A. R.A., Azwan and Ahmad Nor Kasruddin, Nasir and Sha'akmal, S. and A.R.M., Sawal (2018) MOSDA: A proposal for multiple objective spiral dynamics algorithm. Journal of Telecommunication, Electronic and Computer Engineering, 10 (1-3). pp. 15-19. ISSN 2180-1843 (Print); 2289-8131 (Online). (Published)
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Abstract
This paper proposed a multi-objective spiral dynamic algorithm (MOSDA) to solve multiple objectives problems. SDA is originally a single objective optimizer that inspired based on the spiral phenomena in nature. It has a good elitism strategy and has a simple structure. A method called “archive method” that is used in multi-objective particle swarm optimization (MOPSO) is adopted into SDA to develop its multiobjective (MO) type algorithm. Moreover, MOSDA is formulated by applying the widely-used concept of Pareto dominance to determine the movement of the particles and at the same time, the algorithm maintains the non-dominated solution in a setup global repository. These non-dominated solutions then will be used to guide other particles to move. The proposed algorithm is tested with several benchmark functions for multi-objective problems. Pareto front (PF) graphs are presented as the results of these tests. The accuracy and diversity of the produced PF are highly competitive compared to MOPSO.
| Item Type: | Article |
|---|---|
| Additional Information: | Indexed by Scopus |
| Uncontrolled Keywords: | Metaheuristics; Multipoint search; Multi objective algorithm; Nature inspired computation; Spiral dynamics |
| Subjects: | T Technology > TK Electrical engineering. Electronics Nuclear engineering |
| Faculty/Division: | Faculty of Electrical & Electronic Engineering |
| Depositing User: | Mrs. Neng Sury Sulaiman |
| Date Deposited: | 20 Aug 2018 07:03 |
| Last Modified: | 17 Oct 2018 03:20 |
| URI: | http://umpir.ump.edu.my/id/eprint/21030 |
| Download Statistic: | View Download Statistics |
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