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Simulation-Assisted Fractional Factorial Design×中心复合设计×
领域实验设计实验设计
方法族Process / pipelineProcess / pipeline
起源年份FFD: 1950s; simulation integration: 1980s–2000s1951
提出者Box, Hunter & Hunter (FFD basis); Kleijnen and others (simulation integration)George E. P. Box and K. B. Wilson
类型Experimental design with computational augmentationResponse surface experimental design
开创性文献Kleijnen, J. P. C. (2008). Design and Analysis of Simulation Experiments. Springer. ISBN: 978-0387718125Box, 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. DOI ↗
别名SA-FFD, virtual fractional factorial design, computer-aided fractional factorial design, simulation-based FFDCCD, Box-Wilson design, central composite response surface design, rotatable central composite design
相关43
摘要Simulation-assisted fractional factorial design (SA-FFD) combines the statistical efficiency of fractional factorial experimentation with computerized simulation models to screen and estimate factor effects when physical experiments are too costly, hazardous, or time-consuming. A carefully chosen subset of factor-level combinations — the fractional factorial array — is executed inside a validated simulation model instead of (or alongside) a real process, dramatically reducing resource requirements while preserving the ability to identify main effects and low-order interactions.Central Composite Design (CCD) is a second-order response surface design that allows researchers to efficiently fit a full quadratic model relating multiple continuous input factors to one or more response variables. Introduced by Box and Wilson in 1951, it combines a factorial (or fractional factorial) core, axial (star) points, and center-point replicates into a single unified design, making it the most widely used design for process optimization in engineering, chemistry, and manufacturing.
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ScholarGate方法对比: Simulation-assisted fractional factorial design · Central Composite Design. 于 2026-06-19 检索自 https://scholargate.app/zh/compare