A Formal Model of Multi-agent System for University Course Timetabling Problems

This paper describes a general framework of Multi-agent system which incorporates the hyper-heuristics search methodology with both Great Deluge and Simulated Annealing acceptance criteria respectively. There are three types of agents introduce in the framework which involve the communication betwee...

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Main Authors: Kuan, Yik Junn, Joe Henry Obit, Rayner Alfred, Jetol Bolongkikit
Format: Chapter In Book
Language:English
English
Published: Springer, Singapore 2019
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Online Access:https://eprints.ums.edu.my/id/eprint/31802/1/A%20Formal%20Model%20of%20Multi-agent%20System%20for%20University%20Course%20Timetabling%20Problems.pdf
https://eprints.ums.edu.my/id/eprint/31802/2/A%20Formal%20Model%20of%20Multi-agent%20System%20for%20University%20Course%20Timetabling%20Problems1.pdf
https://eprints.ums.edu.my/id/eprint/31802/
https://link.springer.com/chapter/10.1007/978-981-13-2622-6_22
https://doi.org/10.1007/978-981-13-2622-6_22
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Institution: Universiti Malaysia Sabah
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spelling my.ums.eprints.318022023-05-19T02:57:21Z https://eprints.ums.edu.my/id/eprint/31802/ A Formal Model of Multi-agent System for University Course Timetabling Problems Kuan, Yik Junn Joe Henry Obit Rayner Alfred Jetol Bolongkikit QA75.5-76.95 Electronic computers. Computer science This paper describes a general framework of Multi-agent system which incorporates the hyper-heuristics search methodology with both Great Deluge and Simulated Annealing acceptance criteria respectively. There are three types of agents introduce in the framework which involve the communication between heuristic agents, cooperative agents and mediator agent. The common goal for each agent is to improve the quality of course timetabling solutions until the best solution is found when the termination condition meets. A preliminary experiment have been conducted towards this approach in university course timetabling problem and the results shows the framework is able to increase the quality of existing solution compared with other meta-heuristics which have been studied in the previous researches. Springer, Singapore Kuan, Yik Junn Joe Henry Obit Rayner Alfred Jetol Bolongkikit 2019 Chapter In Book PeerReviewed text en https://eprints.ums.edu.my/id/eprint/31802/1/A%20Formal%20Model%20of%20Multi-agent%20System%20for%20University%20Course%20Timetabling%20Problems.pdf text en https://eprints.ums.edu.my/id/eprint/31802/2/A%20Formal%20Model%20of%20Multi-agent%20System%20for%20University%20Course%20Timetabling%20Problems1.pdf Kuan, Yik Junn and Joe Henry Obit and Rayner Alfred and Jetol Bolongkikit (2019) A Formal Model of Multi-agent System for University Course Timetabling Problems. pp. 215-225. https://link.springer.com/chapter/10.1007/978-981-13-2622-6_22 https://doi.org/10.1007/978-981-13-2622-6_22
institution Universiti Malaysia Sabah
building UMS Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Sabah
content_source UMS Institutional Repository
url_provider http://eprints.ums.edu.my/
language English
English
topic QA75.5-76.95 Electronic computers. Computer science
spellingShingle QA75.5-76.95 Electronic computers. Computer science
Kuan, Yik Junn
Joe Henry Obit
Rayner Alfred
Jetol Bolongkikit
A Formal Model of Multi-agent System for University Course Timetabling Problems
description This paper describes a general framework of Multi-agent system which incorporates the hyper-heuristics search methodology with both Great Deluge and Simulated Annealing acceptance criteria respectively. There are three types of agents introduce in the framework which involve the communication between heuristic agents, cooperative agents and mediator agent. The common goal for each agent is to improve the quality of course timetabling solutions until the best solution is found when the termination condition meets. A preliminary experiment have been conducted towards this approach in university course timetabling problem and the results shows the framework is able to increase the quality of existing solution compared with other meta-heuristics which have been studied in the previous researches.
author2 Kuan, Yik Junn
author_facet Kuan, Yik Junn
Kuan, Yik Junn
Joe Henry Obit
Rayner Alfred
Jetol Bolongkikit
format Chapter In Book
author Kuan, Yik Junn
Joe Henry Obit
Rayner Alfred
Jetol Bolongkikit
author_sort Kuan, Yik Junn
title A Formal Model of Multi-agent System for University Course Timetabling Problems
title_short A Formal Model of Multi-agent System for University Course Timetabling Problems
title_full A Formal Model of Multi-agent System for University Course Timetabling Problems
title_fullStr A Formal Model of Multi-agent System for University Course Timetabling Problems
title_full_unstemmed A Formal Model of Multi-agent System for University Course Timetabling Problems
title_sort formal model of multi-agent system for university course timetabling problems
publisher Springer, Singapore
publishDate 2019
url https://eprints.ums.edu.my/id/eprint/31802/1/A%20Formal%20Model%20of%20Multi-agent%20System%20for%20University%20Course%20Timetabling%20Problems.pdf
https://eprints.ums.edu.my/id/eprint/31802/2/A%20Formal%20Model%20of%20Multi-agent%20System%20for%20University%20Course%20Timetabling%20Problems1.pdf
https://eprints.ums.edu.my/id/eprint/31802/
https://link.springer.com/chapter/10.1007/978-981-13-2622-6_22
https://doi.org/10.1007/978-981-13-2622-6_22
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