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Планиране на експерименти×Методология на повърхността на отклика (RSM)×
ОбластПланиране на експериментаПланиране на експеримента
СемействоProcess / pipelineHypothesis test
Година на възникване19351951
СъздателRonald A. FisherGeorge E. P. Box & K. B. Wilson
ТипExperimental planning frameworkSecond-order polynomial response surface model
Основополагащ източникFisher, R. A. (1935). The Design of Experiments. Oliver and Boyd. link ↗Box, 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. link ↗
Други названияDOE, experimental design, factorial experimentation, planned experimentationRSM, Central Composite Design, Box-Behnken Design, CCD
Свързани37
РезюмеDesign 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.Response Surface Methodology is a collection of statistical and mathematical techniques for building an empirical second-order polynomial model that relates a continuous response variable to two or more controllable input factors, and then locating the factor settings that optimize that response. The approach was introduced by George E. P. Box and K. B. Wilson in their landmark 1951 paper and has since become a cornerstone of process optimization across engineering, chemistry, food science, and pharmaceutics.
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ScholarGateСравнение на методи: Design of experiments · Response Surface Methodology. Извлечено на 2026-06-18 от https://scholargate.app/bg/compare