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Metodologie povrchové odezvy s asistencí optimalizace×Box-Behnken Design×
OborPlánování experimentůPlánování experimentů
RodinaProcess / pipelineProcess / pipeline
Rok vzniku1951 (RSM); 1980 (desirability-function optimization formalized)1960
TvůrceDerringer & Suich (desirability function); Box & Wilson (RSM foundation)George E. P. Box and Donald W. Behnken
TypHybrid experimental-optimization frameworkResponse surface design (incomplete three-level factorial)
Původní zdrojDerringer, G., & Suich, R. (1980). Simultaneous optimization of several response variables. Journal of Quality Technology, 12(4), 214–219. DOI ↗Box, G. E. P., & Behnken, D. W. (1960). Some new three level designs for the study of quantitative variables. Technometrics, 2(4), 455–475. DOI ↗
Další názvyOA-RSM, RSM with optimization, desirability-based RSM, multi-response RSM optimizationBBD, Box-Behnken, Box-Behnken RSM design, three-level incomplete factorial design
Příbuzné53
ShrnutíOptimization-assisted RSM couples a second-order response surface model with a mathematical optimization routine — most commonly Derringer and Suich's desirability function, but also genetic algorithms or gradient-based solvers — to locate the factor settings that simultaneously satisfy multiple quality or performance objectives. The result is a data-driven recommendation for optimal process or product conditions, supported by a polynomial model fitted to a structured experimental design.The Box-Behnken design (BBD) is an efficient response surface methodology design that fits a full second-order polynomial model using three levels of each factor. Introduced by Box and Behnken in 1960, it places experimental points at the midpoints of the edges of a hypercube and at the center, avoiding the corner points where all factors are simultaneously at their extreme levels. This structure makes BBD particularly attractive when extreme-level combinations are physically impossible, costly, or unsafe to test.
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ScholarGatePorovnat metody: Optimization-assisted response surface methodology · Box-Behnken Design. Získáno 2026-06-17 z https://scholargate.app/cs/compare