השוואת שיטות
סקרו את השיטות שבחרתם זו לצד זו; שורות שבהן יש הבדל מודגשות.
| בקרת תהליכים סטטיסטית מרובת-היענות× | תכנון ניסויים מרובה-תגובות× | |
|---|---|---|
| תחום | תכנון ניסויים | תכנון ניסויים |
| משפחה | Process / pipeline | Process / pipeline |
| שנת המקור≠ | 1947 (Hotelling's T²); mature multivariate SPC framework 1980s–2000s | 1980 (desirability function formalization); DoE roots from Fisher, 1920s–1930s |
| הוגה השיטה≠ | Harold Hotelling (T² statistic); extended by Alt, Lowry, Montgomery, Mason & Young | Derringer & Suich (desirability function); Montgomery (systematic DoE integration) |
| סוג≠ | Multivariate quality-monitoring procedure | Experimental optimization methodology |
| מקור מכונן≠ | Lowry, C. A., & Montgomery, D. C. (1995). A review of multivariate control charts. IIE Transactions, 27(6), 800–810. DOI ↗ | Derringer, G., & Suich, R. (1980). Simultaneous optimization of several response variables. Journal of Quality Technology, 12(4), 214–219. DOI ↗ |
| כינויים | Multivariate SPC, MSPC, Multi-response SPC, Multivariate statistical process control | Multi-response DoE, Multiple-response optimization, Multi-objective DoE, MRDoE |
| קשורות≠ | 6 | 4 |
| תקציר≠ | Multi-response statistical process control (multivariate SPC) extends classical univariate control charting to processes where two or more correlated quality characteristics must be monitored simultaneously. By treating all responses as a joint distribution, it detects shifts that would be invisible when each response is charted independently, reducing false alarms and improving the sensitivity of process monitoring in manufacturing and service contexts. | Multi-response Design of Experiments (MRDoE) extends classical DoE to situations where several response variables must be optimized simultaneously. Rather than tuning factors for a single output, the experimenter fits separate regression or response-surface models for each response, then combines them — most often via Derringer and Suich's desirability function — into a single composite score that guides the search for factor settings satisfying all response targets at once. |
| ScholarGateמערך נתונים ↗ |
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