Artificial Bee Colony Algorithm for Solving Educational Timetabling Problems

Asaju La'aro Bolaji, A. Khader, M. Al-Betar, M. Awadallah
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引用次数: 11

Abstract

This paper presents an artificial bee colony algorithm (ABC) for Education Timetabling Problem (ETP). It is aimed at developing a good-quality solution for the problem. The initial population of solutions was generated using Saturation Degree (SD) and Backtracking Algorithm (BA) to ensure the feasibility of the solutions. At the improvement stage in the solution method, ABC uses neighbourhood structures iteratively within the employed and onlooker bee operators, in order to rigorously navigate the UTP search space. The technique was evaluated using curriculum-based course timetabling (CB-CTT) and Uncapacitated Examination Timetabling Problem (UETP) problem instances. The experimental results on UETP showed that the technique is comparable with other state-of-the-art techniques and provides encouraging results on CB-CTT.
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求解教学排课问题的人工蜂群算法
提出了一种求解教育排课问题的人工蜂群算法。它的目的是为这个问题制定一个高质量的解决方案。利用饱和度(SD)和回溯算法(BA)生成解的初始种群,以保证解的可行性。在求解方法的改进阶段,ABC在受雇蜂算子和围观者蜂算子中迭代地使用邻域结构,以严格地导航UTP搜索空间。采用基于课程的课程排课(CB-CTT)和无能力考试排课(UETP)问题实例对该技术进行了评估。在UETP上的实验结果表明,该技术可与其他先进技术相媲美,并在CB-CTT上取得了令人鼓舞的结果。
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