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Nonparametric Double EWMA Control Chart for Process Monitoring

Nonparametric double EWMA control chart for process monitoring
Authors: RIAZ, MUHAMMAD; ABBASI, SADDAM AKBER;

Nonparametric Double EWMA Control Chart for Process Monitoring

Abstract

<p>In monitoring process parameters, we assume normality of the quality characteristic of interest, which is an ideal assumption. In many practical sit- uations, we may not know the distributional behavior of the data, and hence, the need arises use nonparametric techniques. In this study, a nonparametric double EWMA control chart, namely the NPDEWMA chart, is proposed to ensure efficient monitoring of the location parameter. The performance of the proposed chart is evaluated in terms of different run length properties, such as average, standard deviation and percentiles. The proposed scheme is compared with its recent existing counterparts, namely the nonparametric EWMA and the nonparametric CUSUM schemes. The performance mea- sures used are the average run length (ARL), standard deviation of the run length (SDRL) and extra quadratic loss (EQL). We observed that the pro- posed chart outperforms the said existing schemes to detect shifts in the process mean level. We also provide an illustrative example for practical considerations.</p>

Keywords

Control charts, SDRL., Applications of statistics in engineering and industry; control charts, Process location, 31 Colecciones de estadística general / Statistics, ejecutar distribución de longitud, EQL, No paramétrica, Nonparametric, nonparametric, run length distribution, control charts, ubicación proceso, Gráficas de control, Statistics, DEWMA, SDRL, HA1-4737, process location, gráficas de control, 51 Matemáticas / Mathematics, ARL, Ubicación proceso, no paramétrica, Run length sistribution

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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!
33
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Top 10%
Top 10%
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