Median control charts for monitoring asymmetric quality characteristics double bounded
In many practical situations, the quality characteristics of interest assume values in the range (0,1), like rates and proportions (but they are not results from Bernoulli experiments). Most control charts built for these quality characteristics rely on monitoring parameters of their probability dis...
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Published in: | Quality and reliability engineering international Vol. 36; no. 7; pp. 2285 - 2308 |
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Abstract | In many practical situations, the quality characteristics of interest assume values in the range (0,1), like rates and proportions (but they are not results from Bernoulli experiments). Most control charts built for these quality characteristics rely on monitoring parameters of their probability distribution functions or on their averages after some reparameterization of their density probability function. However, for highly asymmetric distributions, the median is a more appropriate location parameter than the average. In this paper, we propose Shewhart‐type control charts for monitoring the median of observations taken from quality characteristics double bounded after reparameterization of two probability density functions: Kumaraswamy and unit Weibull. The performance of the control charts is evaluated and compared in terms of run length (RL) analysis considering three estimators for the median. Finally, we also carry out two applications to demonstrate the applicability of these control charts. |
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AbstractList | In many practical situations, the quality characteristics of interest assume values in the range (0,1), like rates and proportions (but they are not results from Bernoulli experiments). Most control charts built for these quality characteristics rely on monitoring parameters of their probability distribution functions or on their averages after some reparameterization of their density probability function. However, for highly asymmetric distributions, the median is a more appropriate location parameter than the average. In this paper, we propose Shewhart‐type control charts for monitoring the median of observations taken from quality characteristics double bounded after reparameterization of two probability density functions: Kumaraswamy and unit Weibull. The performance of the control charts is evaluated and compared in terms of run length (RL) analysis considering three estimators for the median. Finally, we also carry out two applications to demonstrate the applicability of these control charts. |
Author | Ho, Linda L. Bourguignon, Marcelo Fernandes, Fidel Henrique Lima‐Filho, Luiz M. A. |
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Cites_doi | 10.1007/s00362-011-0417-y 10.1002/qre.2381 10.1201/9781482276596 10.1016/j.cie.2019.07.017 10.1016/0022-1694(80)90036-0 10.1016/j.cie.2018.04.006 10.1016/j.eswa.2012.02.146 10.1214/aoms/1177704172 |
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References | 1963; 34 2013; 54 2018; 119 2019; 35 1980; 46 2009 2019 2019; 136 2016 2012; 39 2004 1981 2018; 13 Montgomery DC (e_1_2_8_3_1) 2009 Mazucheli J (e_1_2_8_8_1) 2018; 13 Lima‐Filho LMA (e_1_2_8_9_1) 2019 R Core Team (e_1_2_8_13_1) 2016 Draper NR (e_1_2_8_14_1) 1981 e_1_2_8_2_1 e_1_2_8_5_1 e_1_2_8_4_1 e_1_2_8_7_1 e_1_2_8_6_1 e_1_2_8_10_1 e_1_2_8_11_1 e_1_2_8_12_1 |
References_xml | – year: 2009 – volume: 13 start-page: 1 issue: 2 year: 2018 end-page: 22 article-title: The unit‐Weibull distribution and associated inference publication-title: J Appl Prob Stat – year: 1981 – volume: 35 start-page: 74 issue: 1 year: 2019 end-page: 83 article-title: Control charts to monitor rates and proportions publication-title: Qual Reliab Eng Intern – volume: 34 start-page: 598 issue: 2 year: 1963 end-page: 611 article-title: Estimates of location based on rank tests publication-title: The Annals of Mathematical Statistics – volume: 54 start-page: 177 year: 2013 end-page: 192 article-title: The Kumaraswamy distribution: median‐dispersion re‐parameterizations for regression modeling and simulation‐based estimation publication-title: Stat Pap – volume: 39 start-page: 10,236 issue: 11 year: 2012 end-page: 10,243 article-title: Beta control charts for monitoring fraction data publication-title: Exp Syst Appl – year: 2004 – year: 2019 article-title: Kumaraswamy control chart for monitoring double bounded environmental data publication-title: Communications in Statistics—Simulation and Computation – volume: 136 start-page: 265 year: 2019 end-page: 276 article-title: Inflated beta control chart for monitoring double bounded processes publication-title: Comput Indust Eng – volume: 46 start-page: 79 issue: 1‐2 year: 1980 end-page: 88 article-title: A generalized probability density function for double‐bounded random processes publication-title: J Hydrol – year: 2016 – volume: 119 start-page: 416 issue: 1 year: 2018 end-page: 426 article-title: Beta regression control chart for monitoring fractions and proportions publication-title: Comput Indust Eng – ident: e_1_2_8_12_1 doi: 10.1007/s00362-011-0417-y – ident: e_1_2_8_7_1 doi: 10.1002/qre.2381 – ident: e_1_2_8_4_1 doi: 10.1201/9781482276596 – ident: e_1_2_8_6_1 doi: 10.1016/j.cie.2019.07.017 – year: 2019 ident: e_1_2_8_9_1 article-title: Kumaraswamy control chart for monitoring double bounded environmental data publication-title: Communications in Statistics—Simulation and Computation contributor: fullname: Lima‐Filho LMA – ident: e_1_2_8_11_1 doi: 10.1016/0022-1694(80)90036-0 – ident: e_1_2_8_5_1 doi: 10.1016/j.cie.2018.04.006 – volume-title: R: A Language and Environment for Statistical Computing year: 2016 ident: e_1_2_8_13_1 contributor: fullname: R Core Team – ident: e_1_2_8_2_1 doi: 10.1016/j.eswa.2012.02.146 – volume-title: Applied Regression Analysis year: 1981 ident: e_1_2_8_14_1 contributor: fullname: Draper NR – volume: 13 start-page: 1 issue: 2 year: 2018 ident: e_1_2_8_8_1 article-title: The unit‐Weibull distribution and associated inference publication-title: J Appl Prob Stat contributor: fullname: Mazucheli J – volume-title: Introduction to Statistical Quality Control year: 2009 ident: e_1_2_8_3_1 contributor: fullname: Montgomery DC – ident: e_1_2_8_10_1 doi: 10.1214/aoms/1177704172 |
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SubjectTerms | average run length Control charts Distribution functions double‐bounded processes Kumaraswamy distribution Monitoring Parameters Probability density functions Probability distribution functions reparameterization Skewed distributions unit‐Weibull distribution |
Title | Median control charts for monitoring asymmetric quality characteristics double bounded |
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