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研究生:張富淵
研究生(外文):Fu-Yuan Chang
論文名稱:應用主成份分析與VIKOR方法構建多品質特性田口方法
論文名稱(外文):Optimization of Multiple Characteristic Problems in the Taguchi Method by Combination of PCA and VIKOR
指導教授:古東源
指導教授(外文):Tong-Yuan Koo
口試委員:邱靜娥、盧淵源
口試委員(外文):Jing-Er Chiu、Yuan-Yuan Lu
口試日期:2015-06-23
學位類別:碩士
校院名稱:國立雲林科技大學
系所名稱:工業工程與管理系
學門:工程學門
學類:工業工程學類
論文種類:學術論文
論文出版年:2015
畢業學年度:103
語文別:中文
論文頁數:47
中文關鍵詞:田口方法、主成份分析、VIKOR
外文關鍵詞:Taguchi methods、Principal Component Analysis、VIKOR
相關次數:
  • 被引用被引用:0
  • 點閱點閱:294
  • 評分評分:
  • 下載下載:29
  • 收藏至我的研究室書目清單書目收藏:0
摘要
田口方法是工業界經常使用的方法之一,而現今工業界的作業流程都是屬於繁雜的製造程序,企業界經常需要多個品質特性而非只探討單一的品質特性,因田口方法無法解決多品質特性的問題,所以,本研究探討先以透過主成份分析方法在多品質的生產變數中,將有相關聯性的變數進行合併,然後再將簡化過後的變數透過多準則決策中的VIKOR(VlseKriterijumska Optimizacija I Kompromisno Resenje in Serbian, means Multicriteria Optimization and Compromise Solution)程序,找出各個變數間的評估值,最後將各個評估值套入在田口方法找出最佳參數組合。
因本研究先找出品質特性的損失比率,再使用主成份分析方法找出主成份,最後再從VIKOR方法找出綜合指標,可得到最佳參數組合為第十四組:A_2 B_2 C_3 D_1 E_2 F_3。
關鍵詞:田口方法、主成份分析、VIKOR


Abstract
The Taguchi method is one of the methods commonly used in the industry. The workflows of today’s business community belong to complex manufacturing processes. The business community not only explores single quality characteristics but also often requires multiple quality characteristics. Therefore, errors may result from using only the Taguchi method to find the optimal combination of parameters between the various variables of multiple quality characteristics. Factors such as different variables or multiple units can cause problems. Therefore, this study investigated the situation of multiple variables and multiple quality characteristics of products. First, the principal component analysis method was used to merge associated variables in the production of multiple variables without losing the original variables and the independent relationship between each main component. After the variables were simplified, VIKOR (VlseKriterijumska Optimizacija I Kompromisno Resenje, Serbian for Multicriteria Optimization and Compromise Solution) was used to find the best evaluation value between each variable. Finally, each evaluation value was then nested into the Taguchi method of multiple product quality characteristics to find the best combination of parameters.
In this study, first find out the quality characteristics of PQL, and then use principal component analysis to identify the main ingredient, and finally to find a comprehensive index from VIKOR, to obtain the best combination of parameters for A_2 B_2 C_3 D_1 E_2 F_3.

Key words: Taguchi methods、Principal Component Analysis、VIKOR

目錄
摘要 i
Abstract ii
目錄 iii
表目錄 v
圖目錄 vii
第一章、緒論 1
1.1 研究背景和動機 1
1.2研究目的 2
1.3論文內容 3
第二章、文獻探討 4
2.1田口方法 4
2.2主成份分析 6
2.3 VIKOR 8
第三章、研究方法 9
3.1 實驗說明 10
3.2田口方法 11
3.3以主成份分析找出主成份 13
3.4VIKOR 14
第四章、實驗結果與驗證 16
4.1實驗數據 16
4.2計算SN比 20
4.3主成份分析 21
4.4VIKOR 24
4.5實驗結果與驗證 28
第五章、結論與建議 35
參考文獻 36


