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
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/21030/
http://umpir.ump.edu.my/id/eprint/21030/
http://umpir.ump.edu.my/id/eprint/21030/1/MOSDA-%20A%20proposal%20for%20multiple%20objective%20spiral%20dynamics%20algorithm.pdf
id ump-21030
recordtype eprints
spelling ump-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
repository_type Digital Repository
institution_category Local University
institution Universiti Malaysia Pahang
building UMP Institutional Repository
collection Online Access
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/
http://umpir.ump.edu.my/id/eprint/21030/
http://umpir.ump.edu.my/id/eprint/21030/1/MOSDA-%20A%20proposal%20for%20multiple%20objective%20spiral%20dynamics%20algorithm.pdf
first_indexed 2023-09-18T22:30:42Z
last_indexed 2023-09-18T22:30:42Z
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