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多响应响应面法×响应面方法 (RSM)×
领域实验设计实验设计
方法族Process / pipelineHypothesis test
起源年份1980 (Derringer & Suich desirability function); RSM roots ~1951 (Box & Wilson)1951
提出者Derringer & Suich (desirability function approach); Myers & Montgomery (RSM framework)George E. P. Box & K. B. Wilson
类型Experimental optimization techniqueSecond-order polynomial response surface model
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. & Wilson, K. B. (1951). On the experimental attainment of optimum conditions. Journal of the Royal Statistical Society, Series B, 13(1), 1–45. link ↗
别名Multi-response RSM, MRSM, Multi-objective RSM, Multiple response optimizationRSM, Central Composite Design, Box-Behnken Design, CCD
相关67
摘要Multi-response Response Surface Methodology (MRSM) extends classical RSM to situations where an experiment generates two or more response variables that must be optimized simultaneously. Rather than tuning factor settings for a single output, MRSM fits a separate second-order polynomial model for each response, then combines them — most commonly via Derringer and Suich's desirability function — to find factor settings that satisfy all objectives at once.Response Surface Methodology is a collection of statistical and mathematical techniques for building an empirical second-order polynomial model that relates a continuous response variable to two or more controllable input factors, and then locating the factor settings that optimize that response. The approach was introduced by George E. P. Box and K. B. Wilson in their landmark 1951 paper and has since become a cornerstone of process optimization across engineering, chemistry, food science, and pharmaceutics.
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ScholarGate方法对比: Multi-response Response Surface Methodology · Response Surface Methodology. 于 2026-06-17 检索自 https://scholargate.app/zh/compare