Let's Push Things Forward: A Survey on Robot Pushing

05/13/2019
by   Jochen Stüber, et al.
0

As robot 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.

READ FULL TEXT

page 1

page 11

page 13

page 15

research
11/03/2019

Learning to Scaffold the Development of Robotic Manipulation Skills

Learning contact-rich, robotic manipulation skills is a challenging prob...
research
05/09/2019

Feature-Based Transfer Learning for Robotic Push Manipulation

This paper presents a data-efficient approach to learning transferable f...
research
11/11/2019

Estimation and Exploitation of Objects' Inertial Parameters in Robotic Grasping and Manipulation: A Survey

Inertial parameters characterise an object's motion under applied forces...
research
05/30/2021

Contact Mode Guided Motion Planning for Dexterous Manipulation

Within the field of robotic manipulation, a central goal is to replicate...
research
07/29/2020

Learning Transferable Push Manipulation Skills in Novel Contexts

This paper is concerned with learning transferable forward models for pu...
research
07/06/2019

A Review of Robot Learning for Manipulation: Challenges, Representations, and Algorithms

A key challenge in intelligent robotics is creating robots that are capa...

Please sign up or login with your details

Forgot password? Click here to reset