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روش سطح پاسخ (RSM) در کاربردهای صنعتی: بهینه‌سازی فرآیند×طراحی ترکیبی مرکزی×
حوزهطراحی آزمایشطراحی آزمایش
خانوادهProcess / pipelineProcess / pipeline
سال پیدایش1951 (origin); widespread industrial adoption from 1980s onward1951
پدیدآورGeorge E. P. Box & K. B. Wilson; industrialized by Douglas Montgomery and colleaguesGeorge E. P. Box and K. B. Wilson
نوعEmpirical optimization techniqueResponse surface experimental design
منبع بنیادینMyers, 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. DOI ↗
نام‌های دیگرIndustrial RSM, RSM for manufacturing, process optimization RSM, industrial response surface analysisCCD, Box-Wilson design, central composite response surface design, rotatable central composite design
مرتبط53
خلاصهIndustrial 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.Central Composite Design (CCD) is a second-order response surface design that allows researchers to efficiently fit a full quadratic model relating multiple continuous input factors to one or more response variables. Introduced by Box and Wilson in 1951, it combines a factorial (or fractional factorial) core, axial (star) points, and center-point replicates into a single unified design, making it the most widely used design for process optimization in engineering, chemistry, and manufacturing.
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ScholarGateمقایسهٔ روش‌ها: Industrial Applications Response Surface Methodology · Central Composite Design. بازیابی‌شده در 2026-06-18 از https://scholargate.app/fa/compare