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Dynamic parameter identification and adaptive control with trajectory scaling for robot-environment interaction
To improve the force/position control performance of robots in contact with the environment, this paper proposes a control scheme comprising dynamic parameter identification, trajectory scaling, and computed-torque control based on adaptive parameter estimation. Based on the Newton–Euler method, the...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10343087/ https://www.ncbi.nlm.nih.gov/pubmed/37440501 http://dx.doi.org/10.1371/journal.pone.0287484 |
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author | Song, Ke Hu, Heyu |
author_facet | Song, Ke Hu, Heyu |
author_sort | Song, Ke |
collection | PubMed |
description | To improve the force/position control performance of robots in contact with the environment, this paper proposes a control scheme comprising dynamic parameter identification, trajectory scaling, and computed-torque control based on adaptive parameter estimation. Based on the Newton–Euler method, the dynamic equation and its regression matrix is obtained, which is helpful to reduce the order of the model. Subsequently, the least-square method is implemented to calculate the values of the basic parameters of the dynamics. The identified dynamic parameters are used as initial values in the adaptive parameter estimation to obtain the torque, and trajectory scaling is applied to control the contact force between the robot and the environment. Finally, the dynamic parameter identification method and control algorithm are verified by conducting a simulation. The results show that the comprehensive application can help improve the control performance of robots. |
format | Online Article Text |
id | pubmed-10343087 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-103430872023-07-14 Dynamic parameter identification and adaptive control with trajectory scaling for robot-environment interaction Song, Ke Hu, Heyu PLoS One Research Article To improve the force/position control performance of robots in contact with the environment, this paper proposes a control scheme comprising dynamic parameter identification, trajectory scaling, and computed-torque control based on adaptive parameter estimation. Based on the Newton–Euler method, the dynamic equation and its regression matrix is obtained, which is helpful to reduce the order of the model. Subsequently, the least-square method is implemented to calculate the values of the basic parameters of the dynamics. The identified dynamic parameters are used as initial values in the adaptive parameter estimation to obtain the torque, and trajectory scaling is applied to control the contact force between the robot and the environment. Finally, the dynamic parameter identification method and control algorithm are verified by conducting a simulation. The results show that the comprehensive application can help improve the control performance of robots. Public Library of Science 2023-07-13 /pmc/articles/PMC10343087/ /pubmed/37440501 http://dx.doi.org/10.1371/journal.pone.0287484 Text en © 2023 Song, Hu https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Song, Ke Hu, Heyu Dynamic parameter identification and adaptive control with trajectory scaling for robot-environment interaction |
title | Dynamic parameter identification and adaptive control with trajectory scaling for robot-environment interaction |
title_full | Dynamic parameter identification and adaptive control with trajectory scaling for robot-environment interaction |
title_fullStr | Dynamic parameter identification and adaptive control with trajectory scaling for robot-environment interaction |
title_full_unstemmed | Dynamic parameter identification and adaptive control with trajectory scaling for robot-environment interaction |
title_short | Dynamic parameter identification and adaptive control with trajectory scaling for robot-environment interaction |
title_sort | dynamic parameter identification and adaptive control with trajectory scaling for robot-environment interaction |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10343087/ https://www.ncbi.nlm.nih.gov/pubmed/37440501 http://dx.doi.org/10.1371/journal.pone.0287484 |
work_keys_str_mv | AT songke dynamicparameteridentificationandadaptivecontrolwithtrajectoryscalingforrobotenvironmentinteraction AT huheyu dynamicparameteridentificationandadaptivecontrolwithtrajectoryscalingforrobotenvironmentinteraction |