反應曲面方法 (Response Surface Methodology)

開課學期：97 學年度上學期

開課班級：管理科學研究所博士班應統祖

學分數：3/0

上課時間：

• 星期四第 3, 4, 5 節 (L410)

授課老師：

• 吳碩傑
• Office: B831
• Tel: 2621-5656 Ext. 2886
• E-mail: shuo@stat.tku.edu.tw
• Webpage http://www1.stat.tku.edu.tw/~shuo/

先修科目：

• 實驗設計、統計套裝軟體

教科書：

• Myers, R. H. and Montgomery, D. C. (2002). Response Surface Methodology: Process and Product Optimization Using Designed Experiments, 2nd edition, Wiley.

參考書籍：

• Box, G. E. P. and Draper, N. R. (2007). Response Surfaces, Mixtures, and Ridge Analyses, 2nd edition, Wiley.
• Box, G. E. P. and Draper, N. R. (1987). Empirical Model -- Building and Response Surfaces, Wiley.
• Cornell, J. A. (1990). How to Apply Response Surface Methodology, revised edition, American Society for Quality.
• Khuri, A. I. and Cornell, J. A. (1996). Response Surfaces -- Designs and Analyses, 2nd edition, CRC Press.
• Vuchkov, I. N. and Boyadjieva, N. L. (2001). Quality Improvement with Design of Experiments: A Response Surface Approach, Springer.

主題：

• Factorial designs

• Two-level factorial designs
• Blocking
• Fractional factorial designs
• Design resolution

• Response surface methodology

• First order models
• Steepest ascent
• Second order models
• Canonical form of response surface models
• Blocking in response surface designs
• Bias and variance

• Other topics (time permitting)

• Mixture designs
• Robust design and Taguchi methods
• Split plots
• Errors in design parameters
• Qualitative factors

評分方法：

• 作業及考試： 100%