Design of Experiments
Course No.: SMJ2221135 Credit(s):2
Course Description
Design of Experiments is a common scientific method for arranging test and analysis of test data. The main function of the test design is to control the variable, which is to control or change the independent variable effectively under the control condition, so that the dependent variable can be observed.
Course Learning Outcomes
After studying the course, students can learn a kind of systematic research, including a series of intentionality to change process elements and its effect is observed, the results were statistically analyzed to determine the relationship between the process variation, and change the process.
Relationship to Other Courses
Pre-requisites: Micro-Economics, Macro-Economics,Calculus, Linear Algebra, Probability Theory and Mathematical Statistics, Statistics.
Textbook and Reading Lists
Textbook:
Wenqing Liu, Design of Experiments. Tsinghua University Press, 2004.
Suggested reading lists:
Bangxing Shen, Changjun Wen, Design of Experiments and Engineering Application. Beijing: Chinese Metrology Press, 2005.
Shumao Wang, Scientific Tests. Liaoning Renmin University Press, 1998.
Kaitai Fang, Changxing Ma, Orthogonal and uniform test design. Science Press, 2001.
Douglas C. Montgomery, Test Design and Analysis (3rd edition).Trans. Rengong Wang, Rongzhao Chen, China Statistics Press, 1998.
Course Assessment
Item | Title | Weighting (%) |
1 | Task in home | 10% |
2 | Test and Questions in class | 20% |
3 | Final Assignment | 70% |
Course Schedule
Week | Topics | Text |
1 | Overview | Chapters 1 |
2 | Compare Test and Variance Analysis | Chapters 2 |
3-4 | Single Factor Optimization Test Design | Chapters 3 |
5-6 | Multi-factor Optimization Test Design | Chapters 4 |
7-11 | Orthogonal Design | Chapters 5 |
12-14 | Uniform Design | Chapters 6 |
15-17 | Robust Design | Chapter 7 |
18 | Review | |