The Study of Genetic Algorithm Approach to Solving University Course Timetabling Problem

被引:2
|
作者
Junn, Kuan Yik [1 ]
Obit, Joe Henry [1 ]
Alfred, Rayner [2 ]
机构
[1] Univ Malaysia Sabah, Labuan Int Campus, W P Labuan, Malaysia
[2] Univ Malaysia Sabah, Fac Comp & Informat, KTRU, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia
关键词
Genetic Algorithm; Meta-heuristics University course timetabling problem;
D O I
10.1007/978-981-10-8276-4_43
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This research presents the metaheuristic strategy to solve educational timetabling problem. The metaheuristic described in this research highlight the role of Genetic Algorithm (GA) when the algorithm improves the quality of solution by performing genetic operators. Two datasets of university course timetabling are used whereby the datasets are obtained from Universiti Malaysia Sabah Labuan International Campus (UMSLIC). The research experiment is conducted by comparing the quality of solutions produced by Genetic Algorithm with other metaheuristics which have been done in the past researches. The experimental results suggest that Genetic Algorithm manages to produces good solutions in this domain although other algorithms are able to improve the quality of the solutions.
引用
收藏
页码:454 / 463
页数:10
相关论文
共 50 条
  • [41] Application of genetic algorithm for solving university timetabling problems: A case study of Thai Universities
    Nuntasen, Nawat
    Innet, Supachate
    NEW ADVANCES IN SIMULATION, MODELLING AND OPTIMIZATION (SMO '07), 2007, : 128 - +
  • [42] University Course Timetabling Problem at Zarqa University
    Turabieh, Hamza
    El-Daoud, Esam
    PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION SYSTEMS (ICICS'12), 2012,
  • [43] The University course Timetabling Problem with a three-phase approach
    Kostuch, P
    PRACTICE AND THEORY OF AUTOMATED TIMETABLING V, 2005, 3616 : 109 - 125
  • [44] An integer program and a hybrid genetic algorithm for the university timetabling problem
    Feng, Xuehao
    Lee, Yuna
    Moon, Ilkyeong
    OPTIMIZATION METHODS & SOFTWARE, 2017, 32 (03): : 625 - 649
  • [45] A Noval Approach of Genetic Algorithm for Solving Examination Timetabling Problems
    Innet, Supachate
    2013 13TH INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES (ISCIT): COMMUNICATION AND INFORMATION TECHNOLOGY FOR NEW LIFE STYLE BEYOND THE CLOUD, 2013, : 233 - 237
  • [46] A New Algorithm Based On Students Groupings For University Course Timetabling Problem
    Badoni, Rakesh P.
    Gupta, D. K.
    2015 2ND INTERNATIONAL CONFERENCE ON RECENT ADVANCES IN ENGINEERING & COMPUTATIONAL SCIENCES (RAECS), 2015,
  • [47] Knowledge-based genetic algorithm for university course timetabling problems
    Kanoh, Hitoshi
    Sakamoto, Yuusuke
    INTERNATIONAL JOURNAL OF KNOWLEDGE-BASED AND INTELLIGENT ENGINEERING SYSTEMS, 2008, 12 (04) : 283 - 294
  • [48] Genetic algorithm for solving the master thesis timetabling problem with multiple objectives
    Huynh Thi Thanh Binh
    Pham Quang Dung
    Pham Duy Dat
    2012 CONFERENCE ON TECHNOLOGIES AND APPLICATIONS OF ARTIFICIAL INTELLIGENCE (TAAI), 2012, : 74 - 79
  • [49] Scatter Search for solving the Course Timetabling Problem
    Jaradat, Ghaith M.
    Ayob, Masri
    2011 3RD CONFERENCE ON DATA MINING AND OPTIMIZATION (DMO), 2011, : 213 - 218
  • [50] The effect of neighborhood structures on tabu search algorithm in solving course timetabling problem
    Aladag, Cagdas Hakan
    Hocaoglu, Gulsum
    Basaran, Murat Alper
    EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (10) : 12349 - 12356