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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...

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Autores principales: Sanchez, Jose, Mohy El Dine, Kamal, Corrales, Juan Antonio, Bouzgarrou, Belhassen-Chedli, Mezouar, Youcef
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
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.
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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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