最佳設計
Optimum Design
| 節 | 週二 |
|---|---|
A 18:30–19:20 | 最佳設計 EE210（光復） 3 節連堂 |
B 19:30–20:20 | |
C 20:30–21:20 |
* 根據陽明交大上課時間表所列
The purpose of this course is to introduce basic concepts of the optimization theory, and make students to realize how to use this tool during engineering design activities in order to improve the design quality. The most popular application of optimization theory, AI machine learning, will be introduced in final.
MATLAB Programming
無備註
教師未提供此項資料
Midterm : 33% Final test : 33% Final reports: 34%
Introduction to Design
Design process Design versus analysis Conventional versus optimum design Basic Terminology and notation
- 講授：
- 3Hrs
Optimum design problem formulation
Problem formulation process Design examples General mathematical model for optimum design
- 講授：
- 2Hrs
- 實作：
- Hw1
Grapical optimization
Graphical solution process Design examples
- 講授：
- 1Hrs
- 實作：
- Hw2
Optimum design concepts
Review of basic calculus concepts Unconstrained optimum design problems Constrained optimum design problems Postoptimality analysis Global optimality
- 講授：
- 12Hrs
- 實作：
- Hw 3&4
Numerical methods for unconstrained & constrained optimum design
General concepts Step size determination Steepest descent method Conjugate gradient method Newton's method DFP & BFGS methods
- 講授：
- 12Hrs
- 實作：
- Hw 5&6
AI machine learning
History of AI BP Algorithm CNN model Pattern recognition project
- 講授：
- 12Hrs
- 實作：
- Final Project
| 週次 | 主題 |
|---|---|
| 第 1 週 | Overview 2024-02-20(二) |
| 第 2 週 | Introduction to Design 2024-02-27(二) |
| 第 3 週 | Engineering Math. Review 2024-03-05(二) |
| 第 4 週 | Formulation for Optimum Design 2024-03-12(二) |
| 第 5 週 | Formulation for Optimum Design 2024-03-19(二) |
| 第 6 週 | Graphical Optimization 2024-03-26(二) |
| 第 7 週 | Optimum Design Concepts 2024-04-02(二) |
| 第 8 週 | Optimum Design Concepts 2024-04-09(二) |
| 第 9 週 | Midterm 2024-04-16(二) |
| 第 10 週 | Basics for unconstraint Optimum Design 2024-04-23(二) |
| 第 11 週 | Numerical Methods for Unconstraint Optimum Design - One Dimensional Search 2024-04-30(二) |
| 第 12 週 | Numerical Methods for Unconstraint Optimum Design - Steepest Descent Method, Conjugate Gradient Method, Newton's Method, DFP Method, BFGS Method 2024-05-07(二) |
| 第 13 週 | Numerical Methods for Unconstraint Optimum Design - Steepest Descent Method, Conjugate Gradient Method, Newton's Method, DFP Method, BFGS Method 2024-05-14(二) |
| 第 14 週 | Numerical Methods for constraint Optimum Design - SLP, SQP 2024-05-21(二) |
| 第 15 週 | History of AI 2024-05-28(二) |
| 第 16 週 | BP Algorithm 2024-06-04(二) |
| 第 17 週 | CNN model 2024-06-11(二) |
| 第 18 週 | Final Test 2024-06-18(二) |
Introduction to Optimum Design, J. S. Arora, 4th Ed., 2017.
- 地點
- 教師未提供此項資料
- 時間
- One hour before and after class
- 聯絡方式
- tsylin0912@hotmail.com