Critical Evaluation into the practical utility of the Design of Experiments

The research aims to emphasise the relevance of the Design of Experiments (DOE) technique as a reliable method for ensuring efficient use of statistical methods in routine industrial processes. A case study approach with a deductive strategy was used to assess the effectiveness of different DOE meth...

Descripción completa

Guardado en:

Detalles Bibliográficos
Autores principales:	Sharma Mithun, Sharma Shilpi
Formato:	article
Lenguaje:	EN
Publicado:	Sciendo 2021
Materias:	six-sigma design of experiments screening taguchi screening full factorial Production management. Operations management TS155-194
Acceso en línea:	https://doaj.org/article/ae7f22b05c764c338c47e17aac254239
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

id	oai:doaj.org-article:ae7f22b05c764c338c47e17aac254239
record_format	dspace
spelling	oai:doaj.org-article:ae7f22b05c764c338c47e17aac2542392021-12-05T14:11:07ZCritical Evaluation into the practical utility of the Design of Experiments2543-912X10.2478/emj-2021-0021https://doaj.org/article/ae7f22b05c764c338c47e17aac2542392021-09-01T00:00:00Zhttps://doi.org/10.2478/emj-2021-0021https://doaj.org/toc/2543-912XThe research aims to emphasise the relevance of the Design of Experiments (DOE) technique as a reliable method for ensuring efficient use of statistical methods in routine industrial processes. A case study approach with a deductive strategy was used to assess the effectiveness of different DOE methods to achieve the desired objectives. Screening, mid-resolution and high-resolution DOE methods helped identify, characterise, and optimise an experimental variable against the desired output response. A general framework for effective DOE is provided as part of DOE planning, including defining DOE objectives, selection criteria, noise reduction, and application across industries. Overall, various DOE models proved successful in identifying a complicated relationship between experimental variables and output response. However, when ideal DOE models may not be feasible, reducing test run by choosing lower resolution DOE or fewer replicates can still provide important insights into the experimental variables’ impact on output responses.Sharma MithunSharma ShilpiSciendoarticlesix-sigmadesign of experimentsscreeningtaguchi screeningfull factorialProduction management. Operations managementTS155-194ENEngineering Management in Production and Services, Vol 13, Iss 3, Pp 50-65 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	six-sigma design of experiments screening taguchi screening full factorial Production management. Operations management TS155-194
spellingShingle	six-sigma design of experiments screening taguchi screening full factorial Production management. Operations management TS155-194 Sharma Mithun Sharma Shilpi Critical Evaluation into the practical utility of the Design of Experiments
description	The research aims to emphasise the relevance of the Design of Experiments (DOE) technique as a reliable method for ensuring efficient use of statistical methods in routine industrial processes. A case study approach with a deductive strategy was used to assess the effectiveness of different DOE methods to achieve the desired objectives. Screening, mid-resolution and high-resolution DOE methods helped identify, characterise, and optimise an experimental variable against the desired output response. A general framework for effective DOE is provided as part of DOE planning, including defining DOE objectives, selection criteria, noise reduction, and application across industries. Overall, various DOE models proved successful in identifying a complicated relationship between experimental variables and output response. However, when ideal DOE models may not be feasible, reducing test run by choosing lower resolution DOE or fewer replicates can still provide important insights into the experimental variables’ impact on output responses.
format	article
author	Sharma Mithun Sharma Shilpi
author_facet	Sharma Mithun Sharma Shilpi
author_sort	Sharma Mithun
title	Critical Evaluation into the practical utility of the Design of Experiments
title_short	Critical Evaluation into the practical utility of the Design of Experiments
title_full	Critical Evaluation into the practical utility of the Design of Experiments
title_fullStr	Critical Evaluation into the practical utility of the Design of Experiments
title_full_unstemmed	Critical Evaluation into the practical utility of the Design of Experiments
title_sort	critical evaluation into the practical utility of the design of experiments
publisher	Sciendo
publishDate	2021
url	https://doaj.org/article/ae7f22b05c764c338c47e17aac254239
work_keys_str_mv	AT sharmamithun criticalevaluationintothepracticalutilityofthedesignofexperiments AT sharmashilpi criticalevaluationintothepracticalutilityofthedesignofexperiments
_version_	1718371380192346112

Critical Evaluation into the practical utility of the Design of Experiments

Ejemplares similares