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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-9229982 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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