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系統Process / pipelineProcess / pipeline
提唱年1990s–2000s (systematic hybrid applications)1935
提唱者Box & Wilson (RSM foundation, 1951); hybrid extensions by various authors from the 1990s onwardRonald A. Fisher
種類Optimization methodologyExperimental planning framework
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: 978-1118916032Fisher, R. A. (1935). The Design of Experiments. Oliver and Boyd. link ↗
別名Hybrid RSM, RSM-hybrid optimization, combined RSM, meta-model hybrid optimizationDOE, experimental design, factorial experimentation, planned experimentation
関連53
概要Hybrid Response Surface Methodology (Hybrid RSM) couples classical response surface designs — which fit low-order polynomial approximations of a system response — with a secondary optimizer such as a genetic algorithm, particle swarm, or artificial neural network. The combination overcomes RSM's limitation of assuming smooth, near-quadratic response landscapes by letting the surrogate model be explored globally, making it widely used in engineering process optimization, product design, and simulation-based studies.Design of Experiments (DOE) is a systematic framework for planning, conducting, and analyzing controlled experiments to determine how multiple input factors simultaneously affect one or more responses. Introduced by Ronald A. Fisher in 1935, DOE allows researchers and engineers to identify causal relationships, quantify factor effects, and find optimal settings efficiently — using far fewer runs than one-factor-at-a-time approaches. It is foundational in engineering, manufacturing, agriculture, and applied sciences.
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ScholarGate手法を比較: Hybrid Response Surface Methodology · Design of experiments. 2026-06-19に以下より取得 https://scholargate.app/ja/compare