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Synchronization-based control for a collaborative robot
This article introduces a new control scheme for controlling a robotic manipulator in a collaborative task, allowing it to respond proactively to its partner’s movements. Unlike conventional robotic systems, humans can operate in an unstructured, dynamic environment due to their ability to anticipat...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7813249/ https://www.ncbi.nlm.nih.gov/pubmed/33489276 http://dx.doi.org/10.1098/rsos.201267 |
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author | Eberle, Henry Nasuto, Slawomir J. Hayashi, Yoshikatsu |
author_facet | Eberle, Henry Nasuto, Slawomir J. Hayashi, Yoshikatsu |
author_sort | Eberle, Henry |
collection | PubMed |
description | This article introduces a new control scheme for controlling a robotic manipulator in a collaborative task, allowing it to respond proactively to its partner’s movements. Unlike conventional robotic systems, humans can operate in an unstructured, dynamic environment due to their ability to anticipate changes before they occur and react accordingly. Recreating this artificially by using a forward model would lead to the huge computational task of simulating a world full of complex nonlinear dynamics and autonomous human agents. In this study, a controller based on anticipating synchronization, where a ‘leader’ dynamical system is predicted by a coupled ‘follower’ with delayed self-feedback, is used to modify a robot’s dynamical behaviour to follow that of a series of leaky integrators and harmonic oscillators. This allows the robot (follower) to be coupled with a collaborative partner (leader) to anticipate its movements, without a complete model of its behaviour. This is tested by tasking a simulated Baxter robot with performing a collaborative manual coordination task with an autonomous partner under a range of feedback delay conditions, confirming its ability to anticipate using oscillators instead of a detailed forward model. |
format | Online Article Text |
id | pubmed-7813249 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | The Royal Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-78132492021-01-21 Synchronization-based control for a collaborative robot Eberle, Henry Nasuto, Slawomir J. Hayashi, Yoshikatsu R Soc Open Sci Engineering This article introduces a new control scheme for controlling a robotic manipulator in a collaborative task, allowing it to respond proactively to its partner’s movements. Unlike conventional robotic systems, humans can operate in an unstructured, dynamic environment due to their ability to anticipate changes before they occur and react accordingly. Recreating this artificially by using a forward model would lead to the huge computational task of simulating a world full of complex nonlinear dynamics and autonomous human agents. In this study, a controller based on anticipating synchronization, where a ‘leader’ dynamical system is predicted by a coupled ‘follower’ with delayed self-feedback, is used to modify a robot’s dynamical behaviour to follow that of a series of leaky integrators and harmonic oscillators. This allows the robot (follower) to be coupled with a collaborative partner (leader) to anticipate its movements, without a complete model of its behaviour. This is tested by tasking a simulated Baxter robot with performing a collaborative manual coordination task with an autonomous partner under a range of feedback delay conditions, confirming its ability to anticipate using oscillators instead of a detailed forward model. The Royal Society 2020-12-16 /pmc/articles/PMC7813249/ /pubmed/33489276 http://dx.doi.org/10.1098/rsos.201267 Text en © 2020 The Authors. http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/http://creativecommons.org/licenses/by/4.0/Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original author and source are credited. |
spellingShingle | Engineering Eberle, Henry Nasuto, Slawomir J. Hayashi, Yoshikatsu Synchronization-based control for a collaborative robot |
title | Synchronization-based control for a collaborative robot |
title_full | Synchronization-based control for a collaborative robot |
title_fullStr | Synchronization-based control for a collaborative robot |
title_full_unstemmed | Synchronization-based control for a collaborative robot |
title_short | Synchronization-based control for a collaborative robot |
title_sort | synchronization-based control for a collaborative robot |
topic | Engineering |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7813249/ https://www.ncbi.nlm.nih.gov/pubmed/33489276 http://dx.doi.org/10.1098/rsos.201267 |
work_keys_str_mv | AT eberlehenry synchronizationbasedcontrolforacollaborativerobot AT nasutoslawomirj synchronizationbasedcontrolforacollaborativerobot AT hayashiyoshikatsu synchronizationbasedcontrolforacollaborativerobot |