An Educational Tool Aimed at Learning Metaheuristics

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

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Abstract

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.

Item Type:	Conference or Workshop Item (Lecture)
Uncontrolled Keywords:	Metaheuristic Algorithm; Crow Search Algorithm (CSA); Jaya Algorithm (JA); Sine Cosine Algorithm (SCA); Applications of CSA; Metaheuristic Algorithms Learning Tool.
Subjects:	Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Faculty/Division:	Institute of Postgraduate Studies Faculty of Computing
Depositing User:	Noorul Farina Arifin
Date Deposited:	26 Jun 2020 01:32
Last Modified:	26 Jun 2020 01:32
URI:	http://umpir.ump.edu.my/id/eprint/28570
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