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Montgomery DOE Example 3.1: plasma etching, one-way ANOVA with Tukey and LSD

ToolANOVA and DOE
SourceMontgomery, D. C. (2013). Design and Analysis of Experiments, 8th ed. Wiley, Hoboken, NJ. Examples 3.1, 3.3, 3.4, 3.7 and 3.8, Tables 3.1, 3.4 and 3.6.
LevelUndergraduate

Problem

An engineer tests four RF power settings (160, 180, 200, 220 W) on the etch rate of a plasma etching tool, five wafers at each setting. Test whether power affects the etch rate, give a confidence interval on the 160 W mean, check the equal-variance assumption and find which pairs of means differ.

Inputs to Enter

  • Analysis One-way ANOVA; α 0.05
  • 160 W: 575 542 530 539 570 / 180 W: 565 593 590 579 610 / 200 W: 600 651 610 637 629 / 220 W: 725 700 715 685 710 (loaded by default)
Open the ANOVA and DOE tool (loaded with this example)

Answers

  • Means 551.2, 587.4, 625.4, 707.0; grand mean 617.75
  • SS_Treatments 66,870.55, SS_E 5,339.20, SS_T 72,209.75; MS_Treatments 22,290.18, MS_E 333.70; F0 = 66.80, P < 0.01; R² = 0.9261
  • 95 % CI on μ1: 533.88 to 568.52 (Example 3.3); Bartlett χ0² = 0.43 (Example 3.4), variances homogeneous
  • Tukey T0.05 = 4.05 √(333.70/5) = 33.09 (Example 3.7); LSD = 24.49 (Example 3.8); every pair differs
  • Residual e11 = 23.8 (Table 3.6)

Notes

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