實驗設計
Experimental Design
學期
113-1
學分
3
學分
當期課號
537409
永久課號
MGEM30069
開課單位
工業工程與管理學系
授課教師
董弘平
校區
光復
類別
選修
上課時間表
| 節 | 週四 |
|---|---|
5 13:20–14:10 | 實驗設計 MB418 3 節連堂 |
6 14:20–15:10 | |
7 15:30–16:20 |
* 根據陽明交大上課時間表所列
概述
In this course, we use mathematical and statistical models to design experiments and understand cause-and-effect relationships in a system.
先修科目
Calculus, linear algebra, Statistics
評分方式
Participation5%, Homework 45%, Midterm Exam 25%, Final Exam 25%
課程大綱
- Simple Comparative Experiments
- Experiments with a Single Factor : The Analysis of Variance
- More about Single-Factor Experiments
- Randomized Blocks, Latin Squares, and Related Designs 6. Introduction to Factorial Designs
- The 2k Factorial Design
- Blocking and confounding in the 2k Factorial Design
- Two-Level Fractional Factorial Designs
- Three-Level and Mixed-Level Fractional Factorial Designs
- Factorial Experiments with Random Factors
- Nested and Split-plot Designs
- Introduction to Experimental Designs
週次計畫
| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction to Experimental Design |
| 第 2 週 | Simple Comparative Experiment |
| 第 3 週 | Experiments with a single Factor |
| 第 4 週 | Experiments with a single Factor (cont.) |
| 第 5 週 | More about single-Factor Experiments |
| 第 6 週 | The National Day (holiday) |
| 第 7 週 | Randomized Block Design, Latin Squares and Related Design |
| 第 8 週 | Mid-term Exam |
| 第 9 週 | Introduction to Factorial Designs |
| 第 10 週 | The 2k Design |
| 第 11 週 | Blocking and Confounding in the 2k Design |
| 第 12 週 | Two-Level Fractional Factorial Designs |
| 第 13 週 | Mixed-Level Designs |
| 第 14 週 | Factorial Experiments with Random Factors |
| 第 15 週 | Split-plot Design |
| 第 16 週 | Final Exam |
| 第 17 週 | Flexible learning week |
| 第 18 週 | Flexible learning week |
教科書
Montgomery, D. C. (2017). Design and analysis of experiments. John Wiley & Sons. Wu, C. J., & Hamada, M. S. (2011). Experiments: planning, analysis, and optimization. John Wiley & Sons.
Office Hours
- 地點
- MB412
- 時間
- By appointment
- 聯絡方式
- hptung@nycu.edu.tw