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適応型一部実施要因実験×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1950s–1960s (classical FFD); adaptive extensions formalized in 1990s–2000s1951
提唱者Box, Hunter, and collaborators (adaptive/sequential extension of classical fractional factorial work)George E. P. Box & K. B. Wilson
種類Experimental design strategySecond-order polynomial response surface model
原典Box, G. E. P., Hunter, J. S., & Hunter, W. G. (2005). Statistics for Experimenters: Design, Innovation, and Discovery (2nd ed.). Wiley-Interscience. ISBN: 978-0471718130Box, 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adaptive FFE, sequential fractional factorial design, adaptive screening design, adaptive factor screeningRSM, Central Composite Design, Box-Behnken Design, CCD
関連27
概要An adaptive fractional factorial experiment combines the resource-efficiency of fractional factorial designs with a sequential, data-driven strategy for selecting which factors and interactions to investigate next. Rather than committing all experimental runs upfront, the researcher analyses results from an initial fraction and uses those findings to guide subsequent rounds of experimentation — augmenting, folding, or redirecting the design until the active factors and optimal settings are identified with sufficient precision.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: Adaptive Fractional Factorial Experiment · Response Surface Methodology. 2026-06-19に以下より取得 https://scholargate.app/ja/compare