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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doaj-82696a2f68864520821a05fd26bf9af92021-07-28T04:31:20ZengPublic Library of Science (PLoS)PLoS ONE1932-62032021-01-01162e024618510.1371/journal.pone.0246185A new CUSUM control chart under uncertainty with applications in petroleum and meteorology.Muhammad AslamAmbreen ShafqatMohammed AlbassamJean-Claude Malela-MajikaSandile C ShongweIn 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) [Formula: 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) [Formula: see text] chart is also compared to the one of the classical CUSUM [Formula: see text] chart. It is observed that the NCUSUM [Formula: see text] chart has very interesting properties compared to the classical CUSUM [Formula: see text] chart. The application and implementation of the NCUSUM [Formula: see text] chart are provided using simulated, petroleum and meteorological data.https://doi.org/10.1371/journal.pone.0246185 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Muhammad Aslam Ambreen Shafqat Mohammed Albassam Jean-Claude Malela-Majika Sandile C Shongwe |
spellingShingle |
Muhammad Aslam Ambreen Shafqat Mohammed Albassam Jean-Claude Malela-Majika Sandile C Shongwe A new CUSUM control chart under uncertainty with applications in petroleum and meteorology. PLoS ONE |
author_facet |
Muhammad Aslam Ambreen Shafqat Mohammed Albassam Jean-Claude Malela-Majika Sandile C Shongwe |
author_sort |
Muhammad Aslam |
title |
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_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_sort |
new cusum control chart under uncertainty with applications in petroleum and meteorology. |
publisher |
Public Library of Science (PLoS) |
series |
PLoS ONE |
issn |
1932-6203 |
publishDate |
2021-01-01 |
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) [Formula: 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) [Formula: see text] chart is also compared to the one of the classical CUSUM [Formula: see text] chart. It is observed that the NCUSUM [Formula: see text] chart has very interesting properties compared to the classical CUSUM [Formula: see text] chart. The application and implementation of the NCUSUM [Formula: see text] chart are provided using simulated, petroleum and meteorological data. |
url |
https://doi.org/10.1371/journal.pone.0246185 |
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