Systematic sequencing of factorial experiments as an alternative to the random order

Detalhes bibliográficos
Autor(a) principal: Oprime, Pedro Carlos
Data de Publicação: 2017
Outros Autores: Pureza, Vitória Maria Miranda, De Oliveira, Samuel Conceição [UNESP]
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1590/0104-530X1266-16
http://hdl.handle.net/11449/174382
Resumo: The current study aims to discuss the use of systematic methods to generate experimental designs with good statistical properties and low costs. The research focuses on the sequence of experiments and on analysis the results of three different approaches used to build (orthogonal and non-orthogonal) two-level factorial designs, wherein sequencing is randomly or systematically performed. The study simulated the design generated by each approach in the context of an actual glass container manufacturing process, with and without the presence of linear trend effects. The results indicate that, in comparison to the random order, systematic sequences may lead to fewer factor level changes and to increased robustness to linear trend effects. Therefore, they may attach design cost and quality.
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spelling Systematic sequencing of factorial experiments as an alternative to the random orderCostFactorial design of experimentsLinear trendsRandom and systematic sequencesSimulationThe current study aims to discuss the use of systematic methods to generate experimental designs with good statistical properties and low costs. The research focuses on the sequence of experiments and on analysis the results of three different approaches used to build (orthogonal and non-orthogonal) two-level factorial designs, wherein sequencing is randomly or systematically performed. The study simulated the design generated by each approach in the context of an actual glass container manufacturing process, with and without the presence of linear trend effects. The results indicate that, in comparison to the random order, systematic sequences may lead to fewer factor level changes and to increased robustness to linear trend effects. Therefore, they may attach design cost and quality.Universidade Federal de São Carlos - UFSCar Rodovia Washington Luís, Km 235, SP-310Departamento de Bioprocessos e Biotecnologia Faculdade de Ciências Farmacêuticas Universidade Estadual Paulista - UNESP, Rodovia Araraquara-Jaú, Km 1Departamento de Bioprocessos e Biotecnologia Faculdade de Ciências Farmacêuticas Universidade Estadual Paulista - UNESP, Rodovia Araraquara-Jaú, Km 1Universidade Federal de São Carlos (UFSCar)Universidade Estadual Paulista (Unesp)Oprime, Pedro CarlosPureza, Vitória Maria MirandaDe Oliveira, Samuel Conceição [UNESP]2018-12-11T17:10:51Z2018-12-11T17:10:51Z2017-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article108-122application/pdfhttp://dx.doi.org/10.1590/0104-530X1266-16Gestao e Producao, v. 24, n. 1, p. 108-122, 2017.1806-96490104-530Xhttp://hdl.handle.net/11449/17438210.1590/0104-530X1266-16S0104-530X20170001001082-s2.0-85016229490S0104-530X2017000100108.pdfScopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengGestao e Producaoinfo:eu-repo/semantics/openAccess2023-10-13T06:07:20Zoai:repositorio.unesp.br:11449/174382Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T14:47:31.175100Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Systematic sequencing of factorial experiments as an alternative to the random order
title Systematic sequencing of factorial experiments as an alternative to the random order
spellingShingle Systematic sequencing of factorial experiments as an alternative to the random order
Oprime, Pedro Carlos
Cost
Factorial design of experiments
Linear trends
Random and systematic sequences
Simulation
title_short Systematic sequencing of factorial experiments as an alternative to the random order
title_full Systematic sequencing of factorial experiments as an alternative to the random order
title_fullStr Systematic sequencing of factorial experiments as an alternative to the random order
title_full_unstemmed Systematic sequencing of factorial experiments as an alternative to the random order
title_sort Systematic sequencing of factorial experiments as an alternative to the random order
author Oprime, Pedro Carlos
author_facet Oprime, Pedro Carlos
Pureza, Vitória Maria Miranda
De Oliveira, Samuel Conceição [UNESP]
author_role author
author2 Pureza, Vitória Maria Miranda
De Oliveira, Samuel Conceição [UNESP]
author2_role author
author
dc.contributor.none.fl_str_mv Universidade Federal de São Carlos (UFSCar)
Universidade Estadual Paulista (Unesp)
dc.contributor.author.fl_str_mv Oprime, Pedro Carlos
Pureza, Vitória Maria Miranda
De Oliveira, Samuel Conceição [UNESP]
dc.subject.por.fl_str_mv Cost
Factorial design of experiments
Linear trends
Random and systematic sequences
Simulation
topic Cost
Factorial design of experiments
Linear trends
Random and systematic sequences
Simulation
description The current study aims to discuss the use of systematic methods to generate experimental designs with good statistical properties and low costs. The research focuses on the sequence of experiments and on analysis the results of three different approaches used to build (orthogonal and non-orthogonal) two-level factorial designs, wherein sequencing is randomly or systematically performed. The study simulated the design generated by each approach in the context of an actual glass container manufacturing process, with and without the presence of linear trend effects. The results indicate that, in comparison to the random order, systematic sequences may lead to fewer factor level changes and to increased robustness to linear trend effects. Therefore, they may attach design cost and quality.
publishDate 2017
dc.date.none.fl_str_mv 2017-01-01
2018-12-11T17:10:51Z
2018-12-11T17:10:51Z
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 http://dx.doi.org/10.1590/0104-530X1266-16
Gestao e Producao, v. 24, n. 1, p. 108-122, 2017.
1806-9649
0104-530X
http://hdl.handle.net/11449/174382
10.1590/0104-530X1266-16
S0104-530X2017000100108
2-s2.0-85016229490
S0104-530X2017000100108.pdf
url http://dx.doi.org/10.1590/0104-530X1266-16
http://hdl.handle.net/11449/174382
identifier_str_mv Gestao e Producao, v. 24, n. 1, p. 108-122, 2017.
1806-9649
0104-530X
10.1590/0104-530X1266-16
S0104-530X2017000100108
2-s2.0-85016229490
S0104-530X2017000100108.pdf
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Gestao e Producao
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 108-122
application/pdf
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
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