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CARA: Connectivity-Aware Relay Algorithm for Multi-Robot Expeditions

The exploration of unknown environments is an essential application of multi-robot systems, particularly in critical missions, such as hazard detection and search and rescue. These missions share the need to reach full coverage of the explorable space in the shortest time possible. To minimize the c...

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Autores principales: Abu-Aisheh, Razanne, Bronzino, Francesco, Salaün, Lou, Watteyne, Thomas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9737801/
https://www.ncbi.nlm.nih.gov/pubmed/36501745
http://dx.doi.org/10.3390/s22239042
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author Abu-Aisheh, Razanne
Bronzino, Francesco
Salaün, Lou
Watteyne, Thomas
author_facet Abu-Aisheh, Razanne
Bronzino, Francesco
Salaün, Lou
Watteyne, Thomas
author_sort Abu-Aisheh, Razanne
collection PubMed
description The exploration of unknown environments is an essential application of multi-robot systems, particularly in critical missions, such as hazard detection and search and rescue. These missions share the need to reach full coverage of the explorable space in the shortest time possible. To minimize the completion time, robots in the fleet must be able to reliably exchange information about the environment with one another. One of the main methods to expand coverage is by placing relays. Existing relay-placement algorithms tend to either require prior knowledge of the environment, or they rely on maintaining specific distances between the relays and the rest of the robots. These approaches lack flexibility and adaptability to the environment. This paper introduces the “Connectivity-Aware Relay Algorithm” (CARA), a dynamic context-aware relay-placement algorithm that does not require any prior knowledge of the environment. We compare CARA against a state-of-the-art distance-based relay-placement algorithm. Our results demonstrate that CARA outperformed the state-of-the-art algorithm in terms of the time to completion by a factor of 10 as it placed, on average, half the number of relays.
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spelling pubmed-97378012022-12-11 CARA: Connectivity-Aware Relay Algorithm for Multi-Robot Expeditions Abu-Aisheh, Razanne Bronzino, Francesco Salaün, Lou Watteyne, Thomas Sensors (Basel) Article The exploration of unknown environments is an essential application of multi-robot systems, particularly in critical missions, such as hazard detection and search and rescue. These missions share the need to reach full coverage of the explorable space in the shortest time possible. To minimize the completion time, robots in the fleet must be able to reliably exchange information about the environment with one another. One of the main methods to expand coverage is by placing relays. Existing relay-placement algorithms tend to either require prior knowledge of the environment, or they rely on maintaining specific distances between the relays and the rest of the robots. These approaches lack flexibility and adaptability to the environment. This paper introduces the “Connectivity-Aware Relay Algorithm” (CARA), a dynamic context-aware relay-placement algorithm that does not require any prior knowledge of the environment. We compare CARA against a state-of-the-art distance-based relay-placement algorithm. Our results demonstrate that CARA outperformed the state-of-the-art algorithm in terms of the time to completion by a factor of 10 as it placed, on average, half the number of relays. MDPI 2022-11-22 /pmc/articles/PMC9737801/ /pubmed/36501745 http://dx.doi.org/10.3390/s22239042 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
Abu-Aisheh, Razanne
Bronzino, Francesco
Salaün, Lou
Watteyne, Thomas
CARA: Connectivity-Aware Relay Algorithm for Multi-Robot Expeditions
title CARA: Connectivity-Aware Relay Algorithm for Multi-Robot Expeditions
title_full CARA: Connectivity-Aware Relay Algorithm for Multi-Robot Expeditions
title_fullStr CARA: Connectivity-Aware Relay Algorithm for Multi-Robot Expeditions
title_full_unstemmed CARA: Connectivity-Aware Relay Algorithm for Multi-Robot Expeditions
title_short CARA: Connectivity-Aware Relay Algorithm for Multi-Robot Expeditions
title_sort cara: connectivity-aware relay algorithm for multi-robot expeditions
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9737801/
https://www.ncbi.nlm.nih.gov/pubmed/36501745
http://dx.doi.org/10.3390/s22239042
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AT watteynethomas caraconnectivityawarerelayalgorithmformultirobotexpeditions