5536 - Matlab資料分析與製程最佳化

Matlab Data Analysis and Process Optimization

教育目標 Course Target

此課程的目是使學生將能夠:
-了解並使用 MATLAB 環境進行資料導入、處理和視覺化。
-將統計分析技術應用於現實世界的資料集。
-設計和實施最佳化模型來解決工程和流程相關問題。

The purpose of this course is to enable students to:
- Understand and use the MATLAB environment for data entry, processing and visualization.
- Datasets that apply statistical analysis technology to the real world.
-Design and implement optimization models to solve engineering and process-related problems.

參考書目 Reference Books

[1] MATLAB User’s Guide, “Start Learning with Free MATLAB Tutorials.” Accessed: Jul. 02, 2025. [Online]. Available: https://www.mathworks.com/support/learn-with-matlab-tutorials.html?s_tid=hp_ff_l_tutorials
[2] MATLAB User’s Guide, “MATLAB Statistics and Machine Learning ToolboxTM.” Accessed: Jul. 02, 2025. [Online]. Available: https://www.mathworks.com/products/statistics.html
[3] MATLAB User’s Guide, “MATLAB Optimization ToolboxTM – MathWorks.” Accessed: Jul. 02, 2025. [Online]. Available: https://www.mathworks.com/help/optim/
[4] W. L. Martinez Angel R Martinez, Exploratory Data Analysis with MATLAB ® Computer Science and Data Analysis Series. 2005. Accessed: Jul. 02, 2025. [Online]. Available: https://uodiyala.edu.iq/uploads/PDF%20ELIBRARY%20UODIYALA/EL22/Exploratory%20Data%20Analysis%20with%20MATLAB%20-%20Martinez%20and%20Martinez.pdf?utm_source=chatgpt.com

[1] MATLAB User’s Guide, “Start Learning with Free MATLAB Tutorials.” Accessed: Jul. 02, 2025. [Online]. Available: https://www.mathworks.com/support/learn-with-matlab-tutorials.html?s_tid=hp_ff_l_tutorials
[2] MATLAB User’s Guide, “MATLAB Statistics and Machine Learning ToolboxTM.” Accessed: Jul. 02, 2025. [Online]. Available: https://www.mathworks.com/products/statistics.html
[3] MATLAB User’s Guide, “MATLAB Optimization ToolboxTM – MathWorks.” Accessed: Jul. 02, 2025. [Online]. Available: https://www.mathworks.com/help/optim/
[4] W. L. Martinez Angel R Martinez, Exploratory Data Analysis with MATLAB ® Computer Science and Data Analysis Series. 2005. Accessed: Jul. 02, 2025. [Online]. Available: https://uodiyala.edu.iq/uploads/PDF%20ELIBRARY%20UODIYALA/EL22/Exploratory%20Data%20Analysis%20with%20MATLAB%20-%20Martinez%20and%20Martinez.pdf?utm_source=chatgpt.com

評分方式 Grading

評分項目
Grading Method
配分比例
Percentage
說明
Description
Mid-term presentation and report
Mid-term presentation and report
30
Final presentation and report
Final presentation and report
30
Homework
Homework
20
Attendance
Attendance
20

授課大綱 Course Plan

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課程資訊 Course Information

基本資料 Basic Information

  • 課程代碼 Course Code: 5536
  • 學分 Credit: 3-0
  • 上課時間 Course Time:
    Thursday/9[ST019] Wednesday/5,Thursday/5[ST021]
  • 授課教師 Teacher:
    林大溱
  • 修課班級 Class:
    化材系4,碩1,2
  • 選課備註 Memo:
    通用課程
選課狀態 Enrollment Status

目前選課人數 Current Enrollment: 11 人

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