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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...

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Detalles Bibliográficos
Autores principales: Deng, Mingcong, Kubota, Shotaro, Xu, Yuanhong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
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.
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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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