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Montgomery DOE Example 5.1: battery life, material × temperature two-way ANOVA

ToolANOVA and DOE
SourceMontgomery, D. C. (2013). Design and Analysis of Experiments, 8th ed. Wiley, Hoboken, NJ. Example 5.1, Tables 5.1 and 5.5, Section 5.3.2.
LevelUndergraduate

Problem

Three plate materials are tested at three temperatures (15, 70, 125 °F) with four batteries per cell, 36 observations in all. Do material, temperature and their interaction affect battery life, and at 70 °F which materials differ?

Inputs to Enter

  • Analysis 'Two-way ANOVA with replication' (loads the Table 5.1 data: lines 'material temperature y y y y')
  • Factor names 'Material Temperature'; α 0.05
Open the ANOVA and DOE tool

Answers

  • SS: Material 10,683.72, Temperature 39,118.72, Interaction 9,613.78, Error 18,230.75, Total 77,646.97
  • MS: 5,341.86 / 19,559.36 / 2,403.44 / 675.21; F = 7.91, 28.97, 3.56; P = 0.0020, < 0.0001, 0.0186
  • Cell mean material 1 at 15 °F 134.75; material means 83.17, 108.33, 125.08; temperature means 144.83, 107.58, 64.17; grand mean 105.53
  • Tukey at 70 °F: T0.05 = q(3, 27) √(MS_E/4) = 45.47 (book q 3.50); materials 2 and 3 do not differ (26 < 45.47), material 1 differs from 2 (62.5)

Notes

Choosing the two-way analysis in the Analysis select loads this example into the data box through set_input_values; not the default selection.

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