Presentation: Exploring Best Practices in Design of Experiments - JMP

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Module 3 – Modern Screening Methods There is substantial new research in both design and analysis of screening experiments in the last 15 years. Much of this new research calls into question the conventional strategy of the standard use of regular fractional factorial designs for screening. We will introduce some of these new methods in this section. Many of the new designs are orthogonal but have more desirable aliasing properties than the regular fractional factorial designs previously shown.
Standard Fractional Factorial Designs may not Always be the Best Choice for Screening • In these designs the alias matrix consists of either 0, +1 or -1 entries • That means that effects are completely confounded… 29
Page 1 and 2: Exploring Best Practices in Design
Page 3 and 4: What Is a Designed Experiment? a st
Page 5 and 6: What Is a Response? A response is a
Page 7 and 8: What is a model? a simplified mathe
Page 9 and 10: ANOVA and regression models are equ
Page 11 and 12: The Model/Design Relationship - Par
Page 13 and 14: The Model/Design Relationship - Ali
Page 15 and 16: Design Optimality Criteria D-optima
Page 17 and 18: Module 1 - Conclusions 1. Remember
Page 19 and 20: Optimal Full Factorial Full Factor
Page 21 and 22: Properties of this design • Ortho
Page 23 and 24: Optimal Fractional Factorial Fract
Page 25 and 26: The 2 5-1 • Aliases: - All main e
Page 27: Module 2 - Summary 1. Main message
Page 31 and 32: Plackett-Burman Designs • These a
Page 33 and 34: JMP Demo
Page 35 and 36: If only we could find a design with
Page 37: How do we get generate this design?
Page 40 and 41: JMP Demo
Page 43 and 44: What if we are not willing to give
Page 45: JMP Demo Alias Optimal Standard Fra
Page 48 and 49: Robust Screening Design Properties
Page 50 and 51: Definitive Screening Designs for 4
Page 52 and 53: Alias Matrix
Page 54 and 55: Definitive Screening Coefficient Va
Page 56 and 57: Definitive Screening Stepwise Resul
Page 58 and 59: Explorers 2011 - Final Thoughts 1.

Presentation: Exploring Best Practices in Design of Experiments - JMP

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