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

被引:4
|
作者
Abdul-Rahman, Syariza [1 ]
Sobri, Nur Suriani [1 ]
Omar, Mohd Faizal [1 ]
Benjamin, Aida Mauziah [1 ]
Ramli, Razamin [1 ]
机构
[1] Univ Utara Malaysia, Sch Quantitat Sci, Dept Decis Sci, Sintok 06010, Kedah Darul Ama, Malaysia
关键词
Examination Timetabling; Graph Coloring Heuristic; Constructive Heuristic; Bin Packing; Lecturers' Preferences;
D O I
10.1063/1.4903627
中图分类号
O59 [应用物理学];
学科分类号
摘要
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.
引用
收藏
页码:491 / 496
页数:6
相关论文
共 50 条
  • [41] Time Complexity Analysis of Randomized Search Heuristics for the Dynamic Graph Coloring Problem
    Bossek, Jakob
    Neumann, Frank
    Peng, Pan
    Sudholt, Dirk
    ALGORITHMICA, 2021, 83 (10) : 3148 - 3179
  • [42] A genetic programming approach to the generation of hyper-heuristics for the uncapacitated examination timetabling problem
    Pillay, Nelishia
    Banzhaf, Wolfgang
    PROGRESS IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2007, 4874 : 223 - +
  • [43] Solving Examination Timetabling Problems at the University of Malaysia Perlis through Adaption of FET Software
    Muhamad, Wan Zuki Azman Wan
    Adnan, Farah Adibah
    Yahya, Zainor Ridzuan
    Junoh, Ahmad Kadri
    Zakaria, Mohd Hafiz
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON MATHEMATICS, ENGINEERING AND INDUSTRIAL APPLICATIONS 2018 (ICOMEIA 2018), 2018, 2013
  • [44] Time Complexity Analysis of Randomized Search Heuristics for the Dynamic Graph Coloring Problem
    Jakob Bossek
    Frank Neumann
    Pan Peng
    Dirk Sudholt
    Algorithmica, 2021, 83 : 3148 - 3179
  • [45] CUSTOMIZABLE RUBRICS FOR PROBLEM-BASED LEARNING ASSESSMENT: THE CASE STUDY OF SYSTEM ANALYSIS AND DESIGN COURSE IN UNIVERSITI UTARA MALAYSIA
    Hassan, Syahida
    Rejab, Mawarny Md
    Awang, Mohd Isha
    Ahmad, Mazida
    3RD INTERNATIONAL CONFERENCE OF EDUCATION, RESEARCH AND INNOVATION (ICERI2010), 2010, : 4027 - 4035
  • [46] THE APPLICATION OF A GRAPH-COLORING METHOD TO AN EXAMINATION SCHEDULING PROBLEM
    MEHTA, NK
    INTERFACES, 1981, 11 (05) : 57 - 65
  • [47] Implementing Graph Coloring Heuristic in Construction Phase of Curriculum-Based Course Timetabling Problem
    Azlan, Ammar
    Hussin, Naimah Mohd
    2013 IEEE SYMPOSIUM ON COMPUTERS AND INFORMATICS (ISCI 2013), 2013,
  • [48] A practical three-phase ILP approach for solving the examination timetabling problem
    Al-Hawari, Feras
    Al-Ashi, Mahmoud
    Abawi, Fares
    Alouneh, Sahel
    INTERNATIONAL TRANSACTIONS IN OPERATIONAL RESEARCH, 2020, 27 (02) : 924 - 944
  • [49] A survey of Particle Swarm Optimization techniques for solving university Examination Timetabling Problem
    Souad Larabi Marie-Sainte
    Artificial Intelligence Review, 2015, 44 : 537 - 546
  • [50] Solving University Examination Timetabling Problem Using Intelligent Water Drops Algorithm
    Aldeeb, Bashar A.
    Norwawi, Norita Md
    Al-Betar, Mohammed A.
    Bin Jali, Mohd Zalisham
    SWARM, EVOLUTIONARY, AND MEMETIC COMPUTING, SEMCCO 2014, 2015, 8947 : 187 - 200