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首页> 外文期刊>Annals of Operations Research >Managing the tabu list length using a fuzzy inference system: an application to examination timetabling
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Managing the tabu list length using a fuzzy inference system: an application to examination timetabling

机译:使用模糊推理系统管理禁忌名单的长度:在检查时间表中的应用

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In this paper, we present an application of Tabu Search (TS) to the examination timetabling problem. One of the drawbacks of this meta-heuristic is related to the need of tuning some parameter (like tabu tenure) whose value affects the performance of the algorithm. The importance of developing an automatic procedure is clear considering that most of the users of timetabling software, like academic staff, do not have the expertise to conduct such tuning. The goal of this paper is to present a method to automatically manage the memory in the TS using a Decision Expert System. More precisely a Fuzzy Inference Rule Based System (FIRBS) is implemented to handle the tabu tenure based on two concepts, "Frequency" and "Inactivity". These concepts are related respectively with the number of times a move is introduced in the tabu list and the last time (in number of iterations) the move was attempted and prevented by the tabu status. Computational results show that the implemented FIRBS handles well the tuning of the tabu status duration improving, as well, the performance of Tabu Search.
机译:在本文中,我们提出了禁忌搜索(TS)在考试时间表问题中的应用。这种元启发式方法的缺点之一与需要调整某些参数(如禁忌权)有关,这些参数的值会影响算法的性能。考虑到时间表软件的大多数用户(例如学术人员)不具备执行此类调整的专业知识,因此开发自动程序的重要性显而易见。本文的目的是提出一种使用决策专家系统自动管理TS中内存的方法。更精确地,基于“频率”和“不活动”两个概念,实施了基于模糊推理规则的系统(FIRBS)来处理禁忌权。这些概念分别与禁忌列表中引入移动的次数以及禁忌状态最后一次尝试并阻止移动的次数(迭代次数)相关。计算结果表明,所实现的FIRBS很好地处理了禁忌状态持续时间的调整,从而改善了禁忌搜索的性能。

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