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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...

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Detalles Bibliográficos
Autores principales: Arriola-Rios, Veronica E., Guler, Puren, Ficuciello, Fanny, Kragic, Danica, Siciliano, Bruno, Wyatt, Jeremy L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
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.
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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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