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시뮬레이션 보조 전체 요인 설계×시뮬레이션 지원 반응 표면 방법론×
분야실험설계실험설계
계열Process / pipelineProcess / pipeline
기원 연도1990s–2000s (simulation-DOE integration formalized)1951 (RSM); simulation integration widely adopted from 1980s onward
창시자Montgomery (DOE foundations); Kleijnen (simulation DOE formalization)Box & Wilson (RSM foundation); Kleijnen and others for simulation-based extensions
유형Experimental design with computer simulationExperimental optimization method
원전Montgomery, D. C. (2017). Design and Analysis of Experiments (9th ed.). Wiley. ISBN: 978-1119113478Myers, R. H., Montgomery, D. C., & Anderson-Cook, C. M. (2016). Response Surface Methodology: Process and Product Optimization Using Designed Experiments (4th ed.). Wiley. ISBN: 978-1118916025
별칭SA-FFD, computer simulation full factorial, virtual full factorial design, simulation-based full factorial DOESA-RSM, simulation-based RSM, computer simulation RSM, metamodel-assisted RSM
관련46
요약Simulation-assisted full factorial design integrates full factorial design of experiments (DOE) with computer simulation models — such as discrete-event simulation, finite element analysis, or Monte Carlo methods — to systematically explore every combination of factor levels and quantify their effects on system responses. It enables comprehensive experimentation in contexts where physical trials would be costly, dangerous, or infeasible.Simulation-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.
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ScholarGate방법 비교: Simulation-assisted full factorial design · Simulation-assisted response surface methodology. 2026-06-18에 다음에서 검색함: https://scholargate.app/ko/compare