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Reka Bentuk Box-Behnken Dibantu Pengoptimuman×Reka Bentuk Komposit Berpusat×
BidangReka Bentuk EksperimenReka Bentuk Eksperimen
KeluargaProcess / pipelineProcess / pipeline
Tahun asal1960 (BBD); optimization integration established 1980s–1990s1951
PengasasBox & Behnken (design); Derringer & Suich (desirability optimization)George E. P. Box and K. B. Wilson
JenisExperimental design with post-modeling optimizationResponse surface experimental design
Sumber perintisBox, G. E. P., & Behnken, D. W. (1960). Some new three level designs for the study of quantitative variables. Technometrics, 2(4), 455–475. 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 ↗
AliasBBD with optimization, Box-Behnken design optimization, RSM-BBD optimization, Box-Behnken response optimizationCCD, Box-Wilson design, central composite response surface design, rotatable central composite design
Berkaitan53
RingkasanOptimization-assisted Box-Behnken design (BBD) combines the Box-Behnken three-level experimental design with a formal optimization step to locate factor settings that maximize, minimize, or hit a target for one or more responses. BBD fits a second-order response surface model using fewer runs than a full factorial, and the optimization stage — typically via desirability functions or numerical search — then exploits that fitted model to identify the true optimum within the experimental region.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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ScholarGateBandingkan kaedah: Optimization-assisted Box-Behnken design · Central Composite Design. Dicapai 2026-06-18 daripada https://scholargate.app/ms/compare