
Statistical Methods For Engineers
by Vining,G. Geoffrey-
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Summary
Table of Contents
Engineering Method and Data Collection | |
Need for Statistical Methods in Engineering | |
Engineering Method and Statistical Thinking | |
Statistical Thinking and Structured Problem Solving | |
Models | |
Obtaining Data | |
Sampling | |
Basic Principles of Experimental Design | |
Examples of Engineering Experiments | |
Purpose of Engineering Statistics | |
Case Study: Manufacture of Writing Instruments | |
Ideas for Projects References | |
Data Displays | |
Importance of Data Displays | |
Stem-and-Leaf Displays | |
Boxplots | |
Using Computer Software | |
Using Boxplots to Analyze Designed Experiments | |
Case Study | |
Need for Probability and Distributions | |
Ideas for Projects References | |
Modeling Random Behavior | |
Probability | |
Random Variables and Distributions | |
Discrete Random Variables | |
Continuous Random Variables | |
The Normal Distribution | |
Random Behavior of Means | |
Random Behavior of Means When the Variance Is Unknown | |
Normal Approximation to the Binomial | |
The Weibull Distribution for Reliability Applications | |
Case Study References | |
Estimation and Testing | |
Estimation | |
Hypothesis Testing | |
Inference for a Single Mean | |
Inference for a Single Proportion | |
Inference for Two Independent Samples | |
The Paired t-Test Inference for Two Proportions | |
Inference for Variances | |
Transformations and Nonparametric Analyses | |
Case Study | |
Ideas for Projects References | |
Control Charts and Statistical Process Control | |
Overview | |
Specification Limits | |
X- and R-Charts | |
X- and s?-Charts | |
X-Chart. np-Chart. c-Chart | |
Average Run Lengths | |
Standard Control Charts with Runs Rules | |
CUSUM and EWMA Charts | |
Basic Process Capability Indices | |
The SPC Approach to Gage R Studies | |
Case Study | |
Ideas for Projects References | |
Linear Regression Analysis | |
Relationships Among Data | |
Simple Linear Regression | |
Multiple Linear Regression | |
Residual Analysis | |
Collinearity Diagnostics | |
Case Study | |
Ideas for Projects References | |
Introduction to 2k Factorial-Based Experiments | |
The 2? Factorial Design | |
The 2k Factorial Design | |
Fractions of the 2k Factorial Design | |
Case Study | |
Ideas for Projects References | |
Introduction to Response Surface Methodology | |
Sequential Philosophy of Experimentation | |
Central Composite Designs | |
Box-Behnken Designs | |
Multiple Responses | |
Experimental Designs for Quality Improvement | |
Case Study | |
Ideas for Projects References | |
CODA | |
The Themes of This Course | |
Integrating the Themes | |
Statistics and Engineering | |
Appendix | |
Tables | |
Table of Contents provided by Publisher. All Rights Reserved. |
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