參考文獻
一、中文文獻
1.吳復強,2005,產品穩健設計:田口方法之原理與應用,台北縣五股鄉: 全威圖書。
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3.林俊宏,曾國雄,任維廉,2005,利用VIKOR 方法解決企業資源規劃系統評選問題,農業與經濟 (Agriculture and Economics), 34
4.林鳳儀,蘇信安,2011,應用 VIKOR為計分模式之公司治理評等系統,電子商務研究,第九卷,第一期
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7. 陳志堅,唐麗英,王春和,2007,應用因素分析與VIKOR方法構建多變量管制程序,品質學報 Vol. 14, No. 1
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中華放射線技術學雜誌,36(1):1-8
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二、英文文獻
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3. Lin, F., Chang, C.Y. & Wu, S.(2009), A STUDY ON THE RELATIONSHIP BETWEEN RELATED PARTY TRANSACTIONS AND MONTHLY SALES IN TAIWAN’S PUBLICLY ISSUED COMPANIES, Journal of the Chinese Institute of Industrial Engineers, Vol. 26, No. 5, pp. 337-343
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sustainable reconstruction, Computer-Aided Civil and Infrastructure Engineering, 17(3), 211-220.
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8.Opricovic , S. & Tzeng, G. H.,( 2004), Compromise solution by MSDM methods: a comparative analysis of VIKOR and TOPSIS, European Journal of Operational Research, 156,pp. 445-455
9.Opricovic , S. & Tzeng, G. H.,( 2007), Extended VIKOR method in comparison with outranking methods, European Journal of Operational Research, 178(2), pp.514-529.
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11.Tseng, C.C. & Liu, B.S.(2011), Hybrid Taguchi-genetic Algorithm for Selecting and Scheduling a Balanced Project Portfolio, Journal of Science and Engineering Technology, Vol. 7, No. 1, pp. 11-18
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14.Wang, D.S., Koo, T.Y., Lin, I.P., Liu, H.R.,& Chou, C.Y.,(2005), Determination of Nattokinase Production Condition Using Taguchi Parameter Design, Department of Industrial Engineering and Management, National Yunlin University of Science and Technology, Touliu 640, Taiwan
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Transworld Institute of Technology Touliu 640, Taiwan
16.Wang, F.K.& Yang, C.W.,(2007), APPLYING PRINCIPAL COMPONENT ANALYSIS TO A GR&R STUDY, Journal of the Chinese Institute of Industrial Engineers, Vol. 24, No. 2, pp. 182-189
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18. Zeleny, M. (1982), Multiple Criteria Decision Making: McGraw-Hill, New York.


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1. 2.李義剛,余豐榮,郭冠頡,張皓鈞,2014,主成份田口法於A6061之預時效製程最佳化研究,科學與工程技術期刊 第十卷 第二期
2. 2.李義剛,余豐榮,郭冠頡,張皓鈞,2014,主成份田口法於A6061之預時效製程最佳化研究,科學與工程技術期刊 第十卷 第二期
3. 3.林俊宏,曾國雄,任維廉,2005,利用VIKOR 方法解決企業資源規劃系統評選問題,農業與經濟 (Agriculture and Economics), 34
4. 3.林俊宏,曾國雄,任維廉,2005,利用VIKOR 方法解決企業資源規劃系統評選問題,農業與經濟 (Agriculture and Economics), 34
5. 4.林鳳儀,蘇信安,2011,應用 VIKOR為計分模式之公司治理評等系統,電子商務研究,第九卷,第一期
6. 4.林鳳儀,蘇信安,2011,應用 VIKOR為計分模式之公司治理評等系統,電子商務研究,第九卷,第一期
7. 6.張英彬,駱景堯,2006,田口方法應用在鋼鐵廠諧波濾波器設計之最佳化,技術學刊,第二十一卷,第三期
8. 6.張英彬,駱景堯,2006,田口方法應用在鋼鐵廠諧波濾波器設計之最佳化,技術學刊,第二十一卷,第三期
9. 7. 陳志堅,唐麗英,王春和,2007,應用因素分析與VIKOR方法構建多變量管制程序,品質學報 Vol. 14, No. 1
10. 7. 陳志堅,唐麗英,王春和,2007,應用因素分析與VIKOR方法構建多變量管制程序,品質學報 Vol. 14, No. 1
11. 9. 盧昆宏,楊捷允,2013,關鍵因子選擇與多品質特性田口方法最適參數決策演算法之建構,品質學報 Vol. 20, No. 1
12. 9. 盧昆宏,楊捷允,2013,關鍵因子選擇與多品質特性田口方法最適參數決策演算法之建構,品質學報 Vol. 20, No. 1