MOSDA: A proposal for multiple objective spiral dynamics algorithm
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 meth...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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UTeM
2018
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| Online Access: | http://umpir.ump.edu.my/id/eprint/21030/1/MOSDA-%20A%20proposal%20for%20multiple%20objective%20spiral%20dynamics%20algorithm.pdf |
| _version_ | 1825812058619248640 |
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| author | A. R.A., Azwan Ahmad Nor Kasruddin, Nasir Sha'akmal, S. A.R.M., Sawal |
| author_facet | A. R.A., Azwan Ahmad Nor Kasruddin, Nasir Sha'akmal, S. A.R.M., Sawal |
| author_sort | A. R.A., Azwan |
| collection | UMP |
| description | 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. |
| first_indexed | 2024-03-06T12:23:32Z |
| format | Article |
| id | UMPir21030 |
| institution | Universiti Malaysia Pahang |
| language | English |
| last_indexed | 2024-03-06T12:23:32Z |
| publishDate | 2018 |
| publisher | UTeM |
| record_format | dspace |
| spelling | UMPir210302018-10-17T03:20:30Z http://umpir.ump.edu.my/id/eprint/21030/ MOSDA: A proposal for multiple objective spiral dynamics algorithm A. R.A., Azwan Ahmad Nor Kasruddin, Nasir Sha'akmal, S. A.R.M., Sawal TK Electrical engineering. Electronics Nuclear engineering 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. UTeM 2018 Article PeerReviewed pdf en cc_by http://umpir.ump.edu.my/id/eprint/21030/1/MOSDA-%20A%20proposal%20for%20multiple%20objective%20spiral%20dynamics%20algorithm.pdf 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) http://journal.utem.edu.my/index.php/jtec/article/view/3479/2427 |
| spellingShingle | TK Electrical engineering. Electronics Nuclear engineering A. R.A., Azwan Ahmad Nor Kasruddin, Nasir Sha'akmal, S. A.R.M., Sawal MOSDA: A proposal for multiple objective spiral dynamics algorithm |
| title | MOSDA: A proposal for multiple objective spiral dynamics algorithm |
| title_full | MOSDA: A proposal for multiple objective spiral dynamics algorithm |
| title_fullStr | MOSDA: A proposal for multiple objective spiral dynamics algorithm |
| title_full_unstemmed | MOSDA: A proposal for multiple objective spiral dynamics algorithm |
| title_short | MOSDA: A proposal for multiple objective spiral dynamics algorithm |
| title_sort | mosda a proposal for multiple objective spiral dynamics algorithm |
| topic | TK Electrical engineering. Electronics Nuclear engineering |
| url | http://umpir.ump.edu.my/id/eprint/21030/1/MOSDA-%20A%20proposal%20for%20multiple%20objective%20spiral%20dynamics%20algorithm.pdf |
| work_keys_str_mv | AT araazwan mosdaaproposalformultipleobjectivespiraldynamicsalgorithm AT ahmadnorkasruddinnasir mosdaaproposalformultipleobjectivespiraldynamicsalgorithm AT shaakmals mosdaaproposalformultipleobjectivespiraldynamicsalgorithm AT armsawal mosdaaproposalformultipleobjectivespiraldynamicsalgorithm |