最佳化方法與應用
Optimization Methods and Applications
| 節 | 週二 |
|---|---|
2 09:00–09:50 | 最佳化方法與應用 MB311（光復） 3 節連堂 |
3 10:10–11:00 | |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
This course aims to introduce the theory and potential applications of computational optimization. Fundamentals in management science and optimization to address include integer programming models, simplex method and duality theory, network models, dynamic programming, branch-and-bound, and meta-heuristics and evolutionary computing. Real applications and success stories will be specially highlighted along each subject to envision the use of optimization methods in managerial decisions.
Prerequisite: Computer Programming
無備註
1.Homework and Assignments, Exams and Quizzes, Evaluation and Grading Policy: Assignments (including programming) 30%; Mit-term exam 30%; Final Project 30%; Participation 10%. 2. Pedagogy and other supplementary information (websites, TAs, handouts and/or databases):
1.Homework and Assignments, Exams and Quizzes, Evaluation and Grading Policy: Assignments (including programming) 30%; Mit-term exam 30%; Final Project 30%; Participation 10%. 2. Pedagogy and other supplementary information (websites, TAs, handouts and/or databases):
教師未提供此項資料
| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction 2024-02-20(二) |
| 第 2 週 | Modeling in (integer) linear programs (Modeling with Gurobi) 2024-02-27(二) |
| 第 3 週 | Simplex Method 2024-03-05(二) |
| 第 4 週 | Duality and Sensitivity Analysis (Interpretations of Outputs) 2024-03-12(二) |
| 第 5 週 | Stable Marriage Problem, Networks Models (transportation, assignment problem) 2024-03-19(二) |
| 第 6 週 | Branch-and-Bound Algorithms 2024-03-26(二) |
| 第 7 週 | Branch-and-Bound Algorithms 2024-04-02(二) |
| 第 8 週 | Mid-term Exam 2024-04-09(二) |
| 第 9 週 | Dynamic Programming 2024-04-16(二) |
| 第 10 週 | Dynamic Programming 2024-04-23(二) |
| 第 11 週 | Dynamic Programming 2024-04-30(二) |
| 第 12 週 | Sequential decision analytics and modelling 2024-05-07(二) |
| 第 13 週 | Sequential decision analytics and modelling 2024-05-14(二) |
| 第 14 週 | Sequential decision analytics and modelling 2024-05-21(二) |
| 第 15 週 | Sequential decision analytics and modelling 2024-05-28(二) |
| 第 16 週 | Term project Presentation 2024-06-04(二) |
Textbooks and Materials: 1. Hillier, F.S. and Lieberman, G.J., Introduction to Operations Research, 11th Ed., McGraw-Hill, 2021, New York. 2. Warren B. Powell (2022), Sequential Decision Analytics and Modeling: Modeling with Python, Boston-Delft: now publishers, http://dx.doi.org/10.1561/9781638280835 3. Articles selected from Operations Research and INFORMS Journal on Applied Analytics
- 地點
- Mabc-MB311[GF]
- 時間
- Mabc-MB311[GF]
- 聯絡方式
- Mabc-MB311[GF]