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Emerging Science Journal
Article . 2023 . Peer-reviewed
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image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
Emerging Science Journal
Article . 2023
Data sources: DOAJ
https://dx.doi.org/10.60692/wq...
Other literature type . 2023
Data sources: Datacite
https://dx.doi.org/10.60692/pe...
Other literature type . 2023
Data sources: Datacite
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ARL Evaluation of a DEWMA Control Chart for Autocorrelated Data: A Case Study on Prices of Major Industrial Commodities

تقييم ARL لمخطط التحكم DEWMA للبيانات ذات الصلة التلقائية: دراسة حالة حول أسعار السلع الصناعية الرئيسية
Authors: Yadpirun Supharakonsakun; Yupaporn Areepong;

ARL Evaluation of a DEWMA Control Chart for Autocorrelated Data: A Case Study on Prices of Major Industrial Commodities

Abstract

The double exponentially weighted moving average (DEWMA) control chart, an extension of the EWMA control chart, is a useful statistical process control tool for detecting small shift sizes in the mean of processes with either independent or autocorrelated observations. In this study, we derived explicit formulas to compute the average run length (ARL) for a moving average of order q (MA(q)) process with exponential white noise running on a DEWMA control chart and verified their accuracy by comparison with the numerical integral equation (NIE) method. The results for both were in good agreement with the actual ARL. To investigate the efficiency of the proposed procedure on the DEWMA control chart, a performance comparison between it and the standard and modified EWMA control charts was also conducted to determine which provided the smallest out-of-control ARL value for several scenarios involving MA(q) processes. It was found that the DEWMA control chart provided the lowest out-of-control ARL for all cases of varying the exponential smoothing parameter and shift size values. To illustrate the efficacy of the proposed methodology, the presented approach was applied to datasets of the prices of several major industrial commodities in Thailand. The findings show that the DEWMA procedure performed well in almost all of the scenarios tested. Doi: 10.28991/ESJ-2023-07-05-020 Full Text: PDF

Keywords

Statistics and Probability, Measurement and Uncertainty Evaluation, Control chart, Statistical Process Control in Research and Healthcare Improvement, Control Charts, Social Sciences, moving average process, Mathematical analysis, Decision Sciences, explicit formulas, Moving average, statistical process control, FOS: Mathematics, T1-995, Statistical process control, Chart, average run length., autocorrelated observation, Technology (General), H1-99, Shewhart individuals control chart, Statistics, Exponential function, Computer science, Exponential smoothing, Process (computing), Social sciences (General), Operating system, Control limits, Risk-Adjusted Charts, Autocorrelation, X-bar chart, Physical Sciences, EWMA chart, Statistics, Probability and Uncertainty, Mathematics, Detection and Handling of Multicollinearity in Regression Analysis, Smoothing

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
3
Top 10%
Average
Average
gold