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...

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Bibliographic Details
Main Authors: Jochen Stüber, Claudio Zito, Rustam Stolkin
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-02-01
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.
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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