Design of Experiments

  1. Response Surface Methodology
    1. RSM Concepts and Objectives
      1. Response Surface Visualization
        1. Optimization Goals
          1. Sequential Nature of RSM
            1. Design Regions
            2. First-Order Response Surface Designs
              1. Linear Models
                1. First-Order Designs
                  1. 2^k Designs
                    1. Simplex Designs
                    2. Method of Steepest Ascent
                      1. Path Determination
                        1. Step Size Selection
                          1. Stopping Criteria
                          2. Analysis of First-Order Models
                          3. Second-Order Response Surface Designs
                            1. Quadratic Models
                              1. Central Composite Designs
                                1. Circumscribed CCD
                                  1. Inscribed CCD
                                    1. Face-Centered CCD
                                      1. Alpha Values
                                      2. Box-Behnken Designs
                                        1. Uniform Shell Designs
                                          1. Design Properties
                                            1. Rotatability
                                              1. Orthogonality
                                                1. Efficiency Measures
                                              2. Analysis of Second-Order Models
                                                1. Model Fitting
                                                  1. Lack-of-Fit Testing
                                                    1. Model Adequacy Assessment
                                                      1. Canonical Analysis
                                                        1. Stationary Point Location
                                                          1. Nature of Stationary Point
                                                            1. Principal Component Analysis
                                                            2. Ridge Analysis
                                                              1. Contour Plot Interpretation
                                                                1. Optimization Strategies
                                                                2. Multiple Response Optimization
                                                                  1. Desirability Functions
                                                                    1. Pareto Optimal Solutions
                                                                      1. Compromise Solutions

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                                                                    7. Fractional Factorial Designs

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                                                                    9. Robust Design and Taguchi Methods