An Educational Tool Aimed at Learning Metaheuristics
In this paper, we introduce an education tool for learning metaheuristic algorithms that allows displaying the convergence speed of the corresponding metaheuristic upon setting/changing the dependable parameters. This tool can be an educational assistant for beginners to learn metaheuristic in theor...
| Main Authors: | , , |
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| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
Association for Computing Machinery
2020
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| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/28570/ http://umpir.ump.edu.my/id/eprint/28570/1/An%20Educational%20Tool%20Aimed%20at%20Learning%20Metaheuristics.pdf |
| _version_ | 1848823086958247936 |
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| author | Kader, Md. Abdul Jamaluddin, Jamal A. Kamal Z., Zamli |
| author_facet | Kader, Md. Abdul Jamaluddin, Jamal A. Kamal Z., Zamli |
| author_sort | Kader, Md. Abdul |
| building | UMP Institutional Repository |
| collection | Online Access |
| description | In this paper, we introduce an education tool for learning metaheuristic algorithms that allows displaying the convergence speed of the corresponding metaheuristic upon setting/changing the dependable parameters. This tool can be an educational assistant for beginners to learn metaheuristic in theoretical lectures as well as practical sessions. Implemented with Java, this tool provides a friendly GUI for setting the parameters and display the result from where the learner can see how the selected algorithm converges for a particular problem solution. Initially, this tool adopts only Crow Search, Jaya, and Sine Cosine algorithms. But more metaheuristics will be included in future research. However, this application is a useful tool that will help not only beginner learners but also the researchers. This paper also describes the proposed software tool and the mentioned metaheuristics in detail and provides future research work on it. |
| first_indexed | 2025-11-15T02:51:33Z |
| format | Conference or Workshop Item |
| id | ump-28570 |
| institution | Universiti Malaysia Pahang |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T02:51:33Z |
| publishDate | 2020 |
| publisher | Association for Computing Machinery |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | ump-285702020-06-26T01:32:09Z http://umpir.ump.edu.my/id/eprint/28570/ An Educational Tool Aimed at Learning Metaheuristics Kader, Md. Abdul Jamaluddin, Jamal A. Kamal Z., Zamli QA75 Electronic computers. Computer science In this paper, we introduce an education tool for learning metaheuristic algorithms that allows displaying the convergence speed of the corresponding metaheuristic upon setting/changing the dependable parameters. This tool can be an educational assistant for beginners to learn metaheuristic in theoretical lectures as well as practical sessions. Implemented with Java, this tool provides a friendly GUI for setting the parameters and display the result from where the learner can see how the selected algorithm converges for a particular problem solution. Initially, this tool adopts only Crow Search, Jaya, and Sine Cosine algorithms. But more metaheuristics will be included in future research. However, this application is a useful tool that will help not only beginner learners but also the researchers. This paper also describes the proposed software tool and the mentioned metaheuristics in detail and provides future research work on it. Association for Computing Machinery 2020 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/28570/1/An%20Educational%20Tool%20Aimed%20at%20Learning%20Metaheuristics.pdf Kader, Md. Abdul and Jamaluddin, Jamal A. and Kamal Z., Zamli (2020) An Educational Tool Aimed at Learning Metaheuristics. In: ICSCA 2020: Proceedings of the 2020 9th International Conference on Software and Computer Applications , 18-21 February 2020 , Langkawi, Malaysia. pp. 79-83.. ISBN 978-1-4503-7665-5 (Published) https://doi.org/10.1145/3384544.3384597 |
| spellingShingle | QA75 Electronic computers. Computer science Kader, Md. Abdul Jamaluddin, Jamal A. Kamal Z., Zamli An Educational Tool Aimed at Learning Metaheuristics |
| title | An Educational Tool Aimed at Learning Metaheuristics |
| title_full | An Educational Tool Aimed at Learning Metaheuristics |
| title_fullStr | An Educational Tool Aimed at Learning Metaheuristics |
| title_full_unstemmed | An Educational Tool Aimed at Learning Metaheuristics |
| title_short | An Educational Tool Aimed at Learning Metaheuristics |
| title_sort | educational tool aimed at learning metaheuristics |
| topic | QA75 Electronic computers. Computer science |
| url | http://umpir.ump.edu.my/id/eprint/28570/ http://umpir.ump.edu.my/id/eprint/28570/ http://umpir.ump.edu.my/id/eprint/28570/1/An%20Educational%20Tool%20Aimed%20at%20Learning%20Metaheuristics.pdf |