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المجالالتصميم التجريبيالتصميم التجريبي
العائلةProcess / pipelineProcess / pipeline
سنة النشأة1990s–2000s (risk-based extensions)1951
صاحب الطريقةBuilds on Box & Wilson (1951) RSM; risk integration formalized in engineering reliability literature from the 1990s onwardGeorge E. P. Box and K. B. Wilson
النوعExperimental optimization with probabilistic risk constraintsResponse surface experimental design
المصدر التأسيسيMyers, R. H., Montgomery, D. C., & Anderson-Cook, C. M. (2009). Response Surface Methodology: Process and Product Optimization Using Designed Experiments (3rd ed.). Wiley. ISBN: 978-0470174463Box, 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 ↗
الأسماء البديلةRisk-based RSM, reliability-based RSM, probabilistic RSM, risk-integrated response surface methodologyCCD, Box-Wilson design, central composite response surface design, rotatable central composite design
ذات صلة53
الملخصRisk-based Response Surface Methodology (Risk-based RSM) extends classical RSM by embedding probabilistic risk or reliability constraints into the experimental optimization process. Rather than seeking a single optimal point under deterministic conditions, it identifies factor settings that achieve performance goals while keeping the probability of failure or unacceptable outcomes below a specified threshold — making it especially valuable in safety-critical and high-variability engineering contexts.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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ScholarGateقارن الطرق: Risk-based Response Surface Methodology · Central Composite Design. استُرجع بتاريخ 2026-06-18 من https://scholargate.app/ar/compare