Using Rolling Grey Model in a SPC-EPC Process Control Feedback-System
碩士 === 國立交通大學 === 工業工程與管理系所 === 101 === In order to enhance the competitiveness of products, manufacturers must reduce process variation to improve the product quality. Statistical Process Control (SPC) is frequently employed to remove the assignable cause and Engineering Process Control (EPC) is al...
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ndltd-TW-101NCTU50310862015-10-13T23:10:50Z http://ndltd.ncl.edu.tw/handle/24477993864063454221 Using Rolling Grey Model in a SPC-EPC Process Control Feedback-System 應用滾動灰預測模型之SPC-EPC製程回饋控制系統 Tsai,Chia-Ping 蔡佳蘋 碩士 國立交通大學 工業工程與管理系所 101 In order to enhance the competitiveness of products, manufacturers must reduce process variation to improve the product quality. Statistical Process Control (SPC) is frequently employed to remove the assignable cause and Engineering Process Control (EPC) is also implemented to adjust the process input, so that the process output can be revised quickly to the target value. Many studies recommended that integrated SPC-EPC has better performance than just employing SPC or EPC alone. The main purpose of this study is using the data of the production and metrology tools to develop a framework of SPC- EPC process feedback control system. First, this paper uses the stepwise regression analysis to order the significant input variables according to their importance, then constructing a relationship between the process input and the output. In addition, a rolling gray model is constructed to predict the future process output when the output of the process has a non-random trend. This feedback control system can decide in advance whether it is necessary to start the variable adjustment mechanism to effectively reduce the process variation. Tong, Lee-Ing Li, Rong-Kwei 唐麗英 李榮貴 2013 學位論文 ; thesis 34 zh-TW |
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碩士 === 國立交通大學 === 工業工程與管理系所 === 101 === In order to enhance the competitiveness of products, manufacturers must reduce process variation to improve the product quality. Statistical Process Control (SPC) is frequently employed to remove the assignable cause and Engineering Process Control (EPC) is also implemented to adjust the process input, so that the process output can be revised quickly to the target value. Many studies recommended that integrated SPC-EPC has better performance than just employing SPC or EPC alone. The main purpose of this study is using the data of the production and metrology tools to develop a framework of SPC- EPC process feedback control system. First, this paper uses the stepwise regression analysis to order the significant input variables according to their importance, then constructing a relationship between the process input and the output. In addition, a rolling gray model is constructed to predict the future process output when the output of the process has a non-random trend. This feedback control system can decide in advance whether it is necessary to start the variable adjustment mechanism to effectively reduce the process variation.
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author2 |
Tong, Lee-Ing |
author_facet |
Tong, Lee-Ing Tsai,Chia-Ping 蔡佳蘋 |
author |
Tsai,Chia-Ping 蔡佳蘋 |
spellingShingle |
Tsai,Chia-Ping 蔡佳蘋 Using Rolling Grey Model in a SPC-EPC Process Control Feedback-System |
author_sort |
Tsai,Chia-Ping |
title |
Using Rolling Grey Model in a SPC-EPC Process Control Feedback-System |
title_short |
Using Rolling Grey Model in a SPC-EPC Process Control Feedback-System |
title_full |
Using Rolling Grey Model in a SPC-EPC Process Control Feedback-System |
title_fullStr |
Using Rolling Grey Model in a SPC-EPC Process Control Feedback-System |
title_full_unstemmed |
Using Rolling Grey Model in a SPC-EPC Process Control Feedback-System |
title_sort |
using rolling grey model in a spc-epc process control feedback-system |
publishDate |
2013 |
url |
http://ndltd.ncl.edu.tw/handle/24477993864063454221 |
work_keys_str_mv |
AT tsaichiaping usingrollinggreymodelinaspcepcprocesscontrolfeedbacksystem AT càijiāpíng usingrollinggreymodelinaspcepcprocesscontrolfeedbacksystem AT tsaichiaping yīngyònggǔndònghuīyùcèmóxíngzhīspcepczhìchénghuíkuìkòngzhìxìtǒng AT càijiāpíng yīngyònggǔndònghuīyùcèmóxíngzhīspcepczhìchénghuíkuìkòngzhìxìtǒng |
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