Design of Binomial CUSUM Charts with Dynamic Probability Control Limits

碩士 === 國立政治大學 === 統計研究所 === 103 === The conventional binomial CUSUM chart is an efficient tool for monitoring changes in fraction nonconforming. In this paper, we consider the design of Binomial CUSUM charts with probability control limits aimed at controlling the condi- tional false alarm rate at t...

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Main Authors: Cho, Wei Lun, 卓緯倫
Other Authors: Yang, Su Fen
Format: Others
Language:en_US
Online Access:http://ndltd.ncl.edu.tw/handle/4g6d35
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spelling ndltd-TW-103NCCU53370132018-06-25T06:06:52Z http://ndltd.ncl.edu.tw/handle/4g6d35 Design of Binomial CUSUM Charts with Dynamic Probability Control Limits 動態機率管制界線的二項累積和管制圖的設計 Cho, Wei Lun 卓緯倫 碩士 國立政治大學 統計研究所 103 The conventional binomial CUSUM chart is an efficient tool for monitoring changes in fraction nonconforming. In this paper, we consider the design of Binomial CUSUM charts with probability control limits aimed at controlling the condi- tional false alarm rate at the desired value at each time step. The resulting control limits would be dynamic, which are more general and capable of accommodating more complex situations in practice as compared to the use of a constant control limit. In this paper, We focus on the determination of the probability control limits. An integral equation approach is developed to facilitate the design and analysis of the binomial WCUSUM control chart with probability control limits. The performance of the binomial WCUSUM charts with probability and constant control limits and the binomial WCUSUM charts with and without the fast initial response feature are compared. Besides, we compared the out-of-control detection perfromance of the binomial WCUSUM charts with probability and constant control limits for high yield process. An example is used to illustrate the application of the proposed control chart. Our comparisons show that the binomial WCUSUM chart with probability control limits generally outperforms the WCUSUM chart with constant control limits, and the conventional binomial CUSUM control chart with a constant control limit for high yield process when the sample size is large. Yang, Su Fen 楊素芬 學位論文 ; thesis 39 en_US
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description 碩士 === 國立政治大學 === 統計研究所 === 103 === The conventional binomial CUSUM chart is an efficient tool for monitoring changes in fraction nonconforming. In this paper, we consider the design of Binomial CUSUM charts with probability control limits aimed at controlling the condi- tional false alarm rate at the desired value at each time step. The resulting control limits would be dynamic, which are more general and capable of accommodating more complex situations in practice as compared to the use of a constant control limit. In this paper, We focus on the determination of the probability control limits. An integral equation approach is developed to facilitate the design and analysis of the binomial WCUSUM control chart with probability control limits. The performance of the binomial WCUSUM charts with probability and constant control limits and the binomial WCUSUM charts with and without the fast initial response feature are compared. Besides, we compared the out-of-control detection perfromance of the binomial WCUSUM charts with probability and constant control limits for high yield process. An example is used to illustrate the application of the proposed control chart. Our comparisons show that the binomial WCUSUM chart with probability control limits generally outperforms the WCUSUM chart with constant control limits, and the conventional binomial CUSUM control chart with a constant control limit for high yield process when the sample size is large.
author2 Yang, Su Fen
author_facet Yang, Su Fen
Cho, Wei Lun
卓緯倫
author Cho, Wei Lun
卓緯倫
spellingShingle Cho, Wei Lun
卓緯倫
Design of Binomial CUSUM Charts with Dynamic Probability Control Limits
author_sort Cho, Wei Lun
title Design of Binomial CUSUM Charts with Dynamic Probability Control Limits
title_short Design of Binomial CUSUM Charts with Dynamic Probability Control Limits
title_full Design of Binomial CUSUM Charts with Dynamic Probability Control Limits
title_fullStr Design of Binomial CUSUM Charts with Dynamic Probability Control Limits
title_full_unstemmed Design of Binomial CUSUM Charts with Dynamic Probability Control Limits
title_sort design of binomial cusum charts with dynamic probability control limits
url http://ndltd.ncl.edu.tw/handle/4g6d35
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