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研究生: 楊政融
YANG, CHENG-JUNG
論文名稱: 以反應曲面法進行液晶螢幕多重領域最佳設計
Multidisciplinary Optimization of LCD Monitors by Response Surface Method
指導教授: 陳家豪
Chen, Jahau-Lewis
學位類別: 碩士
Master
系所名稱: 工學院 - 機械工程學系
Department of Mechanical Engineering
論文出版年: 2006
畢業學年度: 94
語文別: 中文
論文頁數: 108
中文關鍵詞: 反應曲面法多重領域最佳設計生命週期評估
外文關鍵詞: Multidisciplinary Optimization, Response Surface Method, LCA
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  • 摘要

    一般工程師在設計產品時所考量的地方可從性能、外型、可靠度等傳統設計考量因素下手,但近年在歐盟催生WEEE、RoHS、EuP一系列對環境保護措施的指令下,使得工程師需要面對的新問題就是將產品因生產製造、使用、回收階段所產生的環保問題納入考量,因此整合環境影響因素與傳統設計考量因素是未來的設計趨勢。
    本文將多重領域多目標最佳化設計法做為整合產品設計的概念,藉由生命週期評估軟體(SimaPro)求得LCD與其他同類型產品的生命週期數據,再用實驗計劃法的反應曲面法求得產品的近似曲面;同時使用Solidworks建立產品模型並模擬最大應力(von Mises stress)的數值,再用反應曲面法求得產品的近似曲面,利用反應曲面所得的結果使產品設計者更容易獲得設計參數數據。最後利用遺傳演算法達到同時考量降低最大應力值及降低環境方面影響這兩種不同設計觀點,完成多重領域多目標最佳設計的目標。文中以液晶螢幕為案例來驗證本文所提出之多重領域多目標最佳化設計方法之效果。

    Abstract

    In generally, engineers design a product from the traditional design factors, such as performance, appearance, reliability, etc. Because of a chain of environmental enactment like WEEE, RoHS and EuP are pushed in European Union in recent years, the new problem for engineers is to consider the environment impact from the life cycle of making a product, such as manufacture, use and recycle, etc. Therefore combination the environmental influences with traditional design factors is a product design trend in the future.

    This research presents a multidisciplinary optimization method for integrating the concept of product design. First, designers get the similar products’ LCA result of LCD by LCA software, SimaPro, and model LCD by Solidworks to acquire von Mises stress data. Second, designers evaluate the two approximate curved surface functions by response surface method. Using response surface functions can make designer easily to get design data. Finally, integrate two functions and calculate the optimal results by genetic algorithm. LCD is the example to prove the capabilities of the proposed multidisciplinary optimization method.

    摘 要 I 英文摘要 II 誌 謝 III 目 錄 IV 表目錄 VIII 圖目錄 X 符號說明 XI 第一章 緒 論 1 1-1前 言 1 1-2文獻回顧 3 1-3研究目的 6 1-4本文架構 6 第二章生命週期評估方法 9 2-1生命週期評估簡介 9 2-2生命週期評估方法 11 2-3環境衝擊評估 16 2-4環境衝擊指標 17 2-5單項環境衝擊指標 18 2-5-1一般化 20 2-5-2加權因子 21 2-6綜合環境衝擊指標 23 第三章 反應曲面法 29 3-1反應曲面法設計概念 29 3-2反應曲面法的設計步驟 30 3-3迴歸分析 31 3-4多項式函數之迴歸分析 34 第四章 遺傳演算法 35 4-1遺傳演算法簡介 35 4-2遺傳演算法的生物學基礎 35 4-3遺傳演算法於最佳化的應用 36 4-4遺傳演算法的概念 36 4-5遺傳演算法的運算過程 37 4-6遺傳演算法之計算範例 40 第五章 單一與多重目標最佳化方法 45 5-1單一目標最佳化方法簡介 45 5-2多重領域多目標最佳化方法簡介 47 第六章 實例應用 51 6-1 液晶螢幕(LCD)考量單目標函數最佳化 51 6-1-1蒐集LCD生命週期數據 51 6-1-2使用SPSS找出反應曲面方程式 54 6-1-3使用遺傳演算法進行最佳化 65 6-2 LCD框架考量多目標函數最佳化 67 6-2-1蒐集LCD框架所產生之環境衝擊值 68 6-2-2模擬各台LCD框架之最大應力值 72 6-2-3使用遺傳演算法進行多目標最佳化 78 第七章 結論與建議 83 7-1結論 83 7-2建議 85 參考文獻 87 附錄A 經由SimaPro所得之50組框架環境衝擊值 91 附錄B 以一階模型驗證近似附錄A數值之誤差率 93 附錄C 以具有交互作用一階模型驗證近似附錄A數值之誤差率 95 附錄D 以二階模型驗證近似附錄A數值之誤差率 97 附錄E 經由Solidworks模擬所得之50組框架最大應力值 99 附錄F 以一階模型驗證近似附錄E數值之誤差率 101 附錄G 以具有交互作用一階模型驗證近似附錄E數值之誤差率 103 附錄H 以二階模型驗證近似附錄E數值之誤差率 105

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