Two factor factorial experiments
Transcript of Two factor factorial experiments
Two Factor Factorial Experiments
Chapter 14, sec8on 14.3
Introduc*on
• An experiment is a test or series of tests.
• The design of an experiment plays a major role in the eventual solution of the problem.
• In a factorial experimental design, experimental trials (or runs) are performed at all combinations of the factor levels.
• The analysis of variance (ANOVA) will be used as one of the primary tools for statistical data analysis.
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The General Two-‐Factor Factorial Experiment
a levels of factor A; b levels of factor B; n replicates
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Sta8s8cal (effects) model:
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yijk = µ +τ i + β j + (τβ)ij +ε ijk
i =1,2,...,aj =1,2,...,bk =1,2,...,n
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Hypotheses tested for Factorial Designs
• For the main effect of A:
• For the main effect of B:
• For the interac8on effect of A and B:
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Two Factor ANOVA
ANOVA par88oning of total variability:
Corresponding dof par88oning is:
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ANOVA Table – Two Factor Factorial Experiments
Example: BaOery life
Example: BaOery life
Example: BaOery life
Example: BaOery life
Example: BaOery life
F0.05,2,27=3.35 F0.05,4,27=2.73
Material type, temperature, and the interac*on between them all have significant effect on the life of the baRery.