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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...

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Autores principales: Aslam, Muhammad, Shafqat, Ambreen, Albassam, Mohammed, Malela-Majika, Jean-Claude, Shongwe, Sandile C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
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.
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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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