Performance comparison of differential evolution and particle swarm optimization in constrained optimization

Optimization appears in many aspects of engineering problems. There are quite numbers of modern optimization algorithms proposed in the last two decades to solve optimization problems. Particle swarm optimization (PSO) and differential evolution (DE) are among the well-known modern optimization alg...

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Main Authors:	Iwan, Mahmud, Akmeliawati, Rini, Faisal, Tarig, Al-Assadi, Hayder M.A.A.
Format:	Article
Language:	English
Published:	Elsevier 2012
Subjects:	TJ212 Control engineering
Online Access:	http://irep.iium.edu.my/25611/ http://irep.iium.edu.my/25611/ http://irep.iium.edu.my/25611/ http://irep.iium.edu.my/25611/1/procedia_iwan2012.pdf

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spelling	iium-256112012-08-28T04:44:09Z http://irep.iium.edu.my/25611/ Performance comparison of differential evolution and particle swarm optimization in constrained optimization Iwan, Mahmud Akmeliawati, Rini Faisal, Tarig Al-Assadi, Hayder M.A.A. TJ212 Control engineering Optimization appears in many aspects of engineering problems. There are quite numbers of modern optimization algorithms proposed in the last two decades to solve optimization problems. Particle swarm optimization (PSO) and differential evolution (DE) are among the well-known modern optimization algorithms. This paper presents a comparative study for min-max constrained optimization using PSO and DE. Here, the constrained optimization is represented by some selected standard benchmark functions. A new constraint handling and stopping criterion technique is also adopted in the optimization algorithm. Generally, in terms of repeatability and the quality of the obtained solutions, DE outperforms PSO. Elsevier 2012 Article PeerReviewed application/pdf en http://irep.iium.edu.my/25611/1/procedia_iwan2012.pdf Iwan, Mahmud and Akmeliawati, Rini and Faisal, Tarig and Al-Assadi, Hayder M.A.A. (2012) Performance comparison of differential evolution and particle swarm optimization in constrained optimization. Procedia Engineering, 41. pp. 1323-1328. ISSN 1877-7058 http://www.sciencedirect.com/science/article/pii/S1877705812027178 doi:10.1016/j.proeng.2012.07.317
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English
topic	TJ212 Control engineering
spellingShingle	TJ212 Control engineering Iwan, Mahmud Akmeliawati, Rini Faisal, Tarig Al-Assadi, Hayder M.A.A. Performance comparison of differential evolution and particle swarm optimization in constrained optimization
description	Optimization appears in many aspects of engineering problems. There are quite numbers of modern optimization algorithms proposed in the last two decades to solve optimization problems. Particle swarm optimization (PSO) and differential evolution (DE) are among the well-known modern optimization algorithms. This paper presents a comparative study for min-max constrained optimization using PSO and DE. Here, the constrained optimization is represented by some selected standard benchmark functions. A new constraint handling and stopping criterion technique is also adopted in the optimization algorithm. Generally, in terms of repeatability and the quality of the obtained solutions, DE outperforms PSO.
format	Article
author	Iwan, Mahmud Akmeliawati, Rini Faisal, Tarig Al-Assadi, Hayder M.A.A.
author_facet	Iwan, Mahmud Akmeliawati, Rini Faisal, Tarig Al-Assadi, Hayder M.A.A.
author_sort	Iwan, Mahmud
title	Performance comparison of differential evolution and particle swarm optimization in constrained optimization
title_short	Performance comparison of differential evolution and particle swarm optimization in constrained optimization
title_full	Performance comparison of differential evolution and particle swarm optimization in constrained optimization
title_fullStr	Performance comparison of differential evolution and particle swarm optimization in constrained optimization
title_full_unstemmed	Performance comparison of differential evolution and particle swarm optimization in constrained optimization
title_sort	performance comparison of differential evolution and particle swarm optimization in constrained optimization
publisher	Elsevier
publishDate	2012
url	http://irep.iium.edu.my/25611/ http://irep.iium.edu.my/25611/ http://irep.iium.edu.my/25611/ http://irep.iium.edu.my/25611/1/procedia_iwan2012.pdf
first_indexed	2023-09-18T20:38:10Z
last_indexed	2023-09-18T20:38:10Z
_version_	1777409186112471040

Performance comparison of differential evolution and particle swarm optimization in constrained optimization

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