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Optimal Designs of the Median Run Length Based Double Sampling X̄ Chart for Minimizing the Average Sample Size
Designs of the double sampling (DS) [Image: see text] chart are traditionally based on the average run length (ARL) criterion. However, the shape of the run length distribution changes with the process mean shifts, ranging from highly skewed when the process is in-control to almost symmetric when th...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3723779/ https://www.ncbi.nlm.nih.gov/pubmed/23935873 http://dx.doi.org/10.1371/journal.pone.0068580 |
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author | Teoh, Wei Lin Khoo, Michael B. C. Teh, Sin Yin |
author_facet | Teoh, Wei Lin Khoo, Michael B. C. Teh, Sin Yin |
author_sort | Teoh, Wei Lin |
collection | PubMed |
description | Designs of the double sampling (DS) [Image: see text] chart are traditionally based on the average run length (ARL) criterion. However, the shape of the run length distribution changes with the process mean shifts, ranging from highly skewed when the process is in-control to almost symmetric when the mean shift is large. Therefore, we show that the ARL is a complicated performance measure and that the median run length (MRL) is a more meaningful measure to depend on. This is because the MRL provides an intuitive and a fair representation of the central tendency, especially for the rightly skewed run length distribution. Since the DS [Image: see text] chart can effectively reduce the sample size without reducing the statistical efficiency, this paper proposes two optimal designs of the MRL-based DS [Image: see text] chart, for minimizing (i) the in-control average sample size (ASS) and (ii) both the in-control and out-of-control ASSs. Comparisons with the optimal MRL-based EWMA [Image: see text] and Shewhart [Image: see text] charts demonstrate the superiority of the proposed optimal MRL-based DS [Image: see text] chart, as the latter requires a smaller sample size on the average while maintaining the same detection speed as the two former charts. An example involving the added potassium sorbate in a yoghurt manufacturing process is used to illustrate the effectiveness of the proposed MRL-based DS [Image: see text] chart in reducing the sample size needed. |
format | Online Article Text |
id | pubmed-3723779 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-37237792013-08-09 Optimal Designs of the Median Run Length Based Double Sampling X̄ Chart for Minimizing the Average Sample Size Teoh, Wei Lin Khoo, Michael B. C. Teh, Sin Yin PLoS One Research Article Designs of the double sampling (DS) [Image: see text] chart are traditionally based on the average run length (ARL) criterion. However, the shape of the run length distribution changes with the process mean shifts, ranging from highly skewed when the process is in-control to almost symmetric when the mean shift is large. Therefore, we show that the ARL is a complicated performance measure and that the median run length (MRL) is a more meaningful measure to depend on. This is because the MRL provides an intuitive and a fair representation of the central tendency, especially for the rightly skewed run length distribution. Since the DS [Image: see text] chart can effectively reduce the sample size without reducing the statistical efficiency, this paper proposes two optimal designs of the MRL-based DS [Image: see text] chart, for minimizing (i) the in-control average sample size (ASS) and (ii) both the in-control and out-of-control ASSs. Comparisons with the optimal MRL-based EWMA [Image: see text] and Shewhart [Image: see text] charts demonstrate the superiority of the proposed optimal MRL-based DS [Image: see text] chart, as the latter requires a smaller sample size on the average while maintaining the same detection speed as the two former charts. An example involving the added potassium sorbate in a yoghurt manufacturing process is used to illustrate the effectiveness of the proposed MRL-based DS [Image: see text] chart in reducing the sample size needed. Public Library of Science 2013-07-25 /pmc/articles/PMC3723779/ /pubmed/23935873 http://dx.doi.org/10.1371/journal.pone.0068580 Text en © 2013 Teoh 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Teoh, Wei Lin Khoo, Michael B. C. Teh, Sin Yin Optimal Designs of the Median Run Length Based Double Sampling X̄ Chart for Minimizing the Average Sample Size |
title | Optimal Designs of the Median Run Length Based Double Sampling X̄ Chart for Minimizing the Average Sample Size |
title_full | Optimal Designs of the Median Run Length Based Double Sampling X̄ Chart for Minimizing the Average Sample Size |
title_fullStr | Optimal Designs of the Median Run Length Based Double Sampling X̄ Chart for Minimizing the Average Sample Size |
title_full_unstemmed | Optimal Designs of the Median Run Length Based Double Sampling X̄ Chart for Minimizing the Average Sample Size |
title_short | Optimal Designs of the Median Run Length Based Double Sampling X̄ Chart for Minimizing the Average Sample Size |
title_sort | optimal designs of the median run length based double sampling x̄ chart for minimizing the average sample size |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3723779/ https://www.ncbi.nlm.nih.gov/pubmed/23935873 http://dx.doi.org/10.1371/journal.pone.0068580 |
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