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Smaller-the-better-type six sigma product index

Based on some studies, there are many important parts of tool machines, all of which have some essential smaller-the-better-type quality characteristics. The six sigma quality index of the smaller-the-better type offers accurate measurement of the process yield and the six sigma quality level. In th...

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Autores principales: Chen, Kuen-Suan, Hsieh, Tsung-Hua, Yu, Chun-Min, Yao, Kai-Chao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10587160/
https://www.ncbi.nlm.nih.gov/pubmed/37857745
http://dx.doi.org/10.1038/s41598-023-44721-3
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author Chen, Kuen-Suan
Hsieh, Tsung-Hua
Yu, Chun-Min
Yao, Kai-Chao
author_facet Chen, Kuen-Suan
Hsieh, Tsung-Hua
Yu, Chun-Min
Yao, Kai-Chao
author_sort Chen, Kuen-Suan
collection PubMed
description Based on some studies, there are many important parts of tool machines, all of which have some essential smaller-the-better-type quality characteristics. The six sigma quality index of the smaller-the-better type offers accurate measurement of the process yield and the six sigma quality level. In this paper, we first proposed a six sigma product index by integrating all evaluation indicators for products that contain several quality characteristics of the smaller-the-better type. Next, we derived the confidence interval of this six sigma product index and developed an evaluation model for product quality. When a product passes the evaluation of this model, not only can it be guaranteed that the product reaches the required quality level, but also a high rate of product yield can be ensured. In addition, we also created a product improvement testing model, which can avoid missing opportunities for improvement in the process to ensure improvement effects. This complete evaluation and improvement model is applicable to the entire machine tool industry chain. It can not only increase the product value of the machine tool industry chain but also decrease environmental pollution caused by rework or scrap, which is beneficial to companies to enhance their image of fulfilling social responsibilities. Apart from the above advantages, the model formed in this paper is based on confidence intervals, thereby reducing the chance of misjudgment resulting from sampling error.
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spelling pubmed-105871602023-10-21 Smaller-the-better-type six sigma product index Chen, Kuen-Suan Hsieh, Tsung-Hua Yu, Chun-Min Yao, Kai-Chao Sci Rep Article Based on some studies, there are many important parts of tool machines, all of which have some essential smaller-the-better-type quality characteristics. The six sigma quality index of the smaller-the-better type offers accurate measurement of the process yield and the six sigma quality level. In this paper, we first proposed a six sigma product index by integrating all evaluation indicators for products that contain several quality characteristics of the smaller-the-better type. Next, we derived the confidence interval of this six sigma product index and developed an evaluation model for product quality. When a product passes the evaluation of this model, not only can it be guaranteed that the product reaches the required quality level, but also a high rate of product yield can be ensured. In addition, we also created a product improvement testing model, which can avoid missing opportunities for improvement in the process to ensure improvement effects. This complete evaluation and improvement model is applicable to the entire machine tool industry chain. It can not only increase the product value of the machine tool industry chain but also decrease environmental pollution caused by rework or scrap, which is beneficial to companies to enhance their image of fulfilling social responsibilities. Apart from the above advantages, the model formed in this paper is based on confidence intervals, thereby reducing the chance of misjudgment resulting from sampling error. Nature Publishing Group UK 2023-10-19 /pmc/articles/PMC10587160/ /pubmed/37857745 http://dx.doi.org/10.1038/s41598-023-44721-3 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Chen, Kuen-Suan
Hsieh, Tsung-Hua
Yu, Chun-Min
Yao, Kai-Chao
Smaller-the-better-type six sigma product index
title Smaller-the-better-type six sigma product index
title_full Smaller-the-better-type six sigma product index
title_fullStr Smaller-the-better-type six sigma product index
title_full_unstemmed Smaller-the-better-type six sigma product index
title_short Smaller-the-better-type six sigma product index
title_sort smaller-the-better-type six sigma product index
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10587160/
https://www.ncbi.nlm.nih.gov/pubmed/37857745
http://dx.doi.org/10.1038/s41598-023-44721-3
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