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Control chart for half normal and half exponential power distributed process
In this manuscript, we construct an attribute control chart (ACC) for the number of defective items using time-truncated life tests (TTLT) when the lifetime of a manufacturing item follows two lifetime data distributions: the half-normal distribution (HND) and the half-exponential power distribution...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10224995/ https://www.ncbi.nlm.nih.gov/pubmed/37244949 http://dx.doi.org/10.1038/s41598-023-35884-0 |
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author | Naveed, Muhammad Azam, Muhammad Khan, Nasrullah Aslam, Muhammad Saleem, Muhammad Saeed, Muhammad |
author_facet | Naveed, Muhammad Azam, Muhammad Khan, Nasrullah Aslam, Muhammad Saleem, Muhammad Saeed, Muhammad |
author_sort | Naveed, Muhammad |
collection | PubMed |
description | In this manuscript, we construct an attribute control chart (ACC) for the number of defective items using time-truncated life tests (TTLT) when the lifetime of a manufacturing item follows two lifetime data distributions: the half-normal distribution (HND) and the half-exponential power distribution (HEPD). To assess the potential of the proposed charts, necessary derivations are made to obtain the value of the average run length (ARL) when the production process is in-control and out-of-control. The performance of the presented charts is evaluated for different sample sizes, control coefficients, and truncated constants for shifted phases in terms of ARL. The behavior of ARLs is studied for the shifted process by introducing shifts in its parameters. The advantages of the proposed HEPD-based chart are discussed in the form of ARLs with HND and Exponential Distribution (ED) based ACCs under TTLT, showing the excellent assessment of the proposed chart. Additionally, the advantages of another proposed ACC using HND are compared with ED-based ACC, and the findings support the HND in the form of smaller ARLs. Finally, simulation testing and real-life implementation are also discussed for functional purposes. |
format | Online Article Text |
id | pubmed-10224995 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-102249952023-05-29 Control chart for half normal and half exponential power distributed process Naveed, Muhammad Azam, Muhammad Khan, Nasrullah Aslam, Muhammad Saleem, Muhammad Saeed, Muhammad Sci Rep Article In this manuscript, we construct an attribute control chart (ACC) for the number of defective items using time-truncated life tests (TTLT) when the lifetime of a manufacturing item follows two lifetime data distributions: the half-normal distribution (HND) and the half-exponential power distribution (HEPD). To assess the potential of the proposed charts, necessary derivations are made to obtain the value of the average run length (ARL) when the production process is in-control and out-of-control. The performance of the presented charts is evaluated for different sample sizes, control coefficients, and truncated constants for shifted phases in terms of ARL. The behavior of ARLs is studied for the shifted process by introducing shifts in its parameters. The advantages of the proposed HEPD-based chart are discussed in the form of ARLs with HND and Exponential Distribution (ED) based ACCs under TTLT, showing the excellent assessment of the proposed chart. Additionally, the advantages of another proposed ACC using HND are compared with ED-based ACC, and the findings support the HND in the form of smaller ARLs. Finally, simulation testing and real-life implementation are also discussed for functional purposes. Nature Publishing Group UK 2023-05-27 /pmc/articles/PMC10224995/ /pubmed/37244949 http://dx.doi.org/10.1038/s41598-023-35884-0 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 Khan, Nasrullah Aslam, Muhammad Saleem, Muhammad Saeed, Muhammad Control chart for half normal and half exponential power distributed process |
title | Control chart for half normal and half exponential power distributed process |
title_full | Control chart for half normal and half exponential power distributed process |
title_fullStr | Control chart for half normal and half exponential power distributed process |
title_full_unstemmed | Control chart for half normal and half exponential power distributed process |
title_short | Control chart for half normal and half exponential power distributed process |
title_sort | control chart for half normal and half exponential power distributed process |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10224995/ https://www.ncbi.nlm.nih.gov/pubmed/37244949 http://dx.doi.org/10.1038/s41598-023-35884-0 |
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