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적응형 부분 요인 설계×반응 표면 분석법 (RSM)×
분야실험설계실험설계
계열Process / pipelineHypothesis test
기원 연도1950s–1960s (classical FFD); adaptive extensions formalized in 1990s–2000s1951
창시자Box, Hunter, and collaborators (adaptive/sequential extension of classical fractional factorial work)George E. P. Box & K. B. Wilson
유형Experimental design strategySecond-order polynomial response surface model
원전Box, 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 ↗
별칭adaptive FFE, sequential fractional factorial design, adaptive screening design, adaptive factor screeningRSM, Central Composite Design, Box-Behnken Design, CCD
관련27
요약An 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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ScholarGate방법 비교: Adaptive Fractional Factorial Experiment · Response Surface Methodology. 2026-06-19에 다음에서 검색함: https://scholargate.app/ko/compare