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実験計画法支援最適化×応答曲面法 (RSM)×
分野実験計画法実験計画法
系統Process / pipelineHypothesis test
提唱年1980 (desirability approach); broader integration through 1990s–2000s1951
提唱者Derringer & Suich (desirability function); extended by Myers, Montgomery, and Anderson-CookGeorge E. P. Box & K. B. Wilson
種類Hybrid experimental-optimization methodSecond-order polynomial response surface model
原典Derringer, G., & Suich, R. (1980). Simultaneous optimization of several response variables. Journal of Quality Technology, 12(4), 214–219. DOI ↗Box, G. E. P. & Wilson, K. B. (1951). On the experimental attainment of optimum conditions. Journal of the Royal Statistical Society, Series B, 13(1), 1–45. link ↗
別名OA-DoE, DoE with optimization, optimization-integrated DoE, multi-objective experimental optimizationRSM, Central Composite Design, Box-Behnken Design, CCD
関連47
概要Optimization-assisted design of experiments (OA-DoE) couples a structured experimental plan with a mathematical optimization engine to locate factor settings that simultaneously satisfy multiple response objectives. Rather than stopping at fitting a response surface model, the analyst applies desirability functions, genetic algorithms, or other optimizers to the fitted model to identify the global or near-global optimum across all responses of interest.Response Surface Methodology is a collection of statistical and mathematical techniques for building an empirical second-order polynomial model that relates a continuous response variable to two or more controllable input factors, and then locating the factor settings that optimize that response. The approach was introduced by George E. P. Box and K. B. Wilson in their landmark 1951 paper and has since become a cornerstone of process optimization across engineering, chemistry, food science, and pharmaceutics.
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ScholarGate手法を比較: Optimization-assisted design of experiments · Response Surface Methodology. 2026-06-18に以下より取得 https://scholargate.app/ja/compare