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course information of 113 - 1 | 5569 Special Topics in Optimization(Special Topics in Optimization)

Taught In English5569 - Special Topics in Optimization Special Topics in Optimization


教育目標 Course Target

1. In-depth discussion on classical optimization concepts and techniques, including linear programming, integer programming, non-linear programming, and multi-objective optimization. 2. Introduction of various tools to solve various forms of mathematical programming formulation, including Microsoft Excel Solver, LINGO, and Python Library. 3. Present state-of-the-art development in evolutionary technique for solving optimization problem, including Genetic Algorithm, Particle Swarm Optimization. 4. Discussion on application of various optimization techniques for solving problems in industrial engineering fields. 1. In-depth discussion on classical optimization concepts and techniques, including linear programming, integer programming, non-linear programming, and multi-objective optimization. 2. Introduction of various tools to solve various forms of mathematical programming formulation, including Microsoft Excel Solver, LINGO, and Python Library. 3. Present state-of-the-art development in evolutionary technique for solving optimization problem, including Genetic Algorithm, Particle Swarm Optimization. 4. Discussion on application of various optimization techniques for solving problems in industrial engineering fields.


參考書目 Reference Books

1. Rao, Singiresu S. 2019. Engineering Optimization. (5th Edition). Wiley
2. Baker, Kenneth R. 2015. Optimization Modeling with Spreadsheets. (3rd Edition). Wiley
3. LINDO System. 2019. LINGO The Modeling Language and Optimizer.
4. Pereira, Valdecy. 2022. pyMetaheuristic: A Comprehensive Python Library for Optimization
5. Selected international journal articles in the area of Production/Operation Management

1. Rao, Singiresu S. 2019. Engineering Optimization. (5th Edition). Wiley
2. Baker, Kenneth R. 2015. Optimization Modeling with Spreadsheets. (3rd Edition). Wiley
3. LINDO System. 2019. LINGO The Modeling Language and Optimizer.
4. Pereira, Valdecy. 2022. pyMetaheuristic: A Comprehensive Python Library for Optimization
5. Selected international journal articles in the area of ​​Production/Operation Management


評分方式 Grading

評分項目 Grading Method 配分比例 Grading percentage 說明 Description
ParticipationParticipation
participation
10 Student active participation in weekly meeting
Technical AbilityTechnical Ability
technical ability
50 Student ability to follow technical optimization technique, both classical algorithm and modern tools
Written ReportWritten Report
written report
25 Student ability to write academic report
Presentation and DiscussionPresentation and Discussion
presentation and discussion
15 Student ability to formally make oral presentation of academic work and engagement in the discussion

授課大綱 Course Plan

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Course Information

Description

學分 Credit:3-0
上課時間 Course Time:Friday/5,6,7[IEⅡ102]
授課教師 Teacher:The Jin Ai
修課班級 Class:工工碩博1,2
選課備註 Memo:英語授課
This Course is taught In English 授課大綱 Course Plan: Open

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