Asynchronous particle swarm optimization for swarm robotics

In the original particle swarm optimization algorithm, particles’ update is done synchronously. The whole swarm fitness is evaluated first before particle update process is conducted. Whereas in asynchronous update a particle is able to update its velocity and position after its fitness is evaluated...

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Main Authors: Nor Azlina, Ab. Aziz, Zuwairie, Ibrahim
Format: Article
Language:English
Published: Elsevier Ltd 2012
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/25324/
http://umpir.ump.edu.my/id/eprint/25324/
http://umpir.ump.edu.my/id/eprint/25324/
http://umpir.ump.edu.my/id/eprint/25324/1/Asynchronous%20particle%20swarm%20optimization%20for%20swarm%20robotics.pdf
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spelling ump-253242019-12-09T04:45:37Z http://umpir.ump.edu.my/id/eprint/25324/ Asynchronous particle swarm optimization for swarm robotics Nor Azlina, Ab. Aziz Zuwairie, Ibrahim TK Electrical engineering. Electronics Nuclear engineering In the original particle swarm optimization algorithm, particles’ update is done synchronously. The whole swarm fitness is evaluated first before particle update process is conducted. Whereas in asynchronous update a particle is able to update its velocity and position after its fitness is evaluated. This caused the particle's search to be conducted with imperfect information. However, asynchronous update is useful in field such as swarm robotics search problem, where the robots can move continuously based on the available information without waiting for the whole swarm. Hence this paper looks into the differences between synchronous and asynchronous PSO and its application in swarm robotics search. Elsevier Ltd 2012 Article PeerReviewed pdf en cc_by_nc_nd http://umpir.ump.edu.my/id/eprint/25324/1/Asynchronous%20particle%20swarm%20optimization%20for%20swarm%20robotics.pdf Nor Azlina, Ab. Aziz and Zuwairie, Ibrahim (2012) Asynchronous particle swarm optimization for swarm robotics. Procedia Engineering, 41. pp. 951-957. ISSN 1877-7058 https://doi.org/10.1016/j.proeng.2012.07.268 https://doi.org/10.1016/j.proeng.2012.07.268
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
Nor Azlina, Ab. Aziz
Zuwairie, Ibrahim
Asynchronous particle swarm optimization for swarm robotics
description In the original particle swarm optimization algorithm, particles’ update is done synchronously. The whole swarm fitness is evaluated first before particle update process is conducted. Whereas in asynchronous update a particle is able to update its velocity and position after its fitness is evaluated. This caused the particle's search to be conducted with imperfect information. However, asynchronous update is useful in field such as swarm robotics search problem, where the robots can move continuously based on the available information without waiting for the whole swarm. Hence this paper looks into the differences between synchronous and asynchronous PSO and its application in swarm robotics search.
format Article
author Nor Azlina, Ab. Aziz
Zuwairie, Ibrahim
author_facet Nor Azlina, Ab. Aziz
Zuwairie, Ibrahim
author_sort Nor Azlina, Ab. Aziz
title Asynchronous particle swarm optimization for swarm robotics
title_short Asynchronous particle swarm optimization for swarm robotics
title_full Asynchronous particle swarm optimization for swarm robotics
title_fullStr Asynchronous particle swarm optimization for swarm robotics
title_full_unstemmed Asynchronous particle swarm optimization for swarm robotics
title_sort asynchronous particle swarm optimization for swarm robotics
publisher Elsevier Ltd
publishDate 2012
url http://umpir.ump.edu.my/id/eprint/25324/
http://umpir.ump.edu.my/id/eprint/25324/
http://umpir.ump.edu.my/id/eprint/25324/
http://umpir.ump.edu.my/id/eprint/25324/1/Asynchronous%20particle%20swarm%20optimization%20for%20swarm%20robotics.pdf
first_indexed 2023-09-18T22:38:50Z
last_indexed 2023-09-18T22:38:50Z
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