Discrete Optimization

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课程主页: https://www.coursera.org/archive/discrete-optimization

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课程简介

The University of Melbourne

课程大纲

These lectures and readings give you an introduction to this course: its philosophy, organization, and load. They also tell you how the assignments are a significant part of the class. This week covers the common input/output organization of the assignments, how they are graded, and how to succeed in this class.

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Tired of solving Sudokus by hand? This class teaches you how to solve complex search problems with discrete optimization concepts and algorithms, including constraint programming, local search, and mixed-integer programming. Optimization technology is ubiquitous in our society. It schedules planes and their crews, coordinates the production of steel, and organizes the transportation of iron ore from the mines to the ports. Optimization clears the day-ahead and real-time markets to deliver electricity to millions of people. It organizes kidney exchanges and cancer treatments and helps scientists understand the fundamental fabric of life, control complex chemical reactions, and design drugs that may benefit billions of individuals. This class is an introduction to discrete optimization and exposes students to some of the most fundamental concepts and algorithms in the field. It covers constraint programming, local search, and mixed-integer programming from their foundations to their applications for complex practical problems in areas such as scheduling, vehicle routing, supply-chain optimization, and resource allocation.

离散优化:厌倦了手动解决数独问题?本课程教您如何使用离散优化概念和算法解决复杂的搜索问题,包括约束编程,局部搜索和混合整数编程。 优化技术在我们的社会中无处不在。它计划飞机及其机组人员,协调钢铁生产,并组织从矿山到港口的铁矿石运输。优化清除了日间和实时市场,为数百万人提供电力。它组织肾脏交换和癌症治疗,并帮助科学家了解生命的基本结构,控制复杂的化学反应以及设计可能使数十亿人受益的药物。 本课程介绍离散优化,使学生了解该领域的一些最基本的概念和算法。它涵盖了约束编程,局部搜索和混合整数编程,从其基础到其应用,可解决诸如调度,车辆路线,供应链优化和资源分配等领域中的复杂实际问题。

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