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Adaptive fuzzy sliding mode control of an actuator powered by two opposing pneumatic artificial muscles

Pneumatic artificial muscle (PAM) is a potential actuator in human–robot interaction systems, especially rehabilitation systems. However, PAM is a nonlinear actuator with uncertainty and a considerable delay in characteristics, making control challenging. This study presents a discrete-time sliding...

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Autores principales: Duong, Minh-Duc, Pham, Quang-Thuyet, Vu, Tuan-Chien, BUI, Ngoc-Tam, Dao, Quy-Thinh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10202942/
https://www.ncbi.nlm.nih.gov/pubmed/37217508
http://dx.doi.org/10.1038/s41598-023-34491-3
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author Duong, Minh-Duc
Pham, Quang-Thuyet
Vu, Tuan-Chien
BUI, Ngoc-Tam
Dao, Quy-Thinh
author_facet Duong, Minh-Duc
Pham, Quang-Thuyet
Vu, Tuan-Chien
BUI, Ngoc-Tam
Dao, Quy-Thinh
author_sort Duong, Minh-Duc
collection PubMed
description Pneumatic artificial muscle (PAM) is a potential actuator in human–robot interaction systems, especially rehabilitation systems. However, PAM is a nonlinear actuator with uncertainty and a considerable delay in characteristics, making control challenging. This study presents a discrete-time sliding mode control approach combined with the adaptive fuzzy algorithm (AFSMC) to deal with the unknown disturbance of the PAM-based actuator. The developed fuzzy logic system has parameter vectors of the component rules that are automatically updated by an adaptive law. Consequently, the developed fuzzy logic system can reasonably approximate the system disturbance. When operating the PAM-based system in multi-scenario studies, experimental results confirm the efficiency of the proposed strategy.
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spelling pubmed-102029422023-05-24 Adaptive fuzzy sliding mode control of an actuator powered by two opposing pneumatic artificial muscles Duong, Minh-Duc Pham, Quang-Thuyet Vu, Tuan-Chien BUI, Ngoc-Tam Dao, Quy-Thinh Sci Rep Article Pneumatic artificial muscle (PAM) is a potential actuator in human–robot interaction systems, especially rehabilitation systems. However, PAM is a nonlinear actuator with uncertainty and a considerable delay in characteristics, making control challenging. This study presents a discrete-time sliding mode control approach combined with the adaptive fuzzy algorithm (AFSMC) to deal with the unknown disturbance of the PAM-based actuator. The developed fuzzy logic system has parameter vectors of the component rules that are automatically updated by an adaptive law. Consequently, the developed fuzzy logic system can reasonably approximate the system disturbance. When operating the PAM-based system in multi-scenario studies, experimental results confirm the efficiency of the proposed strategy. Nature Publishing Group UK 2023-05-22 /pmc/articles/PMC10202942/ /pubmed/37217508 http://dx.doi.org/10.1038/s41598-023-34491-3 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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
Duong, Minh-Duc
Pham, Quang-Thuyet
Vu, Tuan-Chien
BUI, Ngoc-Tam
Dao, Quy-Thinh
Adaptive fuzzy sliding mode control of an actuator powered by two opposing pneumatic artificial muscles
title Adaptive fuzzy sliding mode control of an actuator powered by two opposing pneumatic artificial muscles
title_full Adaptive fuzzy sliding mode control of an actuator powered by two opposing pneumatic artificial muscles
title_fullStr Adaptive fuzzy sliding mode control of an actuator powered by two opposing pneumatic artificial muscles
title_full_unstemmed Adaptive fuzzy sliding mode control of an actuator powered by two opposing pneumatic artificial muscles
title_short Adaptive fuzzy sliding mode control of an actuator powered by two opposing pneumatic artificial muscles
title_sort adaptive fuzzy sliding mode control of an actuator powered by two opposing pneumatic artificial muscles
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10202942/
https://www.ncbi.nlm.nih.gov/pubmed/37217508
http://dx.doi.org/10.1038/s41598-023-34491-3
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