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A Critical Review of Communications in Multi-robot Systems
PURPOSE OF REVIEW: This review summarizes the broad roles that communication formats and technologies have played in enabling multi-robot systems. We approach this field from two perspectives: of robotic applications that need communication capabilities in order to accomplish tasks, and of networkin...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9666305/ https://www.ncbi.nlm.nih.gov/pubmed/36404913 http://dx.doi.org/10.1007/s43154-022-00090-9 |
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author | Gielis, Jennifer Shankar, Ajay Prorok, Amanda |
author_facet | Gielis, Jennifer Shankar, Ajay Prorok, Amanda |
author_sort | Gielis, Jennifer |
collection | PubMed |
description | PURPOSE OF REVIEW: This review summarizes the broad roles that communication formats and technologies have played in enabling multi-robot systems. We approach this field from two perspectives: of robotic applications that need communication capabilities in order to accomplish tasks, and of networking technologies that have enabled newer and more advanced multi-robot systems. RECENT FINDINGS: Through this review, we identify a dearth of work that holistically tackles the problem of co-design and co-optimization of robots and the networks they employ. We also highlight the role that data-driven and machine learning approaches play in evolving communication pipelines for multi-robot systems. In particular, we refer to recent work that diverges from hand-designed communication patterns, and also discuss the “sim-to-real” gap in this context. SUMMARY: We present a critical view of the way robotic algorithms and their networking systems have evolved, and make the case for a more synergistic approach. Finally, we also identify four broad Open Problems for research and development, while offering a data-driven perspective for solving some of them. |
format | Online Article Text |
id | pubmed-9666305 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-96663052022-11-17 A Critical Review of Communications in Multi-robot Systems Gielis, Jennifer Shankar, Ajay Prorok, Amanda Curr Robot Rep Group Robotics (M Gini and F Amigoni, Section Editors) PURPOSE OF REVIEW: This review summarizes the broad roles that communication formats and technologies have played in enabling multi-robot systems. We approach this field from two perspectives: of robotic applications that need communication capabilities in order to accomplish tasks, and of networking technologies that have enabled newer and more advanced multi-robot systems. RECENT FINDINGS: Through this review, we identify a dearth of work that holistically tackles the problem of co-design and co-optimization of robots and the networks they employ. We also highlight the role that data-driven and machine learning approaches play in evolving communication pipelines for multi-robot systems. In particular, we refer to recent work that diverges from hand-designed communication patterns, and also discuss the “sim-to-real” gap in this context. SUMMARY: We present a critical view of the way robotic algorithms and their networking systems have evolved, and make the case for a more synergistic approach. Finally, we also identify four broad Open Problems for research and development, while offering a data-driven perspective for solving some of them. Springer International Publishing 2022-08-22 2022 /pmc/articles/PMC9666305/ /pubmed/36404913 http://dx.doi.org/10.1007/s43154-022-00090-9 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Group Robotics (M Gini and F Amigoni, Section Editors) Gielis, Jennifer Shankar, Ajay Prorok, Amanda A Critical Review of Communications in Multi-robot Systems |
title | A Critical Review of Communications in Multi-robot Systems |
title_full | A Critical Review of Communications in Multi-robot Systems |
title_fullStr | A Critical Review of Communications in Multi-robot Systems |
title_full_unstemmed | A Critical Review of Communications in Multi-robot Systems |
title_short | A Critical Review of Communications in Multi-robot Systems |
title_sort | critical review of communications in multi-robot systems |
topic | Group Robotics (M Gini and F Amigoni, Section Editors) |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9666305/ https://www.ncbi.nlm.nih.gov/pubmed/36404913 http://dx.doi.org/10.1007/s43154-022-00090-9 |
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