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...

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Main Authors: A. R.A., Azwan, Ahmad Nor Kasruddin, Nasir, Sha'akmal, S., A.R.M., Sawal
Format: Article
Language:English
Published: 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
http://umpir.ump.edu.my/id/eprint/21030/
http://journal.utem.edu.my/index.php/jtec/article/view/3479/2427
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Institution: Universiti Malaysia Pahang
Language: English
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spelling my.ump.umpir.210302018-10-17T03:20:30Z 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) http://journal.utem.edu.my/index.php/jtec/article/view/3479/2427
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
topic TK Electrical engineering. Electronics Nuclear engineering
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
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.
format Article
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
title MOSDA: A proposal for multiple objective spiral dynamics algorithm
title_short 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_sort mosda: a proposal for multiple objective spiral dynamics algorithm
publisher UTeM
publishDate 2018
url http://umpir.ump.edu.my/id/eprint/21030/1/MOSDA-%20A%20proposal%20for%20multiple%20objective%20spiral%20dynamics%20algorithm.pdf
http://umpir.ump.edu.my/id/eprint/21030/
http://journal.utem.edu.my/index.php/jtec/article/view/3479/2427
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