课程大纲
COURSE SYLLABUS
1.
课程代码/名称
Course Code/Title
高级非线性优化技术
Advanced Nonlinear Optimization
2.
课程性质
Compulsory/Elective
专业课
3.
课程学分/学时
Course Credit/Hours
3/64
4.
授课语言
Teaching Language
英语为主，辅以中文解释
English with Detailed Explanations in Chinese
5.
授课教师 Instructor(s)
程庆沙
Qingsha Cheng
6.
先修要求
Pre-requisites
线性代数，高等数学
Linear Algebra, Calculus
7.
教学目标 Course Objectives
The course introduces linear and nonlinear optimization techniques. The topics includes
1. Introduction
2. Classical optimization approaches
3. One dimensional search
4. Unconstrained optimization
5. Constrained optimization
6. Non-gradient optimization
7. Global optimization approaches
8. Surrogate modeling and optimization
7. Space mapping optimization
9. Discussion of recent development in the field
8.
教学方法 Teaching Methods
理论讲授+上机实验
Through this course the students will learn theory and practical skills in optimization techniques and be able to
apply them to solve simple problems.
9.
教学内容 Course Contents
Section 1
Introduction
Section 2
Classical optimization approaches
Section 3
One dimensional search
Section 4-5
Unconstrained optimization
Section 6-7
Constrained optimization
Section 8-9
Non-gradient optimization
Section 10-11
Global optimization approaches
Section 12-13
Surrogate modeling and optimization
Section 14-15
Space mapping optimization
Section 16
Review and Discussion of recent development in the field
…………
10.
课程考核 Course Assessment
6 Matlab Assignments 60% （10 次作业，其中六次作业记分）
Final Group Project 40% （小组课题）
- Presentation 20% （答辩）
- Report 20% （报告）
11.
教材及其它参考资料 Textbook and Supplementary Readings
Mohamed H. Bakr, Nonlinear Optimization in Electrical Engineering with. Applications in MATLAB, IET Press,
2013.
Singiresu S. Rao, Engineering Optimization Theory and Practice, 4th Edition, John Wiley & Sons Inc., 2009.
Edwin K. P. Chong, Stanislaw H. Zak, An Introduction to Optimization, 4th Edition, John Wiley & Sons Inc.,
2013.
Various resent papers in optimization and modeling of microwave components.
