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中心复合设计敏感性分析×Box-Behnken Design×
领域实验设计实验设计
方法族Process / pipelineProcess / pipeline
起源年份1951 (CCD); SA integration throughout 1970s–2000s1960
提出者G. E. P. Box and K. B. Wilson (CCD); sensitivity analysis formalised within RSM by Montgomery and subsequent practitionersGeorge E. P. Box and Donald W. Behnken
类型Quantitative experimental design with post-hoc sensitivity assessmentResponse surface design (incomplete three-level factorial)
开创性文献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 ↗Box, G. E. P., & Behnken, D. W. (1960). Some new three level designs for the study of quantitative variables. Technometrics, 2(4), 455–475. DOI ↗
别名SA-CCD, CCD sensitivity analysis, RSM sensitivity analysis, response surface sensitivity studyBBD, Box-Behnken, Box-Behnken RSM design, three-level incomplete factorial design
相关43
摘要Sensitivity analysis with Central Composite Design (CCD) combines a structured, space-filling experimental layout with a systematic examination of how much each input factor drives changes in the response. CCD supports estimation of a full quadratic response surface model; sensitivity analysis then interrogates that model to rank factors by influence, identify interactions, and map the performance landscape — guiding engineers and researchers toward robust operating conditions and efficient optimisation.The Box-Behnken design (BBD) is an efficient response surface methodology design that fits a full second-order polynomial model using three levels of each factor. Introduced by Box and Behnken in 1960, it places experimental points at the midpoints of the edges of a hypercube and at the center, avoiding the corner points where all factors are simultaneously at their extreme levels. This structure makes BBD particularly attractive when extreme-level combinations are physically impossible, costly, or unsafe to test.
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ScholarGate方法对比: Sensitivity analysis with central composite design · Box-Behnken Design. 于 2026-06-18 检索自 https://scholargate.app/zh/compare