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On the Design of Social Robots Using Sheaf Theory and Smart Contracts
The incorporation of robots in the social fabric of our society has taken giant leaps, enabled by advances in artificial intelligence and big data. As these robots become increasingly adept at parsing through enormous datasets and making decisions where humans fall short, a significant challenge lie...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8416482/ https://www.ncbi.nlm.nih.gov/pubmed/34490353 http://dx.doi.org/10.3389/frobt.2021.559380 |
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author | Murimi, Renita |
author_facet | Murimi, Renita |
author_sort | Murimi, Renita |
collection | PubMed |
description | The incorporation of robots in the social fabric of our society has taken giant leaps, enabled by advances in artificial intelligence and big data. As these robots become increasingly adept at parsing through enormous datasets and making decisions where humans fall short, a significant challenge lies in the analysis of robot behavior. Capturing interactions between robots, humans and IoT devices in traditional structures such as graphs poses challenges in the storage and analysis of large data sets in dense graphs generated by frequent activities. This paper proposes a framework that uses the blockchain for the storage of robotic interactions, and the use of sheaf theory for analysis of these interactions. Applications of our framework for social robots and swarm robots incorporating imperfect information and irrationality on the blockchain sheaf are proposed. This work shows the application of such a framework for various blockchain applications on the spectrum of human-robot interaction, and identifies key challenges that arise as a result of using the blockchain for robotic applications. |
format | Online Article Text |
id | pubmed-8416482 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-84164822021-09-05 On the Design of Social Robots Using Sheaf Theory and Smart Contracts Murimi, Renita Front Robot AI Robotics and AI The incorporation of robots in the social fabric of our society has taken giant leaps, enabled by advances in artificial intelligence and big data. As these robots become increasingly adept at parsing through enormous datasets and making decisions where humans fall short, a significant challenge lies in the analysis of robot behavior. Capturing interactions between robots, humans and IoT devices in traditional structures such as graphs poses challenges in the storage and analysis of large data sets in dense graphs generated by frequent activities. This paper proposes a framework that uses the blockchain for the storage of robotic interactions, and the use of sheaf theory for analysis of these interactions. Applications of our framework for social robots and swarm robots incorporating imperfect information and irrationality on the blockchain sheaf are proposed. This work shows the application of such a framework for various blockchain applications on the spectrum of human-robot interaction, and identifies key challenges that arise as a result of using the blockchain for robotic applications. Frontiers Media S.A. 2021-08-18 /pmc/articles/PMC8416482/ /pubmed/34490353 http://dx.doi.org/10.3389/frobt.2021.559380 Text en Copyright © 2021 Murimi. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Robotics and AI Murimi, Renita On the Design of Social Robots Using Sheaf Theory and Smart Contracts |
title | On the Design of Social Robots Using Sheaf Theory and Smart Contracts |
title_full | On the Design of Social Robots Using Sheaf Theory and Smart Contracts |
title_fullStr | On the Design of Social Robots Using Sheaf Theory and Smart Contracts |
title_full_unstemmed | On the Design of Social Robots Using Sheaf Theory and Smart Contracts |
title_short | On the Design of Social Robots Using Sheaf Theory and Smart Contracts |
title_sort | on the design of social robots using sheaf theory and smart contracts |
topic | Robotics and AI |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8416482/ https://www.ncbi.nlm.nih.gov/pubmed/34490353 http://dx.doi.org/10.3389/frobt.2021.559380 |
work_keys_str_mv | AT murimirenita onthedesignofsocialrobotsusingsheaftheoryandsmartcontracts |