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Blind Manipulation of Deformable Objects Based on Force Sensing and Finite Element Modeling
In this paper, we present a novel pipeline to simultaneously estimate and manipulate the deformation of an object using only force sensing and an FEM model. The pipeline is composed of a sensor model, a deformation model and a pose controller. The sensor model computes the contact forces that are us...
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/PMC7805691/ https://www.ncbi.nlm.nih.gov/pubmed/33501240 http://dx.doi.org/10.3389/frobt.2020.00073 |
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author | Sanchez, Jose Mohy El Dine, Kamal Corrales, Juan Antonio Bouzgarrou, Belhassen-Chedli Mezouar, Youcef |
author_facet | Sanchez, Jose Mohy El Dine, Kamal Corrales, Juan Antonio Bouzgarrou, Belhassen-Chedli Mezouar, Youcef |
author_sort | Sanchez, Jose |
collection | PubMed |
description | In this paper, we present a novel pipeline to simultaneously estimate and manipulate the deformation of an object using only force sensing and an FEM model. The pipeline is composed of a sensor model, a deformation model and a pose controller. The sensor model computes the contact forces that are used as input to the deformation model which updates the volumetric mesh of a manipulated object. The controller then deforms the object such that a given pose on the mesh reaches a desired pose. The proposed approach is thoroughly evaluated in real experiments using a robot manipulator and a force-torque sensor to show its accuracy in estimating and manipulating deformations without the use of vision sensors. |
format | Online Article Text |
id | pubmed-7805691 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-78056912021-01-25 Blind Manipulation of Deformable Objects Based on Force Sensing and Finite Element Modeling Sanchez, Jose Mohy El Dine, Kamal Corrales, Juan Antonio Bouzgarrou, Belhassen-Chedli Mezouar, Youcef Front Robot AI Robotics and AI In this paper, we present a novel pipeline to simultaneously estimate and manipulate the deformation of an object using only force sensing and an FEM model. The pipeline is composed of a sensor model, a deformation model and a pose controller. The sensor model computes the contact forces that are used as input to the deformation model which updates the volumetric mesh of a manipulated object. The controller then deforms the object such that a given pose on the mesh reaches a desired pose. The proposed approach is thoroughly evaluated in real experiments using a robot manipulator and a force-torque sensor to show its accuracy in estimating and manipulating deformations without the use of vision sensors. Frontiers Media S.A. 2020-06-09 /pmc/articles/PMC7805691/ /pubmed/33501240 http://dx.doi.org/10.3389/frobt.2020.00073 Text en Copyright © 2020 Sanchez, Mohy El Dine, Corrales, Bouzgarrou and Mezouar. 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 Sanchez, Jose Mohy El Dine, Kamal Corrales, Juan Antonio Bouzgarrou, Belhassen-Chedli Mezouar, Youcef Blind Manipulation of Deformable Objects Based on Force Sensing and Finite Element Modeling |
title | Blind Manipulation of Deformable Objects Based on Force Sensing and Finite Element Modeling |
title_full | Blind Manipulation of Deformable Objects Based on Force Sensing and Finite Element Modeling |
title_fullStr | Blind Manipulation of Deformable Objects Based on Force Sensing and Finite Element Modeling |
title_full_unstemmed | Blind Manipulation of Deformable Objects Based on Force Sensing and Finite Element Modeling |
title_short | Blind Manipulation of Deformable Objects Based on Force Sensing and Finite Element Modeling |
title_sort | blind manipulation of deformable objects based on force sensing and finite element modeling |
topic | Robotics and AI |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7805691/ https://www.ncbi.nlm.nih.gov/pubmed/33501240 http://dx.doi.org/10.3389/frobt.2020.00073 |
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