6. Process or Product Monitoring and Control - Detailed Table of Contents [6.]
- Introduction [6.1.]
- How did Statistical Quality Control
Begin? [6.1.1.]
- What are Process Control Techniques? [6.1.2.]
- What is Process Control? [6.1.3.]
- What to do if the process is "Out of Control"? [6.1.4.]
- What to do if "In Control" but Unacceptable? [6.1.5.]
- What is Process Capability? [6.1.6.]
- Test Product for Acceptability: Lot Acceptance
Sampling [6.2.]
- What is Acceptance Sampling? [6.2.1.]
- What kinds of Lot Acceptance Sampling
Plans (LASPs) are there? [6.2.2.]
- How do you Choose a Single Sampling
Plan? [6.2.3.]
- Choosing a Sampling Plan: MIL Standard 105D [6.2.3.1.]
- Choosing a Sampling Plan with a given
OC Curve [6.2.3.2.]
- What is Double Sampling? [6.2.4.]
- What is Multiple Sampling? [6.2.5.]
- What is a Sequential Sampling
Plan? [6.2.6.]
- What is Skip Lot Sampling? [6.2.7.]
- Univariate and Multivariate Control Charts [6.3.]
- What are Control
Charts? [6.3.1.]
- What are Variables Control Charts? [6.3.2.]
- Shewhart X-bar and R and S Control Charts [6.3.2.1.]
- Individuals Control Charts [6.3.2.2.]
- Cusum Control Charts [6.3.2.3.]
- Cusum Average Run Length [6.3.2.3.1.]
- EWMA Control Charts [6.3.2.4.]
- What are Attributes Control Charts? [6.3.3.]
- Counts Control Charts [6.3.3.1.]
- Proportions Control Charts [6.3.3.2.]
- What are Multivariate Control Charts? [6.3.4.]
- Hotelling Control Charts [6.3.4.1.]
- Principal Components Control Charts [6.3.4.2.]
- Multivariate EWMA Charts [6.3.4.3.]
- Introduction to Time Series Analysis [6.4.]
- Definitions, Applications and Techniques [6.4.1.]
- What are Moving Average or Smoothing Techniques? [6.4.2.]
- Single Moving Average [6.4.2.1.]
- Centered Moving Average [6.4.2.2.]
- What is Exponential Smoothing? [6.4.3.]
- Single Exponential Smoothing [6.4.3.1.]
- Forecasting with Single Exponential Smoothing [6.4.3.2.]
- Double Exponential Smoothing [6.4.3.3.]
- Forecasting with Double Exponential Smoothing(LASP) [6.4.3.4.]
- Triple Exponential Smoothing [6.4.3.5.]
- Example of Triple Exponential Smoothing [6.4.3.6.]
- Exponential Smoothing Summary [6.4.3.7.]
- Univariate Time Series Models [6.4.4.]
- Sample Data Sets [6.4.4.1.]
- Data Set of Monthly CO2 Concentrations [6.4.4.1.1.]
- Data Set of Southern Oscillations [6.4.4.1.2.]
- Stationarity [6.4.4.2.]
- Seasonality [6.4.4.3.]
- Seasonal Subseries Plot [6.4.4.3.1.]
- Common Approaches to Univariate Time Series [6.4.4.4.]
- Box-Jenkins Models [6.4.4.5.]
- Box-Jenkins Model Identification [6.4.4.6.]
- Model Identification for Southern
Oscillations Data [6.4.4.6.1.]
- Model Identification for the CO2
Concentrations Data [6.4.4.6.2.]
- Partial Autocorrelation Plot [6.4.4.6.3.]
- Box-Jenkins Model Estimation [6.4.4.7.]
- Box-Jenkins Model Diagnostics [6.4.4.8.]
- Box-Ljung Test [6.4.4.8.1.]
- Example of Univariate Box-Jenkins Analysis [6.4.4.9.]
- Box-Jenkins Analysis on Seasonal Data [6.4.4.10.]
- Multivariate Time Series Models [6.4.5.]
- Example of Multivariate Time Series Analysis [6.4.5.1.]
- Tutorials [6.5.]
- What do we mean by "Normal" data? [6.5.1.]
- What do we do when data are "Non-normal"? [6.5.2.]
- Elements of Matrix Algebra [6.5.3.]
- Numerical Examples [6.5.3.1.]
- Determinant and Eigenstructure [6.5.3.2.]
- Elements of Multivariate Analysis [6.5.4.]
- Mean Vector and Covariance Matrix [6.5.4.1.]
- The Multivariate Normal Distribution [6.5.4.2.]
- Hotelling's T squared [6.5.4.3.]
- T2 Chart for Subgroup Averages --
Phase I [6.5.4.3.1.]
- T2 Chart for Subgroup
Averages -- Phase II [6.5.4.3.2.]
- Chart for Individual Observations -- Phase I [6.5.4.3.3.]
- Chart for Individual Observations -- Phase II [6.5.4.3.4.]
- Charts for Controlling Multivariate Variability [6.5.4.3.5.]
- Constructing Multivariate Charts [6.5.4.3.6.]
- Principal Components [6.5.5.]
- Properties of Principal Components [6.5.5.1.]
- Numerical Example [6.5.5.2.]
- Case Studies in Process Monitoring [6.6.]
- Lithography Process [6.6.1.]
- Background and Data [6.6.1.1.]
- Graphical Representation of the Data [6.6.1.2.]
- Subgroup Analysis [6.6.1.3.]
- Shewhart Control Chart [6.6.1.4.]
- Work This Example Yourself [6.6.1.5.]
- Aerosol Particle Size [6.6.2.]
- Background and Data [6.6.2.1.]
- Model Identification [6.6.2.2.]
- Model Estimation [6.6.2.3.]
- Model Validation [6.6.2.4.]
- Work This Example Yourself [6.6.2.5.]
- References [6.7.]
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