教學大綱 Syllabus

科目名稱:實驗設計

Course Name: Experimental Design

修別:選

Type of Credit: Elective

3.0

學分數

Credit(s)

40

預收人數

Number of Students

課程資料Course Details

課程簡介Course Description

This course introduces the fundamental concepts of experimental design and statistical methods for analyzing experimental data. Topics covered include completely randomized designs, randomized block designs, Latin square designs,  analysis of covariance, etc. The course will be conducted through lectures on theoretical foundations and methods, students will use computer programs to analyze data from designed experiments.

核心能力分析圖 Core Competence Analysis Chart

能力項目說明


    課程目標與學習成效Course Objectives & Learning Outcomes

    Upon completing this course, students should be able to:

    1. Understand the benefits and principles of experimental design.
    2. Properly conduct the process of practical experimental design.
    3. Comprehend the statistical models associated with various experimental designs.
    4. Use computer programs to analyze data from designed experiments appropriately and apply the results to decision-making.

    每周課程進度與作業要求 Course Schedule & Requirements

    教學週次Course Week 彈性補充教學週次Flexible Supplemental Instruction Week 彈性補充教學類別Flexible Supplemental Instruction Type

    Week 1-2        Basic concept, review of statistical inference

    Week 2-3        Randomized blocks, latin Squares, and related designs

    Week 4            Introduction to factorial designs

    Week 5-8        The factorial design and its confounding with blocks

    Week 9            Midterm

    Week 10-12     Two-level fractional factorial designs

    Week 13-14     Response surface methodology

    Week 14-15     Robust parameter design and process robustness studies

    Week 16           Final Exam

    The schedule may be subject to change.

    授課方式Teaching Approach

    100%

    講述 Lecture

    0%

    討論 Discussion

    0%

    小組活動 Group activity

    0%

    數位學習 E-learning

    0%

    其他: Others:

    評量工具與策略、評分標準成效Evaluation Criteria

    Quiz 20%

    Homework 30%

    Midterm 25%

    Final Exam 25%

    指定/參考書目Textbook & References

    Design and Analysis of Experiments (8th edition) by Douglas C. Montgomery

    已申請之圖書館指定參考書目 圖書館指定參考書查詢 |相關處理要點

    書名 Book Title 作者 Author 出版年 Publish Year 出版者 Publisher ISBN 館藏來源* 備註 Note

    維護智慧財產權,務必使用正版書籍。 Respect Copyright.

    本課程可否使用生成式AI工具Course Policies on the Use of Generative AI Tools

    完全開放使用 Completely Permitted to Use

    課程相關連結Course Related Links

    
                

    課程附件Course Attachments

    課程進行中,使用智慧型手機、平板等隨身設備 To Use Smart Devices During the Class

    Yes

    列印