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A new CUSUM control chart under uncertainty with applications in petroleum and meteorology
In these last few decades, control charts have received a growing interest because of the important role they play by improving the quality of the products and services in industrial and non-industrial environments. Most of the existing control charts are based on the assumption of certainty and acc...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7861416/ https://www.ncbi.nlm.nih.gov/pubmed/33539442 http://dx.doi.org/10.1371/journal.pone.0246185 |
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author | Aslam, Muhammad Shafqat, Ambreen Albassam, Mohammed Malela-Majika, Jean-Claude Shongwe, Sandile C. |
author_facet | Aslam, Muhammad Shafqat, Ambreen Albassam, Mohammed Malela-Majika, Jean-Claude Shongwe, Sandile C. |
author_sort | Aslam, Muhammad |
collection | PubMed |
description | In these last few decades, control charts have received a growing interest because of the important role they play by improving the quality of the products and services in industrial and non-industrial environments. Most of the existing control charts are based on the assumption of certainty and accuracy. However, in real-life applications, such as weather forecasting and stock prices, operators are not always certain about the accuracy of an observed data. To efficiently monitor such processes, this paper proposes a new cumulative sum (CUSUM) [Image: see text] chart under the assumption of uncertainty using the neutrosophic statistic (NS). The performance of the new chart is investigated in terms of the neutrosophic run length properties using the Monte Carlo simulations approach. The efficiency of the proposed neutrosophic CUSUM (NCUSUM) [Image: see text] chart is also compared to the one of the classical CUSUM [Image: see text] chart. It is observed that the NCUSUM [Image: see text] chart has very interesting properties compared to the classical CUSUM [Image: see text] chart. The application and implementation of the NCUSUM [Image: see text] chart are provided using simulated, petroleum and meteorological data. |
format | Online Article Text |
id | pubmed-7861416 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-78614162021-02-12 A new CUSUM control chart under uncertainty with applications in petroleum and meteorology Aslam, Muhammad Shafqat, Ambreen Albassam, Mohammed Malela-Majika, Jean-Claude Shongwe, Sandile C. PLoS One Research Article In these last few decades, control charts have received a growing interest because of the important role they play by improving the quality of the products and services in industrial and non-industrial environments. Most of the existing control charts are based on the assumption of certainty and accuracy. However, in real-life applications, such as weather forecasting and stock prices, operators are not always certain about the accuracy of an observed data. To efficiently monitor such processes, this paper proposes a new cumulative sum (CUSUM) [Image: see text] chart under the assumption of uncertainty using the neutrosophic statistic (NS). The performance of the new chart is investigated in terms of the neutrosophic run length properties using the Monte Carlo simulations approach. The efficiency of the proposed neutrosophic CUSUM (NCUSUM) [Image: see text] chart is also compared to the one of the classical CUSUM [Image: see text] chart. It is observed that the NCUSUM [Image: see text] chart has very interesting properties compared to the classical CUSUM [Image: see text] chart. The application and implementation of the NCUSUM [Image: see text] chart are provided using simulated, petroleum and meteorological data. Public Library of Science 2021-02-04 /pmc/articles/PMC7861416/ /pubmed/33539442 http://dx.doi.org/10.1371/journal.pone.0246185 Text en © 2021 Aslam et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Aslam, Muhammad Shafqat, Ambreen Albassam, Mohammed Malela-Majika, Jean-Claude Shongwe, Sandile C. A new CUSUM control chart under uncertainty with applications in petroleum and meteorology |
title | A new CUSUM control chart under uncertainty with applications in petroleum and meteorology |
title_full | A new CUSUM control chart under uncertainty with applications in petroleum and meteorology |
title_fullStr | A new CUSUM control chart under uncertainty with applications in petroleum and meteorology |
title_full_unstemmed | A new CUSUM control chart under uncertainty with applications in petroleum and meteorology |
title_short | A new CUSUM control chart under uncertainty with applications in petroleum and meteorology |
title_sort | new cusum control chart under uncertainty with applications in petroleum and meteorology |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7861416/ https://www.ncbi.nlm.nih.gov/pubmed/33539442 http://dx.doi.org/10.1371/journal.pone.0246185 |
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