Genetic Algorithm for Solving Multi-Objective Optimization in Examination Timetabling Problem

Author:

Ngo Son TungORCID,Jaafar Jafreezal BORCID,Aziz Izzatdin AbdulORCID,Nguyen Giang Hoang,Bui Anh NgocORCID

Abstract

Examination timetabling is one of 3 critical timetabling jobs besides enrollment timetabling and teaching assignment. After a semester, scheduling examinations is not always an easy job in education management, especially for many data. The timetabling problem is an optimization and Np-hard problem. In this study, we build a multi-objective optimizer to create exam schedules for more than 2500 students. Our model aims to optimize the material costs while ensuring the dignity of the exam and students' convenience while considering the rooms' design, the time requirement of each exam, which involves rules and policy constraints. We propose a programmatic compromise to approach the maximum tar-get optimization model and solve it using the Genetic Algorithm. The results show the effectiveness of the introduced algorithm.

Publisher

International Association of Online Engineering (IAOE)

Subject

General Engineering,Education

Cited by 12 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Exam scheduling under pandemic conditions: A mathematical model and decision support system;Technological Forecasting and Social Change;2024-11

2. Some Metaheuristics for Tourist Trip Design Problem;2023 IEEE Symposium on Industrial Electronics & Applications (ISIEA);2023-07-15

3. Teaching Assignment Based on NASH Equilibrium and Genetic Algorithm;2023 IEEE Symposium on Industrial Electronics & Applications (ISIEA);2023-07-15

4. Optimization Techniques in University Timetabling Problem: Constraints, Methodologies, Benchmarks, and Open Issues;Computers, Materials & Continua;2023

5. Exploring the Potential of a Genetic Algorithm on a Real-World Complex Scheduling Problem;2022 9th International Conference on Soft Computing & Machine Intelligence (ISCMI);2022-11-26

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3