Jmp Doe (Design Of Experiment) Guide

Contents......Page 3
Credits and Acknowledgments......Page 7
Design of Experiments (DOE)......Page 9
Custom Design......Page 11
Taguchi Arrays......Page 12
A Simple DOE Example......Page 13
The DOE Dialog......Page 14
Entering Responses......Page 15
Select a Design Type......Page 17
Modify a Design......Page 18
The JMP DOE Data Table......Page 19
DOE Utility Commands......Page 20
Specialized Column Properties......Page 27
Introduction to Custom Designs......Page 31
Define Factors in the Factors Panel......Page 33
Describe the Model in the Model Panel......Page 34
The Design Generation Panel......Page 35
Make Table......Page 36
Modify a Design Interactively......Page 37
A Quadratic Model......Page 38
A Cubic Model......Page 41
Routine Screening Using Custom Designs......Page 42
Main Effects Only......Page 43
All Two-Factor Interactions Involving Only One Factor......Page 44
All Two-Factor Interactions......Page 45
How the Custom Designer Works......Page 46
Custom Design: Beyond the Textbook......Page 47
Flexible Block Sizes......Page 49
Fixed Covariate Factors......Page 51
Mixtures with Nonmixture Factors......Page 54
Factor Constraints......Page 56
Custom Design: Optimality Criteria and Tuning Options......Page 61
A One-Factor Example......Page 63
A Three-Factor Example......Page 64
Response Surface with a Blocking Factor......Page 65
Example: Two Continuous Factors......Page 68
Example: Six Continuous Factors......Page 70
Supersaturated Designs......Page 71
Example: Twelve Factors in Eight Runs......Page 72
Tuning Options for DOE......Page 74
Screening Designs......Page 77
Two-Level Fractional Factorial......Page 79
Mixed-Level Designs......Page 80
Cotter Designs......Page 81
Two-Level Design Selection and Description......Page 82
Display and Modify Design......Page 84
Output Options for the JMP Design Table......Page 86
The Design Data Table......Page 87
Loading and Saving Responses and Factors (Optional)......Page 88
Main Effects Report Options......Page 89
The Actual-by-Predicted Plot......Page 90
The Scaled Estimates Report......Page 91
Response Surface Designs......Page 93
The Response Surface Design Dialog......Page 95
Axial Scaling Options......Page 96
A Central Composite Design......Page 97
Fitting the Model......Page 98
A Box-Behnken Design: The Tennis Ball Example......Page 99
Geometry of a Box-Behnken Design......Page 101
Analysis of Response Surface Models......Page 102
Space Filling Designs......Page 107
A Graphical View of the Sphere-Packing Design......Page 109
Understanding the Latin Hypercube Design......Page 111
A Graphical View of the Latin Hypercube......Page 112
Comparison of Methods......Page 114
Creating a Sphere Packing Design for the Borehole Problem......Page 116
Results of the Borehole Experiment......Page 118
Full Factorial Designs......Page 123
The Five-Factor Reactor Example......Page 125
Taguchi Designs......Page 133
Taguchi Design Example......Page 135
Analyze the Byrne-Taguchi Data......Page 137
Mixture Designs......Page 141
The Mixture Design Dialog......Page 143
Simplex Centroid Design......Page 144
Simplex Lattice Design......Page 146
Extreme Vertices......Page 147
Extreme Vertices Design for Constrained Factors......Page 148
Adding Linear Constraints to Mixture Designs......Page 149
Ternary and Tetrary Plots......Page 150
Fitting Mixture Designs......Page 151
Response Surface Reports......Page 152
Chemical Mixture Example......Page 153
Plotting a Mixture Response Surface......Page 154
Augmented Designs......Page 157
The Augment Design Interface......Page 159
Replicate Design......Page 160
Fold Over......Page 161
Add Axial......Page 162
The Reactor Example Revisited-D-Optimal Augmentation......Page 163
Analyze the Augmented Design......Page 165
Prospective Power and Sample Size......Page 171
Prospective Power Analysis......Page 173
One-Sample and Two-Sample Means......Page 174
Single-Sample Mean......Page 175
Power and Sample Size Animation for a Single Sample......Page 177
k-Sample Means......Page 178
One-Sample Variance......Page 179
One-Sample and Two-Sample Proportions......Page 180
Counts per Unit......Page 181
Sigma Quality Level......Page 182
References......Page 185
C......Page 189
D......Page 190
G......Page 191
M......Page 192
P......Page 193
S......Page 194
V......Page 195
W-Z......Page 196