Number of hours
- Lectures 16.0
- Projects 0
- Tutorials 0
- Internship 0
- Laboratory works 28.0
- Written tests 0
ECTS
ECTS 3.0
Goal(s)
Use of basic statistical methods for process study and control, or as a prelude to other modules (design of experiments, quality, control charts).
Contact Florence DRUART, Nicolas SERGENT, Lenka SVECOVA, Raphael BOICHOT, Antoine BONNEFONTContent(s)
- Basic reminders (populations, samples, distributions, mean, mode, etc.)
- Statistical tests
- Sequential tests, graphs
- Analysis of variance (ANOVA)
- Regressions
- Methodology of Design of Experiments (DoE)
- Screening, Response Surface Methodology, Prediction and Optimization
- Linear response model without interaction: Hadamard matrices
- Linear model with interactions: full and fractional factorial designs at 2 levels, Taguchi orthogonal arrays at 2 levels, search for optimum direction
- Quadratic model: 3-level factorial designs, central composite designs, other designs, localization of optimum
- Optimization of multiple responses: overlay of isoresponse curves, weighted additive response, desirability coefficient
Prerequisites
Mathematics for Engineers, Numericam Methofs
Test
3-hour computer-based exam (75%) + continuous assessment (25%)
Additional Information
This course brings 4.0 ECTS to students in UE Methods
This course brings 2.0 ECTS to students in Engineer APPRENTISSAGE MEP 2Y
Course list
Curriculum->Apprentissage MEP->Semester 8
Curriculum->EPEE->Semester 8
Curriculum->Master->Semester 8
Bibliography
- Introduction to Statistical Methods, Design of Experiments and Statistical Quality Control
-BOX, G.E.P., DRAPER, N. (1987). Empirical model-building and response surfaces. John Wiley, NY.
-GOUPY J. (2005). Pratiquer les plans d'expériences, Dunod
-MONTGOMERY, D.C., (1991) Design and analysis of experiments, 3rd ed., John Wiley, NY.