Evaluating the Performance of Synthetic Double Sampling np Chart Based on Expected Median Run Length

To keep an eye on the status of high-quality processes for fraction nonconforming, the synthetic double sampling (SDS) np chart is a helpful tool. The SDS np chart is a hybrid between the double sampling (DS) np chart and the conforming run length (CRL) chart. The performance of a control chart is t...

Full description

Bibliographic Details
Published in:Mathematics
Main Author: Tuh M.H.; Kon C.M.L.; Chua H.S.; Lau M.F.; Chang Y.H.R.
Format: Article
Language:English
Published: MDPI 2023
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85147825980&doi=10.3390%2fmath11030595&partnerID=40&md5=c15d24683fa9610bf6202011cde6853f
id 2-s2.0-85147825980
spelling 2-s2.0-85147825980
Tuh M.H.; Kon C.M.L.; Chua H.S.; Lau M.F.; Chang Y.H.R.
Evaluating the Performance of Synthetic Double Sampling np Chart Based on Expected Median Run Length
2023
Mathematics
11
3
10.3390/math11030595
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85147825980&doi=10.3390%2fmath11030595&partnerID=40&md5=c15d24683fa9610bf6202011cde6853f
To keep an eye on the status of high-quality processes for fraction nonconforming, the synthetic double sampling (SDS) np chart is a helpful tool. The SDS np chart is a hybrid between the double sampling (DS) np chart and the conforming run length (CRL) chart. The performance of a control chart is typically judged solely using the average run length (ARL). However, as the shape of the run length (RL) distribution varies with the magnitude of the shift in the process fraction nonconforming, the ARL no longer provides clear interpretation of a chart’s performance. Subsequently, enhanced DS np charts that use median run length (MRL) and expected median run length (EMRL) measures, including SDS np with MRL have recently been proposed for addressing this setback. To broaden the functionality of SDS np, in this work, the unexplored use of EMRL as alternative performance measure is developed by means of Markov chain model. Additionally, in both the zero-state (ZS) and steady-state (SS) modes, the novel optimal designs algorithms are described for computing the optimal charting parameters of the SDS np chart, for both MRL1 and EMRL1 minimizations, without any unfavourable feature of bilateral sensitivity. Both the MRL and EMRL performances of SDS np, synthetic np, and DS np charts are compared. Optimal designs charting parameters and sensitivity analyses are provided to aid the practical application of SDS np chart. © 2023 by the authors.
MDPI
22277390
English
Article
All Open Access; Gold Open Access
author Tuh M.H.; Kon C.M.L.; Chua H.S.; Lau M.F.; Chang Y.H.R.
spellingShingle Tuh M.H.; Kon C.M.L.; Chua H.S.; Lau M.F.; Chang Y.H.R.
Evaluating the Performance of Synthetic Double Sampling np Chart Based on Expected Median Run Length
author_facet Tuh M.H.; Kon C.M.L.; Chua H.S.; Lau M.F.; Chang Y.H.R.
author_sort Tuh M.H.; Kon C.M.L.; Chua H.S.; Lau M.F.; Chang Y.H.R.
title Evaluating the Performance of Synthetic Double Sampling np Chart Based on Expected Median Run Length
title_short Evaluating the Performance of Synthetic Double Sampling np Chart Based on Expected Median Run Length
title_full Evaluating the Performance of Synthetic Double Sampling np Chart Based on Expected Median Run Length
title_fullStr Evaluating the Performance of Synthetic Double Sampling np Chart Based on Expected Median Run Length
title_full_unstemmed Evaluating the Performance of Synthetic Double Sampling np Chart Based on Expected Median Run Length
title_sort Evaluating the Performance of Synthetic Double Sampling np Chart Based on Expected Median Run Length
publishDate 2023
container_title Mathematics
container_volume 11
container_issue 3
doi_str_mv 10.3390/math11030595
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85147825980&doi=10.3390%2fmath11030595&partnerID=40&md5=c15d24683fa9610bf6202011cde6853f
description To keep an eye on the status of high-quality processes for fraction nonconforming, the synthetic double sampling (SDS) np chart is a helpful tool. The SDS np chart is a hybrid between the double sampling (DS) np chart and the conforming run length (CRL) chart. The performance of a control chart is typically judged solely using the average run length (ARL). However, as the shape of the run length (RL) distribution varies with the magnitude of the shift in the process fraction nonconforming, the ARL no longer provides clear interpretation of a chart’s performance. Subsequently, enhanced DS np charts that use median run length (MRL) and expected median run length (EMRL) measures, including SDS np with MRL have recently been proposed for addressing this setback. To broaden the functionality of SDS np, in this work, the unexplored use of EMRL as alternative performance measure is developed by means of Markov chain model. Additionally, in both the zero-state (ZS) and steady-state (SS) modes, the novel optimal designs algorithms are described for computing the optimal charting parameters of the SDS np chart, for both MRL1 and EMRL1 minimizations, without any unfavourable feature of bilateral sensitivity. Both the MRL and EMRL performances of SDS np, synthetic np, and DS np charts are compared. Optimal designs charting parameters and sensitivity analyses are provided to aid the practical application of SDS np chart. © 2023 by the authors.
publisher MDPI
issn 22277390
language English
format Article
accesstype All Open Access; Gold Open Access
record_format scopus
collection Scopus
_version_ 1809678017701609472