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Let's Push Things Forward: A Survey on Robot Pushing
As robots make their way out of factories into human environments, outer space, and beyond, they require the skill to manipulate their environment in multifarious, unforeseeable circumstances. With this regard, pushing is an essential motion primitive that dramatically extends a robot's manipul...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7805815/ https://www.ncbi.nlm.nih.gov/pubmed/33501177 http://dx.doi.org/10.3389/frobt.2020.00008 |
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author | Stüber, Jochen Zito, Claudio Stolkin, Rustam |
author_facet | Stüber, Jochen Zito, Claudio Stolkin, Rustam |
author_sort | Stüber, Jochen |
collection | PubMed |
description | As robots make their way out of factories into human environments, outer space, and beyond, they require the skill to manipulate their environment in multifarious, unforeseeable circumstances. With this regard, pushing is an essential motion primitive that dramatically extends a robot's manipulation repertoire. In this work, we review the robotic pushing literature. While focusing on work concerned with predicting the motion of pushed objects, we also cover relevant applications of pushing for planning and control. Beginning with analytical approaches, under which we also subsume physics engines, we then proceed to discuss work on learning models from data. In doing so, we dedicate a separate section to deep learning approaches which have seen a recent upsurge in the literature. Concluding remarks and further research perspectives are given at the end of the paper. |
format | Online Article Text |
id | pubmed-7805815 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-78058152021-01-25 Let's Push Things Forward: A Survey on Robot Pushing Stüber, Jochen Zito, Claudio Stolkin, Rustam Front Robot AI Robotics and AI As robots make their way out of factories into human environments, outer space, and beyond, they require the skill to manipulate their environment in multifarious, unforeseeable circumstances. With this regard, pushing is an essential motion primitive that dramatically extends a robot's manipulation repertoire. In this work, we review the robotic pushing literature. While focusing on work concerned with predicting the motion of pushed objects, we also cover relevant applications of pushing for planning and control. Beginning with analytical approaches, under which we also subsume physics engines, we then proceed to discuss work on learning models from data. In doing so, we dedicate a separate section to deep learning approaches which have seen a recent upsurge in the literature. Concluding remarks and further research perspectives are given at the end of the paper. Frontiers Media S.A. 2020-02-06 /pmc/articles/PMC7805815/ /pubmed/33501177 http://dx.doi.org/10.3389/frobt.2020.00008 Text en Copyright © 2020 Stüber, Zito and Stolkin. http://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 Stüber, Jochen Zito, Claudio Stolkin, Rustam Let's Push Things Forward: A Survey on Robot Pushing |
title | Let's Push Things Forward: A Survey on Robot Pushing |
title_full | Let's Push Things Forward: A Survey on Robot Pushing |
title_fullStr | Let's Push Things Forward: A Survey on Robot Pushing |
title_full_unstemmed | Let's Push Things Forward: A Survey on Robot Pushing |
title_short | Let's Push Things Forward: A Survey on Robot Pushing |
title_sort | let's push things forward: a survey on robot pushing |
topic | Robotics and AI |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7805815/ https://www.ncbi.nlm.nih.gov/pubmed/33501177 http://dx.doi.org/10.3389/frobt.2020.00008 |
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