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Optimeerimisega toetatud katseplaanimine×Katseplaneerimine×
ValdkondKatsedisainKatsedisain
PerekondProcess / pipelineProcess / pipeline
Tekkeaasta1980 (desirability approach); broader integration through 1990s–2000s1935
LoojaDerringer & Suich (desirability function); extended by Myers, Montgomery, and Anderson-CookRonald A. Fisher
TüüpHybrid experimental-optimization methodExperimental planning framework
AlgallikasDerringer, G., & Suich, R. (1980). Simultaneous optimization of several response variables. Journal of Quality Technology, 12(4), 214–219. DOI ↗Fisher, R. A. (1935). The Design of Experiments. Oliver and Boyd. link ↗
RööpnimetusedOA-DoE, DoE with optimization, optimization-integrated DoE, multi-objective experimental optimizationDOE, experimental design, factorial experimentation, planned experimentation
Seotud43
KokkuvõteOptimization-assisted design of experiments (OA-DoE) couples a structured experimental plan with a mathematical optimization engine to locate factor settings that simultaneously satisfy multiple response objectives. Rather than stopping at fitting a response surface model, the analyst applies desirability functions, genetic algorithms, or other optimizers to the fitted model to identify the global or near-global optimum across all responses of interest.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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ScholarGateVõrdle meetodeid: Optimization-assisted design of experiments · Design of experiments. Loetud 2026-06-19 aadressilt https://scholargate.app/et/compare