元啟發式演算法
Meta-Heuristic Algorithm
| 節 | 週三 |
|---|---|
1 08:00–08:50 | 元啟發式演算法 M301（光復） 2 節連堂 |
2 09:00–09:50 |
* 根據陽明交大上課時間表所列
This course introduces commonly used metaheuristic algorithms, primarily for solving (a) non-linear permutation and combinatorial problems, and (b) non-linear constraint problems. It serves as a foundation for algorithmic approaches to solving optimization problems in various industries.
1.C# Programming, 2.Basic algorithms 3.No online course registration available.
無備註
Please bring your own notebook and ensure it is fully charged.
(a) Class participation (15%) (b) Paper presentation (35%) (c) Final report (50%)
DE related algorithms
1.DE 2.JADE 3.SHADE 4.DEPSO/RWDEPSO: hybrid the GA's operators
- 講授：
- 6
- 示範：
- 0
- 實作：
- 0
IEEE real-world problems & its strong evolutionary algorithms
1.IEEE CEC 2020 competition on real-world single-objective constrained optimization problems 2.Strong evolutionary algorithm-εMAgES 3.Strong evolutionary algorithm-iLSHADEε
- 講授：
- 12
- 示範：
- 0
- 實作：
- 0
Report
1.Midterm report, 2.Final report, 3. Topic speech.
- 講授：
- 6
- 示範：
- 0
- 實作：
- 0
- 其他：
- 3
Basic Meta-heuristic algorithms
1.GA model 2.GA model with bin packing problem 3.C21 & N13 4 PSO model 5.PSO with constraint handling technique
- 講授：
- 9
- 示範：
- 3.6
- 實作：
- 5.4
| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction 2024-09-04(三) 時數：[2024-09-04]盧浩鈞(2.00) |
| 第 2 週 | Metaheuristic Genetic Algorithm (GA) 2024-09-11(三) 時數：[2024-09-11]盧浩鈞(2.00) |
| 第 3 週 | Implement of GA Model (C#) 2024-09-18(三) 時數：[2024-09-18]盧浩鈞(2.00) |
| 第 4 週 | Bin packing problem – math. model & BL & IBL 2024-09-25(三) 時數：[2024-09-25]盧浩鈞(2.00) |
| 第 5 週 | Basic GA with bin packing problem (placement procedure) 2024-10-02(三) 時數：[2024-10-02]盧浩鈞(2.00) |
| 第 6 週 | Classical packing problem (N13, C21) (Paper study) 2024-10-09(三) 時數：[2024-10-09]盧浩鈞(2.00) |
| 第 7 週 | Implement of PSO Model (C#) 2024-10-16(三) 時數：[2024-10-16]盧浩鈞(2.00) |
| 第 8 週 | Midterm report 2024-10-23(三) 時數：[2024-10-23]盧浩鈞(2.00) |
| 第 9 週 | Differential Evolution (DE) & Adaptive DE with Optional External Archive (JADE) 2024-10-30(三) 時數：[2024-10-30]盧浩鈞(2.00) |
| 第 10 週 | Success-history based parameter adaptation for DE (SHADE) & DEPSO & RWDEPSO 2024-11-06(三) 時數：[2024-11-06]盧浩鈞(2.00) |
| 第 11 週 | Paper report: UPSO (penalty function) & NLP (multi-particle schema) 2024-11-13(三) 時數：[2024-11-13]盧浩鈞(2.00) |
| 第 12 週 | Topic speech. 2024-11-20(三) 時數：[2024-11-20]盧浩鈞(2.00) |
| 第 13 週 | IEEE CEC 2020 competition on real-world single-objective constrained optimization problems 2024-11-27(三) 時數：[2024-11-27]盧浩鈞(2.00) |
| 第 14 週 | Strong evolutionary algorithms in IEEE CEC - iLSHADE?? 2024-12-04(三) 時數：[2024-12-04]盧浩鈞(2.00) |
| 第 15 週 | Strong evolutionary algorithms in IEEE CEC - ??MAgES 2024-12-11(三) 時數：[2024-12-11]盧浩鈞(2.00) |
| 第 16 週 | Final report 2024-12-18(三) 時數：[2024-12-18]盧浩鈞(2.00) |
| 第 17 週 | Flexible class schedule 1 (option) 2024-12-25(三) |
| 第 18 週 | Flexible class schedule 2 (option) 2025-01-01(三) |
1.Teaching PowerPoint materials 2.Papers
- 地點
- M316
- 時間
- Wed, 13:30-15:30
- 聯絡方式
- bach0809@gmail.com