An Introduction to Design of Experiments (Barrentine)
Table of Contents
Chapter 1 Introduction
Chapter 2 Experiments with Two Factors
Example 1: Bond Strength
The Eight Steps for Analysis of Effects
The Analytical Procedure
Calculate Effects
Make a Pareto Chart of Effects
Calculate the Standard Deviation of the Experiment, Se
Calculate the Standard Deviation of the Effects, Seff
Determine the t-Statistic
Calculate the Decision Limits and Determine the Effects
Graph Significant Effects
Model the Significant Effects
Review of the Experimental Procedure
Example 2: Water Absorption in Paper Stock
Calculate Effects
Make a Pareto Chart of Effects
Calculate the Standard Deviation of the Experiment, Se
Calculate the Standard Deviation of the Effects, Seff
Determine the t-Statistic
Calculate the Decision Limits and Determine the Effects
Graph Significant Effects
Model the Significant Effects
A Different Analytical Technique: The Spreadsheet Approach
Exercise 1: Coal-Processing Yield
Nonlinear Models
Exercise 2: Corrosion Study
Chapter 3 Experiments with Three Factors 23
Example 3: Chemical-Processing Yield
Variation Analysis
Exercise 3: Ink Transfer
Analysis with Unreplicated Experiments
Chapter 4 Screening Designs
Example 4: An Eight-Run Plackett-Burman Design with Seven Factors
Reflection
Other Analytical Considerations
Exercise 4: Nail Pull Study
Twelve-Run Plackett-Burman
Example 5: Moldability Analysis
Exercise 5: The Lawn Fanatics
Even Larger Designs
Other Types of Designs
Chapter 5 Problems, Questions, and Review
Problems and Questions
Review of the Basics in Managing a DOE
What Inhibits Application of DOE?
Software
Appendix
Conclusion
References
Appendix
Table A.1: Table of t-Values for alpha = 0.05 (95% confidence)
Table A.2: F-Table for alpha = 0.10
Exercise 1: Coal-Processing Yield
Exercise 2: Corrosion Study
Exercise 3: Ink Transfer
Exercise 4: Nail Pull Study
Exercise 5: The Lawn Fanatics
Tables A.11 and A.12: Analysis Tables for 23 Factorial
Table A.13: Design Matrix for 1/2 Fractional Factorial for Four Factors
Table A.14: Analysis Table for 1/2 Fractional Factorial for Four Factors
Table A.15: Design Matrix for 1/4 Fractional Factorial for Five Factors
Table A.16: Analysis Table for 1/4 Fractional Factorial for Five Factors
Table A.17: Design Table for 1/2 Fractional Factorial for Five Factors
Table A.18: Analysis Table for 1/2 Fractional Factorial for Five Factors
Table A.19: Confounding Pattern for Eight-Run Plackett-Burman Design
Table A.20: Confounding Pattern for 16-Run Plackett-Burman Design
Table A.21: Analysis Table for Eight-Run Plackett-Burman Design
Table A.22: Analysis Table for Reflection of Eight-Run Plackett-Burman Design
Table A.23: Analysis Table for Eight-Run Plackett-Burman Design with Reflection
Tables A.24 and A.25: Analysis Tables for 12-Run Plackett-Burman Design
Table A.26: Analysis Table for 12-Run Plackett-Burman Design with Reflection
Table A.27: Analysis Table for 16-Run Plackett-Burman Design
Table A.28: Analysis Table for 16-Run Plackett-Burman Design with Reflection
Table A.29: Design Matrix for 20-Run Plackett-Burman