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Usage of Evolutionary Algorithms in Swarm Robotics and Design Problems

In this study, the general structure of swarm robotics is examined. Algorithms inspired by nature, which form the basis of swarm robotics, are introduced. Communication topologies in robotic swarms, which are similar to the communication methods between living things moving in nature, are included a...

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Detalles Bibliográficos
Autores principales: Türkler, Levent, Akkan, Taner, Akkan, Lütfiye Özlem
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9229982/
https://www.ncbi.nlm.nih.gov/pubmed/35746219
http://dx.doi.org/10.3390/s22124437
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author Türkler, Levent
Akkan, Taner
Akkan, Lütfiye Özlem
author_facet Türkler, Levent
Akkan, Taner
Akkan, Lütfiye Özlem
author_sort Türkler, Levent
collection PubMed
description In this study, the general structure of swarm robotics is examined. Algorithms inspired by nature, which form the basis of swarm robotics, are introduced. Communication topologies in robotic swarms, which are similar to the communication methods between living things moving in nature, are included and how these can be used in swarm communication is emphasized. With the developed algorithms, how the swarm can imitate nature and what tasks it can perform have been explained. The various problems that will be encountered in terms of the design of the optimization methods used during the control of the swarm and the solutions are simulated using the Webots software. As a result, ideas on the solutions of these problems and suggestions are proposed.
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spelling pubmed-92299822022-06-25 Usage of Evolutionary Algorithms in Swarm Robotics and Design Problems Türkler, Levent Akkan, Taner Akkan, Lütfiye Özlem Sensors (Basel) Article In this study, the general structure of swarm robotics is examined. Algorithms inspired by nature, which form the basis of swarm robotics, are introduced. Communication topologies in robotic swarms, which are similar to the communication methods between living things moving in nature, are included and how these can be used in swarm communication is emphasized. With the developed algorithms, how the swarm can imitate nature and what tasks it can perform have been explained. The various problems that will be encountered in terms of the design of the optimization methods used during the control of the swarm and the solutions are simulated using the Webots software. As a result, ideas on the solutions of these problems and suggestions are proposed. MDPI 2022-06-11 /pmc/articles/PMC9229982/ /pubmed/35746219 http://dx.doi.org/10.3390/s22124437 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Türkler, Levent
Akkan, Taner
Akkan, Lütfiye Özlem
Usage of Evolutionary Algorithms in Swarm Robotics and Design Problems
title Usage of Evolutionary Algorithms in Swarm Robotics and Design Problems
title_full Usage of Evolutionary Algorithms in Swarm Robotics and Design Problems
title_fullStr Usage of Evolutionary Algorithms in Swarm Robotics and Design Problems
title_full_unstemmed Usage of Evolutionary Algorithms in Swarm Robotics and Design Problems
title_short Usage of Evolutionary Algorithms in Swarm Robotics and Design Problems
title_sort usage of evolutionary algorithms in swarm robotics and design problems
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9229982/
https://www.ncbi.nlm.nih.gov/pubmed/35746219
http://dx.doi.org/10.3390/s22124437
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