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工业应用响应面法×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1951 (origin); widespread industrial adoption from 1980s onward1951
提出者George E. P. Box & K. B. Wilson; industrialized by Douglas Montgomery and colleaguesGeorge E. P. Box & K. B. Wilson
类型Empirical optimization techniqueSecond-order polynomial response surface model
开创性文献Myers, R. H., Montgomery, D. C., & Anderson-Cook, C. M. (2016). Response Surface Methodology: Process and Product Optimization Using Designed Experiments (4th ed.). Wiley. ISBN: 978-1118916018Box, 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Industrial RSM, RSM for manufacturing, process optimization RSM, industrial response surface analysisRSM, Central Composite Design, Box-Behnken Design, CCD
相关57
摘要Industrial Applications Response Surface Methodology (RSM) applies the classical Box-Wilson response surface framework to manufacturing and process engineering problems. It builds an empirical polynomial model linking controllable process inputs — such as temperature, pressure, feed rate, or catalyst concentration — to one or more quality responses, then mathematically locates the input settings that optimize those responses. It is the de-facto standard statistical tool for process characterization and optimization in chemical, mechanical, food, materials, and pharmaceutical manufacturing.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: Industrial Applications Response Surface Methodology · Response Surface Methodology. 于 2026-06-18 检索自 https://scholargate.app/zh/compare