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...
Main Authors: | , , |
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Format: | Article |
Language: | English |
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Frontiers Media S.A.
2020-02-01
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Series: | Frontiers in Robotics and AI |
Subjects: | |
Online Access: | https://www.frontiersin.org/article/10.3389/frobt.2020.00008/full |
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author | Jochen Stüber Claudio Zito Rustam Stolkin |
author_facet | Jochen Stüber Claudio Zito Rustam Stolkin |
author_sort | Jochen Stüber |
collection | DOAJ |
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. |
first_indexed | 2024-12-23T10:20:50Z |
format | Article |
id | doaj.art-753d6636a0df4c4485357c159de333ce |
institution | Directory Open Access Journal |
issn | 2296-9144 |
language | English |
last_indexed | 2024-12-23T10:20:50Z |
publishDate | 2020-02-01 |
publisher | Frontiers Media S.A. |
record_format | Article |
series | Frontiers in Robotics and AI |
spelling | doaj.art-753d6636a0df4c4485357c159de333ce2022-12-21T17:50:41ZengFrontiers Media S.A.Frontiers in Robotics and AI2296-91442020-02-01710.3389/frobt.2020.00008456522Let's Push Things Forward: A Survey on Robot PushingJochen Stüber0Claudio Zito1Rustam Stolkin2IRLab, School of Computer Science, University of Birmingham, Birmingham, United KingdomExtreme Robotics Lab (ERL), University of Birmingham, Birmingham, United KingdomExtreme Robotics Lab (ERL), University of Birmingham, Birmingham, United KingdomAs 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.https://www.frontiersin.org/article/10.3389/frobt.2020.00008/fullroboticspushingmanipulationforward modelsmotion prediction |
spellingShingle | Jochen Stüber Claudio Zito Rustam Stolkin Let's Push Things Forward: A Survey on Robot Pushing Frontiers in Robotics and AI robotics pushing manipulation forward models motion prediction |
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 pushing manipulation forward models motion prediction |
url | https://www.frontiersin.org/article/10.3389/frobt.2020.00008/full |
work_keys_str_mv | AT jochenstuber letspushthingsforwardasurveyonrobotpushing AT claudiozito letspushthingsforwardasurveyonrobotpushing AT rustamstolkin letspushthingsforwardasurveyonrobotpushing |