Performance of Synthetic Double Sampling Chart with Estimated Parameters Based on Expected Average Run Length

A synthetic double sampling (SDS) chart is commonly evaluated based on the assumption that process parameters (namely, mean and standard deviation) are known. However, the process parameters are usually unknown and must be estimated from an in-control Phase-I dataset. This will lead to deterioration...

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Main Author: Huay Woon You
Format: Article
Language:English
Published: Wiley 2018-01-01
Series:Journal of Probability and Statistics
Online Access:http://dx.doi.org/10.1155/2018/7583610
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author Huay Woon You
author_facet Huay Woon You
author_sort Huay Woon You
collection DOAJ
description A synthetic double sampling (SDS) chart is commonly evaluated based on the assumption that process parameters (namely, mean and standard deviation) are known. However, the process parameters are usually unknown and must be estimated from an in-control Phase-I dataset. This will lead to deterioration in the performance of a control chart. The average run length (ARL) has been implemented as the common performance measure in process monitoring of the SDS chart. Computation of ARL requires practitioners to determine shift size in advance. However, this requirement is too restricted as practitioners may not have the experience to specify the shift size in advance. Thus, the expected average run length (EARL) is introduced to assess the performance of the SDS chart when the shift size is random. In this paper, the SDS chart, with known and estimated process parameters, was evaluated based on EARL and compared with the performance measure, ARL.
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spelling doaj-art-bcc0989e441848639d87eae3cee821092025-08-20T02:18:51ZengWileyJournal of Probability and Statistics1687-952X1687-95382018-01-01201810.1155/2018/75836107583610Performance of Synthetic Double Sampling Chart with Estimated Parameters Based on Expected Average Run LengthHuay Woon You0Pusat PERMATApintar Negara, Universiti Kebangsaan Malaysia, 43600 UKM Bangi, Selangor, MalaysiaA synthetic double sampling (SDS) chart is commonly evaluated based on the assumption that process parameters (namely, mean and standard deviation) are known. However, the process parameters are usually unknown and must be estimated from an in-control Phase-I dataset. This will lead to deterioration in the performance of a control chart. The average run length (ARL) has been implemented as the common performance measure in process monitoring of the SDS chart. Computation of ARL requires practitioners to determine shift size in advance. However, this requirement is too restricted as practitioners may not have the experience to specify the shift size in advance. Thus, the expected average run length (EARL) is introduced to assess the performance of the SDS chart when the shift size is random. In this paper, the SDS chart, with known and estimated process parameters, was evaluated based on EARL and compared with the performance measure, ARL.http://dx.doi.org/10.1155/2018/7583610
spellingShingle Huay Woon You
Performance of Synthetic Double Sampling Chart with Estimated Parameters Based on Expected Average Run Length
Journal of Probability and Statistics
title Performance of Synthetic Double Sampling Chart with Estimated Parameters Based on Expected Average Run Length
title_full Performance of Synthetic Double Sampling Chart with Estimated Parameters Based on Expected Average Run Length
title_fullStr Performance of Synthetic Double Sampling Chart with Estimated Parameters Based on Expected Average Run Length
title_full_unstemmed Performance of Synthetic Double Sampling Chart with Estimated Parameters Based on Expected Average Run Length
title_short Performance of Synthetic Double Sampling Chart with Estimated Parameters Based on Expected Average Run Length
title_sort performance of synthetic double sampling chart with estimated parameters based on expected average run length
url http://dx.doi.org/10.1155/2018/7583610
work_keys_str_mv AT huaywoonyou performanceofsyntheticdoublesamplingchartwithestimatedparametersbasedonexpectedaveragerunlength