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Nonlinear Intelligent Control of Two Link Robot Arm by Considering Human Voluntary Components
This paper proposes a nonlinear intelligent control of a two link robot arm by considering human voluntary components. In general, human arm viscoelastic properties are regulated in different manners according to various task requirements. The viscoelasticity consists of joint stiffness and viscosit...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8880651/ https://www.ncbi.nlm.nih.gov/pubmed/35214325 http://dx.doi.org/10.3390/s22041424 |
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author | Deng, Mingcong Kubota, Shotaro Xu, Yuanhong |
author_facet | Deng, Mingcong Kubota, Shotaro Xu, Yuanhong |
author_sort | Deng, Mingcong |
collection | PubMed |
description | This paper proposes a nonlinear intelligent control of a two link robot arm by considering human voluntary components. In general, human arm viscoelastic properties are regulated in different manners according to various task requirements. The viscoelasticity consists of joint stiffness and viscosity. The research of the viscoelasticity can improve the development of industrial robots, rehabilitation and sports etc. So far, some results have been shown using filtered human arm viscoelasticity measurements. That is, human motor command is removed. As a result, the dynamics of human voluntary component during movements is omitted. In this paper, based on the feedforward characteristics of human multi joint arm, a model is obtained by considering human voluntary components using a support vector regression technique. By employing the learned model, a nonlinear intelligent control of two link robot arm is proposed. Experimental results confirm the effectiveness of this proposal. |
format | Online Article Text |
id | pubmed-8880651 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-88806512022-02-26 Nonlinear Intelligent Control of Two Link Robot Arm by Considering Human Voluntary Components Deng, Mingcong Kubota, Shotaro Xu, Yuanhong Sensors (Basel) Article This paper proposes a nonlinear intelligent control of a two link robot arm by considering human voluntary components. In general, human arm viscoelastic properties are regulated in different manners according to various task requirements. The viscoelasticity consists of joint stiffness and viscosity. The research of the viscoelasticity can improve the development of industrial robots, rehabilitation and sports etc. So far, some results have been shown using filtered human arm viscoelasticity measurements. That is, human motor command is removed. As a result, the dynamics of human voluntary component during movements is omitted. In this paper, based on the feedforward characteristics of human multi joint arm, a model is obtained by considering human voluntary components using a support vector regression technique. By employing the learned model, a nonlinear intelligent control of two link robot arm is proposed. Experimental results confirm the effectiveness of this proposal. MDPI 2022-02-12 /pmc/articles/PMC8880651/ /pubmed/35214325 http://dx.doi.org/10.3390/s22041424 Text en © 2022 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 Deng, Mingcong Kubota, Shotaro Xu, Yuanhong Nonlinear Intelligent Control of Two Link Robot Arm by Considering Human Voluntary Components |
title | Nonlinear Intelligent Control of Two Link Robot Arm by Considering Human Voluntary Components |
title_full | Nonlinear Intelligent Control of Two Link Robot Arm by Considering Human Voluntary Components |
title_fullStr | Nonlinear Intelligent Control of Two Link Robot Arm by Considering Human Voluntary Components |
title_full_unstemmed | Nonlinear Intelligent Control of Two Link Robot Arm by Considering Human Voluntary Components |
title_short | Nonlinear Intelligent Control of Two Link Robot Arm by Considering Human Voluntary Components |
title_sort | nonlinear intelligent control of two link robot arm by considering human voluntary components |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8880651/ https://www.ncbi.nlm.nih.gov/pubmed/35214325 http://dx.doi.org/10.3390/s22041424 |
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