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工业应用响应面法×实验设计×
领域实验设计实验设计
方法族Process / pipelineProcess / pipeline
起源年份1951 (origin); widespread industrial adoption from 1980s onward1935
提出者George E. P. Box & K. B. Wilson; industrialized by Douglas Montgomery and colleaguesRonald A. Fisher
类型Empirical optimization techniqueExperimental planning framework
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: 978-1118916018Fisher, R. A. (1935). The Design of Experiments. Oliver and Boyd. link ↗
别名Industrial RSM, RSM for manufacturing, process optimization RSM, industrial response surface analysisDOE, experimental design, factorial experimentation, planned experimentation
相关53
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.Design of Experiments (DOE) is a systematic framework for planning, conducting, and analyzing controlled experiments to determine how multiple input factors simultaneously affect one or more responses. Introduced by Ronald A. Fisher in 1935, DOE allows researchers and engineers to identify causal relationships, quantify factor effects, and find optimal settings efficiently — using far fewer runs than one-factor-at-a-time approaches. It is foundational in engineering, manufacturing, agriculture, and applied sciences.
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ScholarGate方法对比: Industrial Applications Response Surface Methodology · Design of experiments. 于 2026-06-20 检索自 https://scholargate.app/zh/compare