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Local Bearing Estimation for a Swarm of Low-Cost Miniature Robots

Swarm robotics focuses on decentralised control of large numbers of simple robots with limited capabilities. Decentralised control in a swarm system requires a reliable communication link between the individuals that is able to provide linear and angular distances between the individuals—Range &...

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Detalles Bibliográficos
Autores principales: Liu, Zheyu, West, Craig, Lennox, Barry, Arvin, Farshad
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7309109/
https://www.ncbi.nlm.nih.gov/pubmed/32532071
http://dx.doi.org/10.3390/s20113308
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author Liu, Zheyu
West, Craig
Lennox, Barry
Arvin, Farshad
author_facet Liu, Zheyu
West, Craig
Lennox, Barry
Arvin, Farshad
author_sort Liu, Zheyu
collection PubMed
description Swarm robotics focuses on decentralised control of large numbers of simple robots with limited capabilities. Decentralised control in a swarm system requires a reliable communication link between the individuals that is able to provide linear and angular distances between the individuals—Range & Bearing. This study presents the development of an open-source, low-cost communication module which can be attached to miniature sized robots; e.g., Mona. In this study, we only focused on bearing estimation to mathematically model the bearings of neighbouring robots through systematic experiments using real robots. In addition, the model parameters were optimised using a genetic algorithm to provide a reliable and precise model that can be applied for all robots in a swarm. For further investigation and improvement of the system, an additional layer of optimisation on the hardware layout was implemented. The results from the optimisation suggested a new arrangement of the sensors with slight angular displacements on the developed board. The precision of bearing was significantly improved by optimising in both software level and re-arrangement of the sensors’ positions on the hardware layout.
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spelling pubmed-73091092020-06-25 Local Bearing Estimation for a Swarm of Low-Cost Miniature Robots Liu, Zheyu West, Craig Lennox, Barry Arvin, Farshad Sensors (Basel) Article Swarm robotics focuses on decentralised control of large numbers of simple robots with limited capabilities. Decentralised control in a swarm system requires a reliable communication link between the individuals that is able to provide linear and angular distances between the individuals—Range & Bearing. This study presents the development of an open-source, low-cost communication module which can be attached to miniature sized robots; e.g., Mona. In this study, we only focused on bearing estimation to mathematically model the bearings of neighbouring robots through systematic experiments using real robots. In addition, the model parameters were optimised using a genetic algorithm to provide a reliable and precise model that can be applied for all robots in a swarm. For further investigation and improvement of the system, an additional layer of optimisation on the hardware layout was implemented. The results from the optimisation suggested a new arrangement of the sensors with slight angular displacements on the developed board. The precision of bearing was significantly improved by optimising in both software level and re-arrangement of the sensors’ positions on the hardware layout. MDPI 2020-06-10 /pmc/articles/PMC7309109/ /pubmed/32532071 http://dx.doi.org/10.3390/s20113308 Text en © 2020 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Liu, Zheyu
West, Craig
Lennox, Barry
Arvin, Farshad
Local Bearing Estimation for a Swarm of Low-Cost Miniature Robots
title Local Bearing Estimation for a Swarm of Low-Cost Miniature Robots
title_full Local Bearing Estimation for a Swarm of Low-Cost Miniature Robots
title_fullStr Local Bearing Estimation for a Swarm of Low-Cost Miniature Robots
title_full_unstemmed Local Bearing Estimation for a Swarm of Low-Cost Miniature Robots
title_short Local Bearing Estimation for a Swarm of Low-Cost Miniature Robots
title_sort local bearing estimation for a swarm of low-cost miniature robots
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7309109/
https://www.ncbi.nlm.nih.gov/pubmed/32532071
http://dx.doi.org/10.3390/s20113308
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