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実験計画法のためのシミュレーション支援設計×実験計画法×
分野実験計画法実験計画法
系統Process / pipelineProcess / pipeline
提唱年1970s–1990s (formalized with computer experimentation growth)1935
提唱者Multiple contributors; systematized by Jack P.C. Kleijnen and Thomas J. Santner et al.Ronald A. Fisher
種類Hybrid experimental-computational methodExperimental planning framework
原典Santner, T. J., Williams, B. J., & Notz, W. I. (2003). The Design and Analysis of Computer Experiments. Springer. ISBN: 978-0387954202Fisher, R. A. (1935). The Design of Experiments. Oliver and Boyd. link ↗
別名Simulation-based DoE, Virtual DoE, Computer-aided DoE, SA-DoEDOE, experimental design, factorial experimentation, planned experimentation
関連53
概要Simulation-assisted design of experiments (SA-DoE) integrates computational simulation tools — such as finite element analysis (FEA), computational fluid dynamics (CFD), or discrete-event simulation — with classical DoE principles to systematically explore the factor space of a system. Rather than running costly or hazardous physical trials, researchers execute a structured set of virtual experiments across selected factor combinations, then fit a surrogate model to the simulation outputs to understand main effects, interactions, and optimal settings.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: Simulation-assisted design of experiments · Design of experiments. 2026-06-19に以下より取得 https://scholargate.app/ja/compare