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Kinematic model calibration of a collaborative redundant robot using a closed kinematic chain
In this paper, we propose a novel approach for the kinematic calibration of collaborative redundat robots, focusing on improving their precision using a cost-effective and efficient method. We exploit the redundancy of the closed-loop kinematic chain by utilizing a spherical joint, enabling precise...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10584847/ https://www.ncbi.nlm.nih.gov/pubmed/37853070 http://dx.doi.org/10.1038/s41598-023-45156-6 |
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author | Petrič, Tadej Žlajpah, Leon |
author_facet | Petrič, Tadej Žlajpah, Leon |
author_sort | Petrič, Tadej |
collection | PubMed |
description | In this paper, we propose a novel approach for the kinematic calibration of collaborative redundat robots, focusing on improving their precision using a cost-effective and efficient method. We exploit the redundancy of the closed-loop kinematic chain by utilizing a spherical joint, enabling precise definition of the robot end-effector position while maintaining free joint motion in the null space. Leveraging the availability of joint torque sensors in most collaborative robots, we employ a kinesthetic approach to obtain constrained joint motion for calibration. An optimization approach is utilized to determine the optimal kinematic parameters based on measured joint positions and a constrained end-effector position defined by the spherical joint. The effectiveness of the proposed method is demonstrated and validated on the Franka Emika Panda robot, a 7-DoF robot. Results indicate a significant enhancement in absolute accuracy, with comparable performance to more expensive sensor systems such as optical measurement systems. Our approach offers a practical and cost-effective solution for improving the precision of collaborative robots. |
format | Online Article Text |
id | pubmed-10584847 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-105848472023-10-20 Kinematic model calibration of a collaborative redundant robot using a closed kinematic chain Petrič, Tadej Žlajpah, Leon Sci Rep Article In this paper, we propose a novel approach for the kinematic calibration of collaborative redundat robots, focusing on improving their precision using a cost-effective and efficient method. We exploit the redundancy of the closed-loop kinematic chain by utilizing a spherical joint, enabling precise definition of the robot end-effector position while maintaining free joint motion in the null space. Leveraging the availability of joint torque sensors in most collaborative robots, we employ a kinesthetic approach to obtain constrained joint motion for calibration. An optimization approach is utilized to determine the optimal kinematic parameters based on measured joint positions and a constrained end-effector position defined by the spherical joint. The effectiveness of the proposed method is demonstrated and validated on the Franka Emika Panda robot, a 7-DoF robot. Results indicate a significant enhancement in absolute accuracy, with comparable performance to more expensive sensor systems such as optical measurement systems. Our approach offers a practical and cost-effective solution for improving the precision of collaborative robots. Nature Publishing Group UK 2023-10-18 /pmc/articles/PMC10584847/ /pubmed/37853070 http://dx.doi.org/10.1038/s41598-023-45156-6 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Petrič, Tadej Žlajpah, Leon Kinematic model calibration of a collaborative redundant robot using a closed kinematic chain |
title | Kinematic model calibration of a collaborative redundant robot using a closed kinematic chain |
title_full | Kinematic model calibration of a collaborative redundant robot using a closed kinematic chain |
title_fullStr | Kinematic model calibration of a collaborative redundant robot using a closed kinematic chain |
title_full_unstemmed | Kinematic model calibration of a collaborative redundant robot using a closed kinematic chain |
title_short | Kinematic model calibration of a collaborative redundant robot using a closed kinematic chain |
title_sort | kinematic model calibration of a collaborative redundant robot using a closed kinematic chain |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10584847/ https://www.ncbi.nlm.nih.gov/pubmed/37853070 http://dx.doi.org/10.1038/s41598-023-45156-6 |
work_keys_str_mv | AT petrictadej kinematicmodelcalibrationofacollaborativeredundantrobotusingaclosedkinematicchain AT zlajpahleon kinematicmodelcalibrationofacollaborativeredundantrobotusingaclosedkinematicchain |