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シミュレーション支援応答曲面法×中心複合計画法×
分野実験計画法実験計画法
系統Process / pipelineProcess / pipeline
提唱年1951 (RSM); simulation integration widely adopted from 1980s onward1951
提唱者Box & Wilson (RSM foundation); Kleijnen and others for simulation-based extensionsGeorge E. P. Box and K. B. Wilson
種類Experimental optimization methodResponse surface experimental design
原典Myers, R. H., Montgomery, D. C., & Anderson-Cook, C. M. (2016). Response Surface Methodology: Process and Product Optimization Using Designed Experiments (4th ed.). Wiley. ISBN: 978-1118916025Box, 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 ↗
別名SA-RSM, simulation-based RSM, computer simulation RSM, metamodel-assisted RSMCCD, Box-Wilson design, central composite response surface design, rotatable central composite design
関連63
概要Simulation-assisted response surface methodology (SA-RSM) combines computer simulation models — such as finite element analysis, computational fluid dynamics, or discrete-event simulation — with the statistical framework of response surface methodology to efficiently map, model, and optimize system responses. Instead of running physical experiments, the researcher executes simulation runs at design points prescribed by an RSM design, fits a polynomial metamodel (surrogate) to the simulation outputs, and uses that metamodel to locate optimal factor settings.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手法を比較: Simulation-assisted response surface methodology · Central Composite Design. 2026-06-18に以下より取得 https://scholargate.app/ja/compare