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多响应实验设计×Box-Behnken Design×
领域实验设计实验设计
方法族Process / pipelineProcess / pipeline
起源年份1980 (desirability function formalization); DoE roots from Fisher, 1920s–1930s1960
提出者Derringer & Suich (desirability function); Montgomery (systematic DoE integration)George E. P. Box and Donald W. Behnken
类型Experimental optimization methodologyResponse surface design (incomplete three-level factorial)
开创性文献Derringer, 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 ↗
别名Multi-response DoE, Multiple-response optimization, Multi-objective DoE, MRDoEBBD, Box-Behnken, Box-Behnken RSM design, three-level incomplete factorial design
相关43
摘要Multi-response Design of Experiments (MRDoE) extends classical DoE to situations where several response variables must be optimized simultaneously. Rather than tuning factors for a single output, the experimenter fits separate regression or response-surface models for each response, then combines them — most often via Derringer and Suich's desirability function — into a single composite score that guides the search for factor settings satisfying all response targets at once.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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ScholarGate方法对比: Multi-response Design of Experiments · Box-Behnken Design. 于 2026-06-19 检索自 https://scholargate.app/zh/compare