遗传算法在大学课程排课问题中的应用

R. Sanjay, S. Rajan
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引用次数: 0

摘要

时间表问题是在严格执行的硬约束和尽可能满足的软约束下,将给定的一组事件和资源分配到有限的空间和时间的过程。大学课程排课作为一种排课问题,是各院校一项非常重要的行政管理活动。遗传算法是一种先进的启发式算法,在许多领域都很有效。元启发式算法是解决复杂组合优化问题的常用算法。本文将遗传算法应用于高校课程排课问题的求解。首先,定义待解问题的模型。然后,确定遗传表示,并根据约束条件建立适应度函数。最后,讨论并解决了一个现实中的大学课程排课问题。结果表明,本文提出的方法是可行和有效的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Application of Genetic Algorithm for University Course Timetabling Problem
Timetabling problem is a process of assigning given set of events and resources to the limited space and time under hard constraints which are rigidly enforced and soft constraints which are satisfied as nearly as possible. As a kind of timetabling problems, University course timetabling is a very important administrative activity for a wide variety of institutes. Genetic algorithm is an advanced heuristics method which is very effective in many areas. It is frequently deployed meta-heuristics algorithm to solve difficult combinatorial optimization problems. In this paper, genetic algorithm is used to solve university course timetabling problem. At first, a model of problem to be solved is defined. Then, the genetic representation is determined and a fitness function is established according to the constraints. Finally, a case of university course timetabling from real-world is discussed and solved. It is demonstrated that the method proposed in this paper is feasible and efficient.
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