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Design of moving average chart and auxiliary information based chart using extended EWMA

The control chart is the most valuable tool in the manufacturing process to track the output process in the industries. Quality specialists always want a visual framework that recognizes sustainable improvements in the monitoring processes. The efficiency of a control chart is increased by utilizing...

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Autores principales: Naveed, Muhammad, Azam, Muhammad, Nawaz, Muhammad Shujaat, Saleem, Muhammad, Aslam, Muhammad, Saeed, Muhammad
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10076320/
https://www.ncbi.nlm.nih.gov/pubmed/37020111
http://dx.doi.org/10.1038/s41598-023-32781-4
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author Naveed, Muhammad
Azam, Muhammad
Nawaz, Muhammad Shujaat
Saleem, Muhammad
Aslam, Muhammad
Saeed, Muhammad
author_facet Naveed, Muhammad
Azam, Muhammad
Nawaz, Muhammad Shujaat
Saleem, Muhammad
Aslam, Muhammad
Saeed, Muhammad
author_sort Naveed, Muhammad
collection PubMed
description The control chart is the most valuable tool in the manufacturing process to track the output process in the industries. Quality specialists always want a visual framework that recognizes sustainable improvements in the monitoring processes. The efficiency of a control chart is increased by utilizing a memory-based estimator or by using any extra information relevant to the key variable. In this study, we present Extended EWMA (EEWMA) and EWMA based monitoring charts for observing the process location using moving average (MA) statistic under two different situations, i.e., when some extra information is known and unknown. We also propose an EEWMA control chart using Auxiliary Information. The output of these charts is evaluated and contrasted to the various existing charts on the basis of average run length (ARL). The comparison indicates that the proposed charts outperform rivals in identifying all types of shifts in the process location parameter. The implementation of these plans is also rendered to incorporate them in a practical situation.
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spelling pubmed-100763202023-04-07 Design of moving average chart and auxiliary information based chart using extended EWMA Naveed, Muhammad Azam, Muhammad Nawaz, Muhammad Shujaat Saleem, Muhammad Aslam, Muhammad Saeed, Muhammad Sci Rep Article The control chart is the most valuable tool in the manufacturing process to track the output process in the industries. Quality specialists always want a visual framework that recognizes sustainable improvements in the monitoring processes. The efficiency of a control chart is increased by utilizing a memory-based estimator or by using any extra information relevant to the key variable. In this study, we present Extended EWMA (EEWMA) and EWMA based monitoring charts for observing the process location using moving average (MA) statistic under two different situations, i.e., when some extra information is known and unknown. We also propose an EEWMA control chart using Auxiliary Information. The output of these charts is evaluated and contrasted to the various existing charts on the basis of average run length (ARL). The comparison indicates that the proposed charts outperform rivals in identifying all types of shifts in the process location parameter. The implementation of these plans is also rendered to incorporate them in a practical situation. Nature Publishing Group UK 2023-04-05 /pmc/articles/PMC10076320/ /pubmed/37020111 http://dx.doi.org/10.1038/s41598-023-32781-4 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
Naveed, Muhammad
Azam, Muhammad
Nawaz, Muhammad Shujaat
Saleem, Muhammad
Aslam, Muhammad
Saeed, Muhammad
Design of moving average chart and auxiliary information based chart using extended EWMA
title Design of moving average chart and auxiliary information based chart using extended EWMA
title_full Design of moving average chart and auxiliary information based chart using extended EWMA
title_fullStr Design of moving average chart and auxiliary information based chart using extended EWMA
title_full_unstemmed Design of moving average chart and auxiliary information based chart using extended EWMA
title_short Design of moving average chart and auxiliary information based chart using extended EWMA
title_sort design of moving average chart and auxiliary information based chart using extended ewma
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10076320/
https://www.ncbi.nlm.nih.gov/pubmed/37020111
http://dx.doi.org/10.1038/s41598-023-32781-4
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