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Optimāls eksperimentu plānojums (D-optimāls, I-optimāls)×Box-Behnkena dizains×
NozareEksperimentu plānošanaEksperimentu plānošana
SaimeHypothesis testProcess / pipeline
Izcelsmes gads19721960
AutorsV. V. FedorovGeorge E. P. Box and Donald W. Behnken
TipsComputer-aided optimal designResponse surface design (incomplete three-level factorial)
PirmavotsFedorov, V.V. (1972). Theory of Optimal Experiments. Academic Press. link ↗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 ↗
Citi nosaukumiD-Optimal Design, I-Optimal Design, Computer-Generated Design, Optimal Deneme Deseni (D-Optimal, I-Optimal)BBD, Box-Behnken, Box-Behnken RSM design, three-level incomplete factorial design
Saistītās53
KopsavilkumsOptimal experimental design is a computer-aided approach to constructing experiments that maximises statistical efficiency for a given model and run budget. Formalised by V. V. Fedorov in 1972, it selects experimental points from a candidate set so that the information matrix M = X'X is optimised according to a chosen criterion — most commonly D-optimality (maximising the determinant) or I-optimality (minimising average prediction variance). It is the preferred strategy whenever classical designs such as central composite or Box-Behnken cannot be applied because the experimental region is constrained or factor ranges are irregular.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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ScholarGateSalīdzināt metodes: Optimal Experimental Design · Box-Behnken Design. Izgūts 2026-06-18 no https://scholargate.app/lv/compare