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A blockchain-based information market to incentivise cooperation in swarms of self-interested robots

Robot swarms are generally considered to be composed of cooperative agents that, despite their limited individual capabilities, can perform difficult tasks by working together. However, in open swarms, where different robots can be added to the swarm by different parties with potentially competing i...

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Autores principales: Van Calck, Ludéric, Pacheco, Alexandre, Strobel, Volker, Dorigo, Marco, Reina, Andreagiovanni
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10663462/
https://www.ncbi.nlm.nih.gov/pubmed/37990126
http://dx.doi.org/10.1038/s41598-023-46238-1
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author Van Calck, Ludéric
Pacheco, Alexandre
Strobel, Volker
Dorigo, Marco
Reina, Andreagiovanni
author_facet Van Calck, Ludéric
Pacheco, Alexandre
Strobel, Volker
Dorigo, Marco
Reina, Andreagiovanni
author_sort Van Calck, Ludéric
collection PubMed
description Robot swarms are generally considered to be composed of cooperative agents that, despite their limited individual capabilities, can perform difficult tasks by working together. However, in open swarms, where different robots can be added to the swarm by different parties with potentially competing interests, cooperation is but one of many strategies. We envision an information market where robots can buy and sell information through transactions stored on a distributed blockchain, and where cooperation is encouraged by the economy itself. As a proof of concept, we study a classical foraging task, where exchanging information with other robots is paramount to accomplish the task efficiently. We illustrate that even a single robot that lies to others—a so-called Byzantine robot—can heavily disrupt the swarm. Hence, we devise two protection mechanisms. Through an individual-level protection mechanism, robots are more sceptical about others’ information and can detect and discard Byzantine information, at the cost of lower efficiency. Through a systemic protection mechanism based on economic rules regulating robot interactions, robots that sell honest information acquire over time more wealth than Byzantines selling false information. Our simulations show that a well-designed robot economy penalises misinformation spreading and protects the swarm from Byzantine behaviour. We believe economics-inspired swarm robotics is a promising research direction that exploits the timely opportunity for decentralised economies offered by blockchain technology.
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spelling pubmed-106634622023-11-21 A blockchain-based information market to incentivise cooperation in swarms of self-interested robots Van Calck, Ludéric Pacheco, Alexandre Strobel, Volker Dorigo, Marco Reina, Andreagiovanni Sci Rep Article Robot swarms are generally considered to be composed of cooperative agents that, despite their limited individual capabilities, can perform difficult tasks by working together. However, in open swarms, where different robots can be added to the swarm by different parties with potentially competing interests, cooperation is but one of many strategies. We envision an information market where robots can buy and sell information through transactions stored on a distributed blockchain, and where cooperation is encouraged by the economy itself. As a proof of concept, we study a classical foraging task, where exchanging information with other robots is paramount to accomplish the task efficiently. We illustrate that even a single robot that lies to others—a so-called Byzantine robot—can heavily disrupt the swarm. Hence, we devise two protection mechanisms. Through an individual-level protection mechanism, robots are more sceptical about others’ information and can detect and discard Byzantine information, at the cost of lower efficiency. Through a systemic protection mechanism based on economic rules regulating robot interactions, robots that sell honest information acquire over time more wealth than Byzantines selling false information. Our simulations show that a well-designed robot economy penalises misinformation spreading and protects the swarm from Byzantine behaviour. We believe economics-inspired swarm robotics is a promising research direction that exploits the timely opportunity for decentralised economies offered by blockchain technology. Nature Publishing Group UK 2023-11-21 /pmc/articles/PMC10663462/ /pubmed/37990126 http://dx.doi.org/10.1038/s41598-023-46238-1 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This 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 Article
Van Calck, Ludéric
Pacheco, Alexandre
Strobel, Volker
Dorigo, Marco
Reina, Andreagiovanni
A blockchain-based information market to incentivise cooperation in swarms of self-interested robots
title A blockchain-based information market to incentivise cooperation in swarms of self-interested robots
title_full A blockchain-based information market to incentivise cooperation in swarms of self-interested robots
title_fullStr A blockchain-based information market to incentivise cooperation in swarms of self-interested robots
title_full_unstemmed A blockchain-based information market to incentivise cooperation in swarms of self-interested robots
title_short A blockchain-based information market to incentivise cooperation in swarms of self-interested robots
title_sort blockchain-based information market to incentivise cooperation in swarms of self-interested robots
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10663462/
https://www.ncbi.nlm.nih.gov/pubmed/37990126
http://dx.doi.org/10.1038/s41598-023-46238-1
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