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Simulatsioonipõhine vastuspinnametoodika×Katseplaneerimine×
ValdkondKatsedisainKatsedisain
PerekondProcess / pipelineProcess / pipeline
Tekkeaasta1951 (RSM); simulation integration widely adopted from 1980s onward1935
LoojaBox & Wilson (RSM foundation); Kleijnen and others for simulation-based extensionsRonald A. Fisher
TüüpExperimental optimization methodExperimental planning framework
AlgallikasMyers, R. H., Montgomery, D. C., & Anderson-Cook, C. M. (2016). Response Surface Methodology: Process and Product Optimization Using Designed Experiments (4th ed.). Wiley. ISBN: 978-1118916025Fisher, R. A. (1935). The Design of Experiments. Oliver and Boyd. link ↗
RööpnimetusedSA-RSM, simulation-based RSM, computer simulation RSM, metamodel-assisted RSMDOE, experimental design, factorial experimentation, planned experimentation
Seotud63
KokkuvõteSimulation-assisted response surface methodology (SA-RSM) combines computer simulation models — such as finite element analysis, computational fluid dynamics, or discrete-event simulation — with the statistical framework of response surface methodology to efficiently map, model, and optimize system responses. Instead of running physical experiments, the researcher executes simulation runs at design points prescribed by an RSM design, fits a polynomial metamodel (surrogate) to the simulation outputs, and uses that metamodel to locate optimal factor 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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ScholarGateVõrdle meetodeid: Simulation-assisted response surface methodology · Design of experiments. Loetud 2026-06-18 aadressilt https://scholargate.app/et/compare