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طراحی باکس-بنکن با کمک شبیه‌سازی×Latin Hypercube Sampling×
حوزهطراحی آزمایششبیه‌سازی
خانوادهProcess / pipelineProcess / pipeline
سال پیدایش1960 (base design); simulation-assisted application developed from the 1990s onward1979
پدیدآورBox-Behnken (1960) for the base design; simulation integration emerged from computer experiment methodology in the 1980s-2000s
نوعSimulation-integrated response surface designStratified space-filling sampling design
منبع بنیادینBox, G. E. P., & Behnken, D. W. (1960). Some new three level designs for the study of quantitative variables. Technometrics, 2(4), 455-475. DOI ↗McKay, M.D., Beckman, R.J. & Conover, W.J. (1979). A Comparison of Three Methods for Selecting Values of Input Variables in the Analysis of Output from a Computer Code. Technometrics, 21(2), 239-245. DOI ↗
نام‌های دیگرSA-BBD, computer-aided Box-Behnken design, simulation-based BBD, virtual Box-Behnken designLHS, Latin Hiperküp Örnekleme (LHS) ve Duyarlılık Analizi, stratified sampling design, space-filling design
مرتبط44
خلاصهSimulation-assisted Box-Behnken design couples the three-level, near-spherical Box-Behnken experimental matrix with computer simulation models — such as finite-element analysis, computational fluid dynamics, or discrete-event simulation — to map how multiple controllable factors jointly affect one or more output responses, while eliminating the need for costly or hazardous physical prototype fabrication at every design point.Latin Hypercube Sampling (LHS) is a stratified space-filling design for computer experiments, introduced by McKay, Beckman, and Conover in 1979. It divides each input variable's range into equally probable strata and draws exactly one sample per stratum, ensuring that the full input space is covered with far fewer model evaluations than standard Monte Carlo simulation requires. It is routinely paired with global sensitivity analysis — particularly Sobol indices — to quantify how much each input drives output variability.
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ScholarGateمقایسهٔ روش‌ها: Simulation-assisted Box-Behnken design · Latin Hypercube Sampling. بازیابی‌شده در 2026-06-17 از https://scholargate.app/fa/compare