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A Cooperative Shared Control Scheme Based on Intention Recognition for Flexible Assembly Manufacturing
Human–robot collaboration (HRC) has been widely utilized in industrial manufacturing and requires a human to cooperate with a robot at the same workspace. However, as HRC focuses on workspace sharing along with independent work, it is not a real collaboration between a human and a robot and, thus, c...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8967170/ https://www.ncbi.nlm.nih.gov/pubmed/35370590 http://dx.doi.org/10.3389/fnbot.2022.850211 |
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author | Zhou, Guangbing Luo, Jing Xu, Shugong Zhang, Shunqing |
author_facet | Zhou, Guangbing Luo, Jing Xu, Shugong Zhang, Shunqing |
author_sort | Zhou, Guangbing |
collection | PubMed |
description | Human–robot collaboration (HRC) has been widely utilized in industrial manufacturing and requires a human to cooperate with a robot at the same workspace. However, as HRC focuses on workspace sharing along with independent work, it is not a real collaboration between a human and a robot and, thus, cannot guarantee a smooth cooperation and synchronous operation. To this end, a cooperative shared control scheme based on intention recognition is proposed in this study by sharing workspace and time. In the proposed method, a classification algorithm based on three-dimensional (3D) point cloud is utilized to recognize the human operation intention. Then, the robot can select a suitable tool to match the human's operation. A robot motion control algorithm is developed to detect the obstacles in the HRC process. A cooperative control strategy is introduced to achieve synchronous operation. A simple assembly task is also performed to demonstrate the proposed scheme's effectiveness. The proposed HRC method with shared control can be extended to more complicated and delicate flexible tasks in assembly manufacturing. |
format | Online Article Text |
id | pubmed-8967170 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-89671702022-03-31 A Cooperative Shared Control Scheme Based on Intention Recognition for Flexible Assembly Manufacturing Zhou, Guangbing Luo, Jing Xu, Shugong Zhang, Shunqing Front Neurorobot Neuroscience Human–robot collaboration (HRC) has been widely utilized in industrial manufacturing and requires a human to cooperate with a robot at the same workspace. However, as HRC focuses on workspace sharing along with independent work, it is not a real collaboration between a human and a robot and, thus, cannot guarantee a smooth cooperation and synchronous operation. To this end, a cooperative shared control scheme based on intention recognition is proposed in this study by sharing workspace and time. In the proposed method, a classification algorithm based on three-dimensional (3D) point cloud is utilized to recognize the human operation intention. Then, the robot can select a suitable tool to match the human's operation. A robot motion control algorithm is developed to detect the obstacles in the HRC process. A cooperative control strategy is introduced to achieve synchronous operation. A simple assembly task is also performed to demonstrate the proposed scheme's effectiveness. The proposed HRC method with shared control can be extended to more complicated and delicate flexible tasks in assembly manufacturing. Frontiers Media S.A. 2022-03-16 /pmc/articles/PMC8967170/ /pubmed/35370590 http://dx.doi.org/10.3389/fnbot.2022.850211 Text en Copyright © 2022 Zhou, Luo, Xu and Zhang. https://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 | Neuroscience Zhou, Guangbing Luo, Jing Xu, Shugong Zhang, Shunqing A Cooperative Shared Control Scheme Based on Intention Recognition for Flexible Assembly Manufacturing |
title | A Cooperative Shared Control Scheme Based on Intention Recognition for Flexible Assembly Manufacturing |
title_full | A Cooperative Shared Control Scheme Based on Intention Recognition for Flexible Assembly Manufacturing |
title_fullStr | A Cooperative Shared Control Scheme Based on Intention Recognition for Flexible Assembly Manufacturing |
title_full_unstemmed | A Cooperative Shared Control Scheme Based on Intention Recognition for Flexible Assembly Manufacturing |
title_short | A Cooperative Shared Control Scheme Based on Intention Recognition for Flexible Assembly Manufacturing |
title_sort | cooperative shared control scheme based on intention recognition for flexible assembly manufacturing |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8967170/ https://www.ncbi.nlm.nih.gov/pubmed/35370590 http://dx.doi.org/10.3389/fnbot.2022.850211 |
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