Krahasoni metodat
Shqyrtoni metodat e zgjedhura krah për krah; rreshtat që ndryshojnë janë të theksuar.
| Dizajni Robust i Faktorëve Fraksionalë× | Dizajni Qendror Kompozit× | Metodologjia e Sipërfaqes së Përgjigjes (RSM)× | |
|---|---|---|---|
| Fusha | Dizajni eksperimental | Dizajni eksperimental | Dizajni eksperimental |
| Familja≠ | Process / pipeline | Process / pipeline | Hypothesis test |
| Viti i origjinës≠ | 1980s (Taguchi's crossed-array approach); fractional factorial roots 1935–1945 | 1951 | 1951 |
| Krijuesi≠ | Genichi Taguchi (robust parameter design); fractional factorial foundations by Ronald Fisher and Frank Yates | George E. P. Box and K. B. Wilson | George E. P. Box & K. B. Wilson |
| Lloji≠ | Experimental design / robust parameter design | Response surface experimental design | Second-order polynomial response surface model |
| Burimi themelues≠ | Montgomery, D. C. (2017). Design and Analysis of Experiments (9th ed.). Wiley. ISBN: 978-1119492443 | 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. 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 ↗ |
| Emërtime të tjera≠ | robust FFD, robust fractional factorial experiment, crossed-array fractional factorial, Taguchi-style fractional factorial | CCD, Box-Wilson design, central composite response surface design, rotatable central composite design | RSM, Central Composite Design, Box-Behnken Design, CCD |
| Të lidhura≠ | 2 | 3 | 7 |
| Përmbledhja≠ | Robust fractional factorial design combines the run-count efficiency of fractional factorial arrays with Taguchi's robust parameter design philosophy. By simultaneously manipulating control factors (inner array) and noise factors (outer array) — each structured as a fractional factorial — the method identifies factor settings that minimize product or process variation due to uncontrollable conditions, without requiring a full factorial experiment. | 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. | 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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