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Graph Coloring Heuristics for Solving Examination Timetabling Problem at Universiti Utara Malaysia

机译:图形着色启发式启发式utara马来西亚大学解决时间表问题

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Examination timetabling is a well-studied combinatorial optimization problem involving scheduling a set of examinations into a restricted number of time-slots while satisfying a defined set of constraints. This paper presents a real-world, capacitated examination timetabling problem from Universiti Utara Malaysia (UUM), Malaysia. This dataset differs from the others reported in the literature with respect to its size, complexity and constraints. Until recently, examination timetabling in UUM is done manually with a little guidance from spreadsheet computer software for checking clashes. The propriety system is unable to do the examination timetabling automatically. Besides, the introduced datasets also consider a new constraint that has never been modeled before in timetabling literature, which is lecturer’s preference. Moreover, splitting examination across several rooms and a number of hard constraints such as no mixed duration of examination within individual periods, clashes free schedule and room capacity requirement are also need to be adhered. These constraints provide an additional challenge in solving the examination timetabling problem, mainly at UUM. In this paper, graph coloring heuristics are employed to schedule examinations at each step during timetable construction. We used the concept of bin packing heuristics to assign examination to room with respect to the capacity. Since this is a new dataset and no solutions have been published in the literature yet, we only compare the results with an existing manual solution. It is found that the proposed constructive heuristic able to produce good quality solution for the tested problem. The proposed graph coloring heuristics are proved to be superior to the current method employed by the University and found to perform well in comparison.
机译:考试时间表是一种良好研究的组合优化问题,涉及将一组检查调度到受限的时隙数,同时满足定义的一组约束。本文介绍了来自马来西亚大学(UUM)的现实世界,电容考试时间表问题。该数据集与其他人在文献中报告的其他数据集相对于其大小,复杂性和约束。直到最近,UUM中的考试时间表是手动完成的,并从电子表格计算机软件中指导用于检查冲突。礼仪系统无法自动进行考试时间。此外,介绍的数据集还考虑到在时间表文献中从未建模的新约束,这是讲师的偏好。此外,还需要在多个房间和许多硬度限制中分裂检查,例如在单个时期内没有混合检查的混合持续时间,也需要粘附免费的时间表和房间能力要求。这些约束在解决考试时间表问题方面提供了额外的挑战,主要是uum。在本文中,采用图形着色启发式测量在时间表结构期间在每个步骤中进行检查。我们利用箱包装启发式的概念,以便在容量方面向房间分配检查。由于这是一个新的数据集,并且在文献中没有发布解决方案,因此我们只将结果与现有手动解决方案进行比较。结果发现,所提出的建设性启发式能够为测试问题产生良好的质量解决方案。被证明,所提出的图形着色启发式可以优于大学采用的当前方法,并发现相比之下。

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