Estimation of Modified Flexible Capability Index Cjkp* for Non-Normal Processes

碩士 === 國立交通大學 === 工業工程與管理系所 === 102 === The process capability indices (PCIs) which are the important references in quality control have been one of a numerical measure index in product process. In practice, practitioners widely use the NCPPM table of Cpk index to transform the Cpk value to the corr...

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Main Authors: Liu, Yen-Lun, 劉彥倫
Other Authors: Pearn, Wen-Lea
Format: Others
Language:en_US
Published: 2014
Online Access:http://ndltd.ncl.edu.tw/handle/71954334064445137333
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spelling ndltd-TW-102NCTU50310662016-02-21T04:32:47Z http://ndltd.ncl.edu.tw/handle/71954334064445137333 Estimation of Modified Flexible Capability Index Cjkp* for Non-Normal Processes 在非常態製程之下修正後彈性能力指標Cjkp*的估計 Liu, Yen-Lun 劉彥倫 碩士 國立交通大學 工業工程與管理系所 102 The process capability indices (PCIs) which are the important references in quality control have been one of a numerical measure index in product process. In practice, practitioners widely use the NCPPM table of Cpk index to transform the Cpk value to the corresponding nonconformities (NCPPM). Cpk is only appropriate for normal processes. Johnson, Kotz and Pearn (1994) proposed the index Cjkp for non-normal processes. However, the exact sampling distribution of Cjkp is mathematically intractable, Cjkp could not assure that the process capability meet the requirement and since Cjkp hasn’t been widely used, the corresponding NCPPM table has not been developed. Therefore, in connection with Gamma, Weibull, Lognormal, Beta, and Chi-square distributions, we use curve fitting to modify the index Cjkp that can be applied to obtain the NCPPM using the existing NCPPM table for index Cpk. Then we use curve fitting to modify the estimator of Cjkp* index being approximately unbiased estimator. Consequently, when practitioners calculate the value of modified Cjkp, they can inquire the corresponding nonconformities (NCPPM) with the NCPPM table of Cpk. Finally, the thesis applies four Bootstrap methods to construct four lower confidence bounds of Cjkp and compares the coverage rates under different parameters for five distributions. Pearn, Wen-Lea 彭文理 2014 學位論文 ; thesis 66 en_US
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description 碩士 === 國立交通大學 === 工業工程與管理系所 === 102 === The process capability indices (PCIs) which are the important references in quality control have been one of a numerical measure index in product process. In practice, practitioners widely use the NCPPM table of Cpk index to transform the Cpk value to the corresponding nonconformities (NCPPM). Cpk is only appropriate for normal processes. Johnson, Kotz and Pearn (1994) proposed the index Cjkp for non-normal processes. However, the exact sampling distribution of Cjkp is mathematically intractable, Cjkp could not assure that the process capability meet the requirement and since Cjkp hasn’t been widely used, the corresponding NCPPM table has not been developed. Therefore, in connection with Gamma, Weibull, Lognormal, Beta, and Chi-square distributions, we use curve fitting to modify the index Cjkp that can be applied to obtain the NCPPM using the existing NCPPM table for index Cpk. Then we use curve fitting to modify the estimator of Cjkp* index being approximately unbiased estimator. Consequently, when practitioners calculate the value of modified Cjkp, they can inquire the corresponding nonconformities (NCPPM) with the NCPPM table of Cpk. Finally, the thesis applies four Bootstrap methods to construct four lower confidence bounds of Cjkp and compares the coverage rates under different parameters for five distributions.
author2 Pearn, Wen-Lea
author_facet Pearn, Wen-Lea
Liu, Yen-Lun
劉彥倫
author Liu, Yen-Lun
劉彥倫
spellingShingle Liu, Yen-Lun
劉彥倫
Estimation of Modified Flexible Capability Index Cjkp* for Non-Normal Processes
author_sort Liu, Yen-Lun
title Estimation of Modified Flexible Capability Index Cjkp* for Non-Normal Processes
title_short Estimation of Modified Flexible Capability Index Cjkp* for Non-Normal Processes
title_full Estimation of Modified Flexible Capability Index Cjkp* for Non-Normal Processes
title_fullStr Estimation of Modified Flexible Capability Index Cjkp* for Non-Normal Processes
title_full_unstemmed Estimation of Modified Flexible Capability Index Cjkp* for Non-Normal Processes
title_sort estimation of modified flexible capability index cjkp* for non-normal processes
publishDate 2014
url http://ndltd.ncl.edu.tw/handle/71954334064445137333
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