Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Stüber, Jochen, Zito, Claudio, Stolkin, Rustam
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
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
_version_ 1783636386706882560
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
work_keys_str_mv AT stuberjochen letspushthingsforwardasurveyonrobotpushing
AT zitoclaudio letspushthingsforwardasurveyonrobotpushing
AT stolkinrustam letspushthingsforwardasurveyonrobotpushing