being analysed. Practical Implications: The practical implications of this study can contribute to: the correct choice of more sensitive control charts to detect mainly small changes in the location (mean) of processes; provide clear and accurate information about the fundamental procedures for the implementation of statistical quality control; and encourage the use of this quality improvement tool. Originality/Value: The MCE control chart is a great differential for the improvement of the quality process of the studied company because it goes beyond what CUSUM and EWMA control charts can identify in terms of variability.Brazilian Association for Industrial Engineering and Operations Management (ABEPRO)2019-01-21info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionPeer-reviewed Articletext/htmlapplication/pdfhttps://bjopm.org.br/bjopm/article/view/47310.14488/BJOPM.2019.v16.n1.a1Brazilian Journal of Operations & Production Management; Vol. 16 No. 1 (2019): March, 2019; 1-132237-8960reponame:Brazilian Journal of Operations & Production Management (Online)instname:Associação Brasileira de Engenharia de Produção (ABEPRO)instacron:ABEPROenghttps://bjopm.org.br/bjopm/article/view/473/765https://bjopm.org.br/bjopm/article/view/473/767Copyright (c) 2019 Brazilian Journal of Operations & Production Managementinfo:eu-repo/semantics/openAccessAlves, Custodio da CunhaKonrath, Andréa CristinaHenning, ElisaWalter, Olga Maria Formigoni CarvalhoPaladini, Edson PachecoOliveira, Teresa A.Oliveira, Amílcar2021-07-13T14:14:24Zoai:ojs.bjopm.org.br:article/473Revistahttps://bjopm.org.br/bjopmONGhttps://bjopm.org.br/bjopm/oaibjopm.journal@gmail.com2237-89601679-8171opendoar:2023-03-13T09:45:17.947726Brazilian Journal of Operations & Production Management (Online) - Associação Brasileira de Engenharia de Produção (ABEPRO)false
dc.title.none.fl_str_mv The Mixed CUSUM-EWMA (MCE) control chart as a new alternative in the monitoring of a manufacturing process
title The Mixed CUSUM-EWMA (MCE) control chart as a new alternative in the monitoring of a manufacturing process
spellingShingle The Mixed CUSUM-EWMA (MCE) control chart as a new alternative in the monitoring of a manufacturing process
Alves, Custodio da Cunha
Process Monitoring
Control Chart
Mixed CUSUM-EWMA Chart
title_short The Mixed CUSUM-EWMA (MCE) control chart as a new alternative in the monitoring of a manufacturing process
title_full The Mixed CUSUM-EWMA (MCE) control chart as a new alternative in the monitoring of a manufacturing process
title_fullStr The Mixed CUSUM-EWMA (MCE) control chart as a new alternative in the monitoring of a manufacturing process
title_full_unstemmed The Mixed CUSUM-EWMA (MCE) control chart as a new alternative in the monitoring of a manufacturing process
title_sort The Mixed CUSUM-EWMA (MCE) control chart as a new alternative in the monitoring of a manufacturing process
author Alves, Custodio da Cunha
author_facet Alves, Custodio da Cunha
Konrath, Andréa Cristina
Henning, Elisa
Walter, Olga Maria Formigoni Carvalho
Paladini, Edson Pacheco
Oliveira, Teresa A.
Oliveira, Amílcar
author_role author
author2 Konrath, Andréa Cristina
Henning, Elisa
Walter, Olga Maria Formigoni Carvalho
Paladini, Edson Pacheco
Oliveira, Teresa A.
Oliveira, Amílcar
author2_role author
author
author
author
author
author
dc.contributor.author.fl_str_mv Alves, Custodio da Cunha
Konrath, Andréa Cristina
Henning, Elisa
Walter, Olga Maria Formigoni Carvalho
Paladini, Edson Pacheco
Oliveira, Teresa A.
Oliveira, Amílcar
dc.subject.por.fl_str_mv Process Monitoring
Control Chart
Mixed CUSUM-EWMA Chart
topic Process Monitoring
Control Chart
Mixed CUSUM-EWMA Chart
description Goal: The objective is to conclude, based on a comparative study, if there is a significant difference in sensitivity between the application of MCE and the individual application of the CUSUM or EWMA chart, i.e., greater sensitivity particularly for cases of lesser magnitude of change. Design/Methodology/Approach: These are an applied research and statistical techniques such as statistical control charts are used for monitoring variability. Results: The results show that the MCE chart signals a process out of statistical control, while individual EWMA and CUSUM charts does not detect any situation out of statistical control for the data analyzed. Limitations: This article is dedicated to measurable variables and individual analysis of quality characteristics, without investing in attribute variables. The MCE chart was applied to items that are essential to the productive process development being analysed. Practical Implications: The practical implications of this study can contribute to: the correct choice of more sensitive control charts to detect mainly small changes in the location (mean) of processes; provide clear and accurate information about the fundamental procedures for the implementation of statistical quality control; and encourage the use of this quality improvement tool. Originality/Value: The MCE control chart is a great differential for the improvement of the quality process of the studied company because it goes beyond what CUSUM and EWMA control charts can identify in terms of variability.
publishDate 2019
dc.date.none.fl_str_mv 2019-01-21
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
Peer-reviewed Article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://bjopm.org.br/bjopm/article/view/473
10.14488/BJOPM.2019.v16.n1.a1
url https://bjopm.org.br/bjopm/article/view/473
identifier_str_mv 10.14488/BJOPM.2019.v16.n1.a1
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv https://bjopm.org.br/bjopm/article/view/473/765
https://bjopm.org.br/bjopm/article/view/473/767
dc.rights.driver.fl_str_mv Copyright (c) 2019 Brazilian Journal of Operations & Production Management
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2019 Brazilian Journal of Operations & Production Management
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv text/html
application/pdf
dc.publisher.none.fl_str_mv Brazilian Association for Industrial Engineering and Operations Management (ABEPRO)
publisher.none.fl_str_mv Brazilian Association for Industrial Engineering and Operations Management (ABEPRO)
dc.source.none.fl_str_mv Brazilian Journal of Operations & Production Management; Vol. 16 No. 1 (2019): March, 2019; 1-13
2237-8960
reponame:Brazilian Journal of Operations & Production Management (Online)
instname:Associação Brasileira de Engenharia de Produção (ABEPRO)
instacron:ABEPRO
instname_str Associação Brasileira de Engenharia de Produção (ABEPRO)
instacron_str ABEPRO
institution ABEPRO
reponame_str Brazilian Journal of Operations & Production Management (Online)
collection Brazilian Journal of Operations & Production Management (Online)
repository.name.fl_str_mv Brazilian Journal of Operations & Production Management (Online) - Associação Brasileira de Engenharia de Produção (ABEPRO)
repository.mail.fl_str_mv bjopm.journal@gmail.com
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