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A High-Certainty Visual Servo Control Method for a Space Manipulator with Flexible Joints
This paper introduces a novel high-certainty visual servo algorithm for a space manipulator with flexible joints, which consists of a kinematic motion planner and a Lyapunov dynamics model reference adaptive controller. To enhance kinematic certainty, a three-stage motion planner is proposed in Cart...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10422619/ https://www.ncbi.nlm.nih.gov/pubmed/37571464 http://dx.doi.org/10.3390/s23156679 |
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author | Yang, Tao Xu, Fang Zhao, Shoujun Li, Tongtong Yang, Zelin Wang, Yanbo Liu, Yuwang |
author_facet | Yang, Tao Xu, Fang Zhao, Shoujun Li, Tongtong Yang, Zelin Wang, Yanbo Liu, Yuwang |
author_sort | Yang, Tao |
collection | PubMed |
description | This paper introduces a novel high-certainty visual servo algorithm for a space manipulator with flexible joints, which consists of a kinematic motion planner and a Lyapunov dynamics model reference adaptive controller. To enhance kinematic certainty, a three-stage motion planner is proposed in Cartesian space to control the intermediate states and minimize the relative position error between the manipulator and the target. Moreover, a planner in joint space based on the fast gradient descent algorithm is proposed to optimize the joint’s deviation from the centrality. To improve dynamic certainty, an adaptive control algorithm based on Lyapunov stability analysis is used to enhance the system’s anti-disturbance capability. As to the basic PBVS (position-based visual servo methods) algorithm, the proposed method aims to increase the certainty of the intermediate states to avoid collision. A physical experiment is designed to validate the effectiveness of the algorithm. The experiment shows that the visual servo motion state in Cartesian space is basically consistent with the planned three-stage motion state, the average joint deviation index from the centrality is less than 40%, and the motion trajectory consistency exceeds 90% under different inertial load disturbances. Overall, this method reduces the risk of collision by enhancing the certainty of the basic PBVS algorithm. |
format | Online Article Text |
id | pubmed-10422619 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-104226192023-08-13 A High-Certainty Visual Servo Control Method for a Space Manipulator with Flexible Joints Yang, Tao Xu, Fang Zhao, Shoujun Li, Tongtong Yang, Zelin Wang, Yanbo Liu, Yuwang Sensors (Basel) Article This paper introduces a novel high-certainty visual servo algorithm for a space manipulator with flexible joints, which consists of a kinematic motion planner and a Lyapunov dynamics model reference adaptive controller. To enhance kinematic certainty, a three-stage motion planner is proposed in Cartesian space to control the intermediate states and minimize the relative position error between the manipulator and the target. Moreover, a planner in joint space based on the fast gradient descent algorithm is proposed to optimize the joint’s deviation from the centrality. To improve dynamic certainty, an adaptive control algorithm based on Lyapunov stability analysis is used to enhance the system’s anti-disturbance capability. As to the basic PBVS (position-based visual servo methods) algorithm, the proposed method aims to increase the certainty of the intermediate states to avoid collision. A physical experiment is designed to validate the effectiveness of the algorithm. The experiment shows that the visual servo motion state in Cartesian space is basically consistent with the planned three-stage motion state, the average joint deviation index from the centrality is less than 40%, and the motion trajectory consistency exceeds 90% under different inertial load disturbances. Overall, this method reduces the risk of collision by enhancing the certainty of the basic PBVS algorithm. MDPI 2023-07-26 /pmc/articles/PMC10422619/ /pubmed/37571464 http://dx.doi.org/10.3390/s23156679 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Yang, Tao Xu, Fang Zhao, Shoujun Li, Tongtong Yang, Zelin Wang, Yanbo Liu, Yuwang A High-Certainty Visual Servo Control Method for a Space Manipulator with Flexible Joints |
title | A High-Certainty Visual Servo Control Method for a Space Manipulator with Flexible Joints |
title_full | A High-Certainty Visual Servo Control Method for a Space Manipulator with Flexible Joints |
title_fullStr | A High-Certainty Visual Servo Control Method for a Space Manipulator with Flexible Joints |
title_full_unstemmed | A High-Certainty Visual Servo Control Method for a Space Manipulator with Flexible Joints |
title_short | A High-Certainty Visual Servo Control Method for a Space Manipulator with Flexible Joints |
title_sort | high-certainty visual servo control method for a space manipulator with flexible joints |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10422619/ https://www.ncbi.nlm.nih.gov/pubmed/37571464 http://dx.doi.org/10.3390/s23156679 |
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