短期课程：优化工具与方法：理论与应用概述
Title: Tools and Methods for Optimization: an overview of theory and applications
授课人：Gino Lim，美国休斯顿大学教授，工业工程系主任
Instructor: Gino Lim, Ph.D.
Fellow of IISE
R. Larry and Gerlene (Gerri) R. Snider Endowed Chair
Professor & Chair, Department of Industrial Engineering
University of Houston
Time: 2022.06.14-2022.06.18 9:00-12:00 a.m.
Tencent Meeting: 302-9649-2393
https://meeting.tencent.com/dm/3A8hcbvIRgO4
内容简介：短期课程将介绍实践中的优化方法、线性规划、混合整数规划、非线性规划以及混合整数非线性规划，并将介绍优化软件和应用案例。
Description: Optimization Methods in Practice, Model Building using Linear Programming (LP), Mixed Integer Linear Programming (MIP), Nonlinear Programming (NLP), and Mixed Integer Nonlinear Programming (MINLP), Optimization Software, Applications.
Lecture Milestone | Video Lectures | Subject | Notes |
Day1 | Lecture 1 | Introduction to Optimization methods: LP, MIP, NLP | Linear programming (LP), Nonlinear Programming (NLP), and Mixed Integer Programming (MIP) |
2 | A case study – Gamma Knife Radiation Treatment planning | An application in NLP | |
Day2 | 3 | Model building exercise using optimization software | GAMS Excel Matlab LP&MIP |
4 | Model building using Python | ||
Day3 | 5 | Optimization in Healthcare | Chance Constrained Programming(CCP), Robust Optimization(RO) |
6 | Case studies – Radiation treatment planning | CCP, RO | |
Day4 | 7 | Mixed Integer Programming, Set Partitioning |
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8 | Case studies -Drone Routing and Scheduling | MIP | |
Day5 | 9 | Smart port concept |
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10 | Ports and clean power | Microgrid |