An optimal design of the synthetic coefficient of variation chart based on the median run length

The synthetic coefficient of variation (CV) chart is currently evaluated based only on the average run length (ARL), but this paper evaluates the chart based on different percentiles of the run length, which shows that false alarms frequently happen earlier than that shown by the in-control ARL (ARL...

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Main Authors: Yeong, Wai Chung, Lim, Sok Li, Khoo, Michael Boon Chong, Khaw, Khai Wah, Ng, Peh Sang
Format: Article
Published: World Scientific Publ 2021
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Online Access:http://eprints.um.edu.my/34831/
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spelling my.um.eprints.348312022-09-07T04:20:46Z http://eprints.um.edu.my/34831/ An optimal design of the synthetic coefficient of variation chart based on the median run length Yeong, Wai Chung Lim, Sok Li Khoo, Michael Boon Chong Khaw, Khai Wah Ng, Peh Sang QA Mathematics The synthetic coefficient of variation (CV) chart is currently evaluated based only on the average run length (ARL), but this paper evaluates the chart based on different percentiles of the run length, which shows that false alarms frequently happen earlier than that shown by the in-control ARL (ARL0), and for small sample sizes and shift sizes, the out-of-control condition is frequently detected before what is shown by the out-of-control ARL (ARL1). Furthermore, the run lengths show large variations. Hence, the chart's performance could not be interpreted only in terms of the ARL. This paper proposes the median run length (MRL)-based design for the synthetic CV chart, which is not available in the literature. The MRL-based design shows larger MRL0 and ARL(0), smaller MRL1 and ARL(1), and less variation in the out-of-control run lengths compared to existing ARL-based designs. However, the in-control run lengths show more variation. Comparisons show that the synthetic chart outperforms the VSS and Shewhart charts, while comparison with the Exponentially Weighted Moving Average (EWMA) chart shows that although it outperforms the synthetic chart based on the ARL for small shift sizes, the synthetic chart shows better performance in terms of the MRL. The MRL-based synthetic chart is then implemented on an industrial example. World Scientific Publ 2021-06 Article PeerReviewed Yeong, Wai Chung and Lim, Sok Li and Khoo, Michael Boon Chong and Khaw, Khai Wah and Ng, Peh Sang (2021) An optimal design of the synthetic coefficient of variation chart based on the median run length. International Journal of Reliability Quality and Safety Engineering, 28 (3). ISSN 0218-5393, DOI https://doi.org/10.1142/S0218539321500182 <https://doi.org/10.1142/S0218539321500182>. 10.1142/S0218539321500182
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic QA Mathematics
spellingShingle QA Mathematics
Yeong, Wai Chung
Lim, Sok Li
Khoo, Michael Boon Chong
Khaw, Khai Wah
Ng, Peh Sang
An optimal design of the synthetic coefficient of variation chart based on the median run length
description The synthetic coefficient of variation (CV) chart is currently evaluated based only on the average run length (ARL), but this paper evaluates the chart based on different percentiles of the run length, which shows that false alarms frequently happen earlier than that shown by the in-control ARL (ARL0), and for small sample sizes and shift sizes, the out-of-control condition is frequently detected before what is shown by the out-of-control ARL (ARL1). Furthermore, the run lengths show large variations. Hence, the chart's performance could not be interpreted only in terms of the ARL. This paper proposes the median run length (MRL)-based design for the synthetic CV chart, which is not available in the literature. The MRL-based design shows larger MRL0 and ARL(0), smaller MRL1 and ARL(1), and less variation in the out-of-control run lengths compared to existing ARL-based designs. However, the in-control run lengths show more variation. Comparisons show that the synthetic chart outperforms the VSS and Shewhart charts, while comparison with the Exponentially Weighted Moving Average (EWMA) chart shows that although it outperforms the synthetic chart based on the ARL for small shift sizes, the synthetic chart shows better performance in terms of the MRL. The MRL-based synthetic chart is then implemented on an industrial example.
format Article
author Yeong, Wai Chung
Lim, Sok Li
Khoo, Michael Boon Chong
Khaw, Khai Wah
Ng, Peh Sang
author_facet Yeong, Wai Chung
Lim, Sok Li
Khoo, Michael Boon Chong
Khaw, Khai Wah
Ng, Peh Sang
author_sort Yeong, Wai Chung
title An optimal design of the synthetic coefficient of variation chart based on the median run length
title_short An optimal design of the synthetic coefficient of variation chart based on the median run length
title_full An optimal design of the synthetic coefficient of variation chart based on the median run length
title_fullStr An optimal design of the synthetic coefficient of variation chart based on the median run length
title_full_unstemmed An optimal design of the synthetic coefficient of variation chart based on the median run length
title_sort optimal design of the synthetic coefficient of variation chart based on the median run length
publisher World Scientific Publ
publishDate 2021
url http://eprints.um.edu.my/34831/
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score 13.186907