An Investigation of Generality in two-layer Multi-agent Framework towards different domains
This paper proposes a two-layer multi-agent communication in two different environments. The communications in both layers of the framework are studied in order to determine the relevancy of agents to manage themselves towards different constraints across several domains. In this context, the genera...
Saved in:
Main Authors: | , , , , |
---|---|
Format: | Article |
Language: | English English |
Published: |
2020
|
Online Access: | https://eprints.ums.edu.my/id/eprint/25374/1/An%20Investigation%20of%20Generality%20in%20two-layer%20Multi-agent%20Framework%20towards%20different%20domains.pdf https://eprints.ums.edu.my/id/eprint/25374/2/An%20Investigation%20of%20Generality%20in%20two-layer%20Multi-agent%20Framework%20towards%20different%20domains%201.pdf https://eprints.ums.edu.my/id/eprint/25374/ https://doi.org/10.1007/978-981-15-0058-9_26 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
id |
my.ums.eprints.25374 |
---|---|
record_format |
eprints |
spelling |
my.ums.eprints.253742021-04-08T14:12:21Z https://eprints.ums.edu.my/id/eprint/25374/ An Investigation of Generality in two-layer Multi-agent Framework towards different domains Kuan, Yik Junn Joe Henry Obit Rayner Alfred Jetol Bolongkikit Yu-Beng Leau This paper proposes a two-layer multi-agent communication in two different environments. The communications in both layers of the framework are studied in order to determine the relevancy of agents to manage themselves towards different constraints across several domains. In this context, the generality of the multi-agent framework is measure by how well the agents improve the quality of solution compared with existing meta-heuristics. The two domains considered are university course timetabling and examination timetabling problems in Universiti Malaysia Sabah. The results are then compared with meta-heuristics introduced in previous studies using the same domains. 2020 Article PeerReviewed text en https://eprints.ums.edu.my/id/eprint/25374/1/An%20Investigation%20of%20Generality%20in%20two-layer%20Multi-agent%20Framework%20towards%20different%20domains.pdf text en https://eprints.ums.edu.my/id/eprint/25374/2/An%20Investigation%20of%20Generality%20in%20two-layer%20Multi-agent%20Framework%20towards%20different%20domains%201.pdf Kuan, Yik Junn and Joe Henry Obit and Rayner Alfred and Jetol Bolongkikit and Yu-Beng Leau (2020) An Investigation of Generality in two-layer Multi-agent Framework towards different domains. Computational Science and Technology, 603. pp. 269-278. https://doi.org/10.1007/978-981-15-0058-9_26 |
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 |
description |
This paper proposes a two-layer multi-agent communication in two different environments. The communications in both layers of the framework are studied in order to determine the relevancy of agents to manage themselves towards different constraints across several domains. In this context, the generality of the multi-agent framework is measure by how well the agents improve the quality of solution compared with existing meta-heuristics. The two domains considered are university course timetabling and examination timetabling problems in Universiti Malaysia Sabah. The results are then compared with meta-heuristics introduced in previous studies using the same domains. |
format |
Article |
author |
Kuan, Yik Junn Joe Henry Obit Rayner Alfred Jetol Bolongkikit Yu-Beng Leau |
spellingShingle |
Kuan, Yik Junn Joe Henry Obit Rayner Alfred Jetol Bolongkikit Yu-Beng Leau An Investigation of Generality in two-layer Multi-agent Framework towards different domains |
author_facet |
Kuan, Yik Junn Joe Henry Obit Rayner Alfred Jetol Bolongkikit Yu-Beng Leau |
author_sort |
Kuan, Yik Junn |
title |
An Investigation of Generality in two-layer Multi-agent Framework towards different domains |
title_short |
An Investigation of Generality in two-layer Multi-agent Framework towards different domains |
title_full |
An Investigation of Generality in two-layer Multi-agent Framework towards different domains |
title_fullStr |
An Investigation of Generality in two-layer Multi-agent Framework towards different domains |
title_full_unstemmed |
An Investigation of Generality in two-layer Multi-agent Framework towards different domains |
title_sort |
investigation of generality in two-layer multi-agent framework towards different domains |
publishDate |
2020 |
url |
https://eprints.ums.edu.my/id/eprint/25374/1/An%20Investigation%20of%20Generality%20in%20two-layer%20Multi-agent%20Framework%20towards%20different%20domains.pdf https://eprints.ums.edu.my/id/eprint/25374/2/An%20Investigation%20of%20Generality%20in%20two-layer%20Multi-agent%20Framework%20towards%20different%20domains%201.pdf https://eprints.ums.edu.my/id/eprint/25374/ https://doi.org/10.1007/978-981-15-0058-9_26 |
_version_ |
1760230359636639744 |
score |
13.18916 |