課程大綱 Syllabus |
學生學習目標 Learning Objectives |
單元學習活動 Learning Activities |
學習成效評量 Evaluation |
備註 Notes |
序 No. | 單元主題 Unit topic |
內容綱要 Content summary |
1 | Introduction |
Course Introduction |
Course Introduction |
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2 | Basic Python Programming (1) |
Python Programming Language |
Python Programming Language |
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3 | Basic Python Programming (2) |
Python Programming Language |
Python Programming Language |
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4 | Basic Python Programming (3) |
Python Programming Language |
Python Programming Language |
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5 | Combinatorial Optimization (1) |
1. TSP、VRP
2. FSSP、JSSP
3. FLP |
1. TSP、VRP
2. FSSP、JSSP
3. FLP |
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6 | Combinatorial Optimization (2) |
1. Guided Random Search Techniques (GRST)
2. Optimal solution
3. Bulls and Cows |
1. Guided Random Search Techniques (GRST)
2. Optimal solution
3. Bulls and Cows |
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7 | Genetic Algorithm (GA) |
Genetic Algorithm (GA) – Basic (1) |
1. Introduction
2. What is an Evolutionary Algorithm
3. Genetic Algorithm
4. Evolution Strategies
5. Genetic Programming |
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8 | Genetic Algorithm (GA) |
Genetic Algorithm (GA) – Basic (2) |
6. Multi-Objective Evolutionary Algorithms
7. Working with Evolutionary Algorithms |
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9 | Mid-Term Report |
Mid-Term Report |
Mid-Term Report |
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10 | Discrete Coding |
Coding for Discrete Decision Variables |
Coding for Discrete Decision Variables |
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11 | Permutation Coding |
Coding for Permutation Solutions and Traveling Salesman |
Coding for Permutation Solutions and Traveling Salesman |
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12 | Applications |
Vehicle Routing Problem (VRP) Using GA |
VRP- encoding |
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13 | Applications |
Vehicle Routing Problem (VRP) Using GA |
VRP- encoding |
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14 | Applications |
Job Shop Scheduling Problem (JSSP) Using GA |
Job Shop - encoding |
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15 | Final Report |
Final Report |
Final Report |
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16 | Final Report |
Final Report |
Final Report |
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17 | Final Report |
Self-Directed Learning |
Self-Directed Learning |
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彈性教學
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18 | Final Report |
Self-Directed Learning |
Self-Directed Learning |
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彈性教學
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