系统优化:模型和计算15.094J / 1.142J Systems Optimization: Models and Computation (SMA 5223) |
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课程网址: | http://ocw.mit.edu/courses/sloan-school-of-management/15-094j-sys... |
主讲教师: | Jie Sun; Robert Freund; Thomas Magnanti |
开课单位: | 麻省理工学院 |
开课时间: | 2004-01-01 |
课程语种: | 英语 |
中文简介: | 本课程是一门面向应用的课程,涵盖决策领域大型系统的建模,以及使用最先进的优化工具对这些系统进行优化。应用领域包括:交通物流规划、模式分类与图像处理、数据挖掘、结构设计、大型系统调度、供应链管理、金融工程、电信系统规划。建模工具和技术包括线性、网络、离散和非线性优化、启发式方法、灵敏度和后最优性分析、大规模系统分解方法和随机优化。本课程也是新加坡-麻省理工联盟(SMA)课程的一部分,课程编号为SMA 5223(系统优化:模型与计算)。 |
课程简介: | This class is an applications-oriented course covering the modeling of large-scale systems in decision-making domains and the optimization of such systems using state-of-the-art optimization tools. Application domains include: transportation and logistics planning, pattern classification and image processing, data mining, design of structures, scheduling in large systems, supply-chain management, financial engineering, and telecommunications systems planning. Modeling tools and techniques include linear, network, discrete and nonlinear optimization, heuristic methods, sensitivity and post-optimality analysis, decomposition methods for large-scale systems, and stochastic optimization. This course was also taught as part of the Singapore-MIT Alliance (SMA) programme as course number SMA 5223 (System Optimisation: Models and Computation). |
关 键 词: | 应用领域; 数学优化 ; 大规模系统建模 |
课程来源: | 麻省理工学院公开课 |
最后编审: | 2024-06-25:chenjy |
阅读次数: | 56 |