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حوزهشبیه‌سازیطراحی آزمایش
خانوادهProcess / pipelineProcess / pipeline
سال پیدایش1973–20011935
پدیدآورI.M. Sobol (indices, 2001); Morris (screening, 1991); Cukier et al. (FAST, 1973)Ronald A. Fisher
نوعVariance-based sensitivity decompositionExperimental planning framework
منبع بنیادینSobol, I.M. (2001). Global Sensitivity Indices for Nonlinear Mathematical Models and Their Monte Carlo Estimates. Mathematics and Computers in Simulation, 55(1–3), 271–280. DOI ↗Fisher, R. A. (1935). The Design of Experiments. Oliver and Boyd. link ↗
نام‌های دیگرvariance decomposition, Sobol indices, Morris screening, FAST methodDOE, experimental design, factorial experimentation, planned experimentation
مرتبط43
خلاصهGlobal sensitivity analysis (GSA) is a family of techniques that decompose the variance of a model's output across its input parameters, quantifying how much each input — and each combination of inputs — contributes to the total uncertainty in the result. Sobol's variance-based indices (2001), Morris's one-at-a-time (OAT) screening (1991), and the Fourier Amplitude Sensitivity Test (FAST, first proposed by Cukier et al. in 1973) are the three most widely used approaches. Together they serve as the standard toolkit for identifying which parameters drive model behaviour and which can be safely fixed.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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ScholarGateمقایسهٔ روش‌ها: Global Sensitivity Analysis · Design of experiments. بازیابی‌شده در 2026-06-18 از https://scholargate.app/fa/compare