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Metodologie povrchové odezvy s asistencí optimalizace×Centrální kompozitní design×
OborPlánování experimentůPlánování experimentů
RodinaProcess / pipelineProcess / pipeline
Rok vzniku1951 (RSM); 1980 (desirability-function optimization formalized)1951
TvůrceDerringer & Suich (desirability function); Box & Wilson (RSM foundation)George E. P. Box and K. B. Wilson
TypHybrid experimental-optimization frameworkResponse surface experimental design
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., & Wilson, K. B. (1951). On the experimental attainment of optimum conditions. Journal of the Royal Statistical Society: Series B, 13(1), 1–45. DOI ↗
Další názvyOA-RSM, RSM with optimization, desirability-based RSM, multi-response RSM optimizationCCD, Box-Wilson design, central composite response surface design, rotatable central composite 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.Central Composite Design (CCD) is a second-order response surface design that allows researchers to efficiently fit a full quadratic model relating multiple continuous input factors to one or more response variables. Introduced by Box and Wilson in 1951, it combines a factorial (or fractional factorial) core, axial (star) points, and center-point replicates into a single unified design, making it the most widely used design for process optimization in engineering, chemistry, and manufacturing.
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ScholarGatePorovnat metody: Optimization-assisted response surface methodology · Central Composite Design. Získáno 2026-06-17 z https://scholargate.app/cs/compare