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Modeling of Deformable Objects for Robotic Manipulation: A Tutorial and Review
Manipulation of deformable objects has given rise to an important set of open problems in the field of robotics. Application areas include robotic surgery, household robotics, manufacturing, logistics, and agriculture, to name a few. Related research problems span modeling and estimation of an objec...
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/PMC7805872/ https://www.ncbi.nlm.nih.gov/pubmed/33501249 http://dx.doi.org/10.3389/frobt.2020.00082 |
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author | Arriola-Rios, Veronica E. Guler, Puren Ficuciello, Fanny Kragic, Danica Siciliano, Bruno Wyatt, Jeremy L. |
author_facet | Arriola-Rios, Veronica E. Guler, Puren Ficuciello, Fanny Kragic, Danica Siciliano, Bruno Wyatt, Jeremy L. |
author_sort | Arriola-Rios, Veronica E. |
collection | PubMed |
description | Manipulation of deformable objects has given rise to an important set of open problems in the field of robotics. Application areas include robotic surgery, household robotics, manufacturing, logistics, and agriculture, to name a few. Related research problems span modeling and estimation of an object's shape, estimation of an object's material properties, such as elasticity and plasticity, object tracking and state estimation during manipulation, and manipulation planning and control. In this survey article, we start by providing a tutorial on foundational aspects of models of shape and shape dynamics. We then use this as the basis for a review of existing work on learning and estimation of these models and on motion planning and control to achieve desired deformations. We also discuss potential future lines of work. |
format | Online Article Text |
id | pubmed-7805872 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-78058722021-01-25 Modeling of Deformable Objects for Robotic Manipulation: A Tutorial and Review Arriola-Rios, Veronica E. Guler, Puren Ficuciello, Fanny Kragic, Danica Siciliano, Bruno Wyatt, Jeremy L. Front Robot AI Robotics and AI Manipulation of deformable objects has given rise to an important set of open problems in the field of robotics. Application areas include robotic surgery, household robotics, manufacturing, logistics, and agriculture, to name a few. Related research problems span modeling and estimation of an object's shape, estimation of an object's material properties, such as elasticity and plasticity, object tracking and state estimation during manipulation, and manipulation planning and control. In this survey article, we start by providing a tutorial on foundational aspects of models of shape and shape dynamics. We then use this as the basis for a review of existing work on learning and estimation of these models and on motion planning and control to achieve desired deformations. We also discuss potential future lines of work. Frontiers Media S.A. 2020-09-17 /pmc/articles/PMC7805872/ /pubmed/33501249 http://dx.doi.org/10.3389/frobt.2020.00082 Text en Copyright © 2020 Arriola-Rios, Guler, Ficuciello, Kragic, Siciliano and Wyatt. 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 Arriola-Rios, Veronica E. Guler, Puren Ficuciello, Fanny Kragic, Danica Siciliano, Bruno Wyatt, Jeremy L. Modeling of Deformable Objects for Robotic Manipulation: A Tutorial and Review |
title | Modeling of Deformable Objects for Robotic Manipulation: A Tutorial and Review |
title_full | Modeling of Deformable Objects for Robotic Manipulation: A Tutorial and Review |
title_fullStr | Modeling of Deformable Objects for Robotic Manipulation: A Tutorial and Review |
title_full_unstemmed | Modeling of Deformable Objects for Robotic Manipulation: A Tutorial and Review |
title_short | Modeling of Deformable Objects for Robotic Manipulation: A Tutorial and Review |
title_sort | modeling of deformable objects for robotic manipulation: a tutorial and review |
topic | Robotics and AI |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7805872/ https://www.ncbi.nlm.nih.gov/pubmed/33501249 http://dx.doi.org/10.3389/frobt.2020.00082 |
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