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作者(中文):吳承翰
作者(外文):Wu, Cheng-Han
論文名稱(中文):同時監控韋伯分佈雙參數的調適變動指數加權移動平均管制圖
論文名稱(外文):Adaptive EWMA Variable Sampling Interval Control Charts for Monitoring Weibull Shape and Scale Parameters Simultaneously
指導教授(中文):黃榮臣
指導教授(外文):Huwang, Long-cheen
口試委員(中文):黃郁芬
王藝華
口試委員(外文):Huang, Yu-fen
Wang, Yi-Hua
學位類別:碩士
校院名稱:國立清華大學
系所名稱:統計學研究所
學號:106024516
出版年(民國):108
畢業學年度:107
語文別:中文
論文頁數:51
中文關鍵詞:EWMA管制圖韋伯分佈雙參數變動抽樣區間AEWMA管制圖
外文關鍵詞:EWMA control chartsWeibull distributiontwo parametersvariable sampling intervalAEWMA control charts
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在監控產品壽命的資料時,我們常以韋伯分佈來描述其失效時間。在現有
文獻中大多在探討如何個別監控韋伯分佈的形狀參數和尺度參數。在本文中我
們會利用兩個現有的舒華特管制圖的監控統計量,建構出能同時監控韋伯分佈
雙參數的 EWMA 管制圖及 AEWMA 管制圖,並且將變動抽樣區間的概念應用
到這兩個管制圖上,同時我們使用統計模擬的方式來評估管制圖效率的表現。
最後我們舉了一個碳纖維拉扯強度的資料來說明在實際上如何運用與執行我們
所提出的管制圖。
When monitoring the lifetime data of the products, we often use Weibull distribution to represent the failure time. There are a lot of literatures studying
how to monitor the shape parameter and the scale parameter, individually. In
this article, we use two existing charting statistics of Shewhart-type control charts
to develop the EWMA and AEWMA control charts for monitoring the shape
and scale parameters simultaneously. In addition, we propose the EWMA and
AEWMA control charts using the concept of varible sampling intervals. We use
simulation to evaluate the performance of our purposed control charts. Finally,
we use a breaking strength example from a carbon fiber process to demonstrate
the applicability of the proposed control schemes.
第一章 緒論 1
1.1 管制圖的簡介 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1
1.2 研究目的與動機 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2
第二章 監控韋伯分佈的雙參數 3
2.1 文獻回顧 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3
2.2 監控韋伯分佈雙參數的 EWMA 管制圖 . . . . . . . . . . . . . . . . 4
2.2.1 固定抽樣區間管制圖 . . . . . . . . . . . . . . . . . . . . . . 5
2.2.2 變動抽樣區間管制圖 . . . . . . . . . . . . . . . . . . . . . . 6
2.3 調適的 EWMA 變動抽樣區間管制圖 . . . . . . . . . . . . . . . . . 8
第三章 管制圖的比較 12
3.1 管制界限與警戒界限 . . . . . . . . . . . . . . . . . . . . . . . . . . 12
3.1.1 管制界限 . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12
3.1.2 警戒界限 . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15
3.2 管制圖效率比較 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 16
第四章 實例分析 20
第五章 結論與後續研究 23
參考文獻 24
附表 26
附圖 46
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