啟發式解法
Heuristics
| 節 | 週二 |
|---|---|
2 09:00–09:50 | 啟發式解法 A905 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 would like to introduce several soft-computing heuristics that can solve difficult problems in Transportation and Logistics Management. We shall use several classical optimization problems to introduce the implementation of these heuristics, the theoretical foundations, and the guidelines (e.g., the parameter settings, etc.) for applying these heuristics
Basic programming skills and elementary level of probability theory.
All the lectures and the midterm examination will be in class unless Prof. Yao makes a particular announcement due to the consideration of pandemic control.
1. Homework 50% 2. Midterm examination 40% 3. Final presentation 10%
- Fundamentals of Algorithm Design and Complexity Analysis.
- Design of Local Search
- Simulated Annealing (SA)
- Genetic Algorithm (GA)
| 週次 | 主題 |
|---|---|
| 第 1 週 | Fundamentals of Algorithm Design and Complexity Analysis. |
| 第 2 週 | A Constructive Heuristic for Solving Traveling Salesman Problem |
| 第 3 週 | Local Search Algorithms for Solving Traveling Salesman Problem |
| 第 4 週 | Local Search Operators for Solving TSP/VRP |
| 第 5 週 | Application of Simulated Annealing: Graph Partitioning Problem |
| 第 6 週 | Introduction of the Simulated Annealing and Theoretical Background of Simulated Annealing |
| 第 7 週 | Application of Simulated Annealing: Graph Partitioning Problem |
| 第 8 週 | Optimizing the Parameter Setting in Simulated Annealing |
| 第 9 週 | Introduction to the Genetic Algorithm The Implementation of Genetic Algorithms |
| 第 10 週 | The Theoretical Background of Genetic algorithms |
| 第 11 週 | Selected Topics on Selection and Termination |
| 第 12 週 | The Genetic Algorithm Using Integer Encoding |
| 第 13 週 | Term project presentation |
| 第 14 週 | Midterm Examine |
| 第 15 週 | Term project presentation |
| 第 16 週 | Term project presentation |
| 第 17 週 | Term project presentation |
| 第 18 週 | Online learning |
1. The lecture notes prepared by Prof. Yao. 2. The journal papers related to the introduced soft-computing heuristics.
- 地點
- A809
- 時間
- MON GH
- 聯絡方式
- ext: 57215 myao@nycu.edu.tw