Advanced Modeling for Discrete Optimization

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课程主页: https://www.coursera.org/archive/advanced-modeling

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The University of Melbourne, The Chinese University of Hong Kong

课程大纲

Similar to computer programs, models can have bugs. In this module, you will see the symptoms (unsatisfiability, too many solutions, too few solutions) of different bugs, and learn methods to discover what is going wrong with your model and how to fix it. Equipped with these tools, you will be able to develop and debug complex models.

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Optimization is a common form of decision making, and is ubiquitous in our society. Its applications range from solving Sudoku puzzles to arranging seating in a wedding banquet. The same technology can schedule planes and their crews, coordinate the production of steel, and organize the transportation of iron ore from the mines to the ports. Good decisions in manpower and material resources management also allow corporations to improve profit by millions of dollars. Similar problems also underpin much of our daily lives and are part of determining daily delivery routes for packages, making school timetables, and delivering power to our homes. Despite their fundamental importance, all of these problems are a nightmare to solve using traditional undergraduate computer science methods. This course is intended for students who have completed Basic Modelling for Discrete Optimization. In this course you will learn much more about solving challenging discrete optimization problems by stating the problem in a state-of-the-art high level modeling language, and letting library constraint solving software do the rest. This course will focus on debugging and improving models, encapsulating parts of models in predicates, and tackling advanced scheduling and packing problems. As you master this advanced technology, you will be able to tackle problems that were inconceivable to solve previously. Watch the course promotional video here: https://www.youtube.com/watch?v=hc3cBvtrem0&t=8s

离散优化的高级建模:优化是决策的一种常见形式,在我们的社会中无处不在。它的应用范围从解决数独难题到在婚礼宴会上安排座位。相同的技术可以安排飞机及其机组人员,协调钢铁生产并组织从矿山到港口的铁矿石运输。人力和物力资源管理方面的良好决策也使公司能够将利润提高数百万美元。类似的问题也成为我们日常生活的基础,并且是确定包裹日常运送路线,制定学校时间表以及为家中供电的一部分。尽管具有根本的重要性,所有这些问题都是使用传统的本科计算机科学方法解决的噩梦。 本课程面向已完成离散优化基本建模的学生。在本课程中,您将通过使用最新的高级建模语言陈述问题,然后让库约束求解软件来完成其余工作,从而学到更多有关解决具有挑战性的离散优化问题的知识。本课程将侧重于调试和改进模型,将模型的部分封装在谓词中以及解决高级调度和打包问题。掌握了这项先进技术后,您将能够解决以前无法解决的问题。 在此处观看课程宣传视频:https://www.youtube.com/watch?v=hc3cBvtrem0&t=8s

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