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Information Distribution in Multi-Robot Systems: Utility-Based Evaluation Model †

This work addresses the problem of information distribution in multi-robot systems, with an emphasis on multi-UAV (unmanned aerial vehicle) applications. We present an analytical model that helps evaluate and compare different information distribution schemes in a robotic mission. It serves as a uni...

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Detalles Bibliográficos
Autores principales: Barciś, Michał, Barciś, Agata, Hellwagner, Hermann
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7038497/
https://www.ncbi.nlm.nih.gov/pubmed/32012915
http://dx.doi.org/10.3390/s20030710
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author Barciś, Michał
Barciś, Agata
Hellwagner, Hermann
author_facet Barciś, Michał
Barciś, Agata
Hellwagner, Hermann
author_sort Barciś, Michał
collection PubMed
description This work addresses the problem of information distribution in multi-robot systems, with an emphasis on multi-UAV (unmanned aerial vehicle) applications. We present an analytical model that helps evaluate and compare different information distribution schemes in a robotic mission. It serves as a unified framework to represent the usefulness (utility) of each message exchanged by the robots. It can be used either on its own in order to assess the information distribution efficacy or as a building block of solutions aimed at optimizing information distribution. Moreover, we present multiple examples of instantiating the model for specific missions. They illustrate various approaches to defining the utility of different information types. Finally, we introduce a proof of concept showing the applicability of the model in a robotic system by implementing it in Robot Operating System 2 (ROS 2) and performing a simple simulated mission using a network emulator. We believe the introduced model can serve as a basis for further research on generic solutions for assessing or optimizing information distribution.
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spelling pubmed-70384972020-03-09 Information Distribution in Multi-Robot Systems: Utility-Based Evaluation Model † Barciś, Michał Barciś, Agata Hellwagner, Hermann Sensors (Basel) Article This work addresses the problem of information distribution in multi-robot systems, with an emphasis on multi-UAV (unmanned aerial vehicle) applications. We present an analytical model that helps evaluate and compare different information distribution schemes in a robotic mission. It serves as a unified framework to represent the usefulness (utility) of each message exchanged by the robots. It can be used either on its own in order to assess the information distribution efficacy or as a building block of solutions aimed at optimizing information distribution. Moreover, we present multiple examples of instantiating the model for specific missions. They illustrate various approaches to defining the utility of different information types. Finally, we introduce a proof of concept showing the applicability of the model in a robotic system by implementing it in Robot Operating System 2 (ROS 2) and performing a simple simulated mission using a network emulator. We believe the introduced model can serve as a basis for further research on generic solutions for assessing or optimizing information distribution. MDPI 2020-01-28 /pmc/articles/PMC7038497/ /pubmed/32012915 http://dx.doi.org/10.3390/s20030710 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
Barciś, Michał
Barciś, Agata
Hellwagner, Hermann
Information Distribution in Multi-Robot Systems: Utility-Based Evaluation Model †
title Information Distribution in Multi-Robot Systems: Utility-Based Evaluation Model †
title_full Information Distribution in Multi-Robot Systems: Utility-Based Evaluation Model †
title_fullStr Information Distribution in Multi-Robot Systems: Utility-Based Evaluation Model †
title_full_unstemmed Information Distribution in Multi-Robot Systems: Utility-Based Evaluation Model †
title_short Information Distribution in Multi-Robot Systems: Utility-Based Evaluation Model †
title_sort information distribution in multi-robot systems: utility-based evaluation model †
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7038497/
https://www.ncbi.nlm.nih.gov/pubmed/32012915
http://dx.doi.org/10.3390/s20030710
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