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A study of heuristic combinations for hyper-heuristic systems for the uncapacitated examination timetabling problem

机译:超能力启发式考试排课问题的超启发式系统的启发式组合研究

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摘要

Research in the domain of examination timetabling is moving towards developing methods that gener_alise well over a range of problems. This is achieved by implementing hyper-heuristic systems to find the best heuristic or heuristic combination to allocate examinations when constructing a timetable for a problem. Heuristic combinations usually take the form of a list of low-level heuristics that are applied sequentially. This study proposes an alternative representation for heuristic combinations, namely, a hierarchical combination of heuristics. Furthermore, the heuristics in each combination are applied simultaneously rather than sequentially. The study also introduces a new low-level heuristic, namely, highest cost. A set of heuristic combinations of this format have been tested on the 13 Carter benchmarks. The quality of the examination timetables induced using these combinations are comparable to, and in some cases better than, those produced by hyper-heuristic systems combining and applying heuristic combinations sequentially.
机译:考试时间表设置领域的研究正在朝着能够广泛解决一系列问题的方法发展。这是通过实施超启发式系统来找到最佳启发式或启发式组合以在构造问题时间表时分配检查来实现的。启发式组合通常采用顺序应用的一系列低级启发式的形式。这项研究提出了启发式组合的另一种表示形式,即启发式的分层组合。此外,每个组合中的试探法是同时而不是顺序应用的。该研究还介绍了一种新的低层启发式方法,即最高成本。此格式的一组启发式组合已在13个Carter基准上进行了测试。使用这些组合诱发的检查时间表的质量与通过结合并顺序应用启发式组合的超启发式系统产生的检查时间表相当,并且在某些情况下要优于后者。

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