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Оптимизационен дизайн на Box-Behnken×Дизайн на Бокс-Бенкен×
ОбластПланиране на експериментаПланиране на експеримента
СемействоProcess / pipelineProcess / pipeline
Година на възникване1960 (BBD); optimization integration established 1980s–1990s1960
СъздателBox & Behnken (design); Derringer & Suich (desirability optimization)George E. P. Box and Donald W. Behnken
ТипExperimental design with post-modeling optimizationResponse surface design (incomplete three-level factorial)
Основополагащ източникBox, 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., & Behnken, D. W. (1960). Some new three level designs for the study of quantitative variables. Technometrics, 2(4), 455–475. DOI ↗
Други названияBBD with optimization, Box-Behnken design optimization, RSM-BBD optimization, Box-Behnken response optimizationBBD, Box-Behnken, Box-Behnken RSM design, three-level incomplete factorial design
Свързани53
РезюмеOptimization-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.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.
ScholarGateНабор от данни
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  2. 2 Източници
  3. PUBLISHED
  1. v1
  2. 2 Източници
  3. PUBLISHED

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ScholarGateСравнение на методи: Optimization-assisted Box-Behnken design · Box-Behnken Design. Извлечено на 2026-06-18 от https://scholargate.app/bg/compare