Advanced Six Sigma Tools – Course Outline

2.0 Review of Hypothesis Testing and Regression Analysis

2.1 Advanced DOE

2.1.1 Review of DOE Methods
2.1.2 Response Surface Design

2.1.2.1 Central Composite and Box-Behnken Designs
2.1.2.2 Sequential Experimentation
2.1.2.3 Optimization
2.1.2.4 Steepest Ascent Method
2.1.2.5 Multiple Response

2.1.3 Trebuchet Experiment
2.1.4 Mixture Designs

2.2 Advance SPC

2.2.1 Overview of SPC
2.2.2 Cusum Chart
2.2.3 EWMA Chart
2.2.4 Cumulative Count Chart
2.2.5 Multivariate Chart
2.2.6 Pre-Control Chart
2.2.7 Cases and examples

2.3 Advanced Capability Analysis

2.3.1 Capability Analysis for Weibull data
2.3.2 Capability Analysis for Poisson data
2.3.3 Capability Analysis for Binomial data

2.4 Advance Regression Analysis

2.4.1 Stepwise Method
2.4.2 Logistic Regression

2.5 Forecasting Techniques

2.5.1 Time Series Analysis
2.5.2 Moving Average Methods
2.5.2 Exponential Smoothing Methods
2.5.4 Autocorrelation
2.5.5 Seasonal Analysis

2.6 Simulation and Exercise