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A Novel Coordinated Motion Fusion-Based Walking-Aid Robot System

Human locomotion is a coordinated motion between the upper and lower limbs, which should be considered in terms of both the user’s normal walking state and abnormal walking state for a walking-aid robot system. Therefore, a novel coordinated motion fusion-based walking-aid robot system was proposed....

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Detalles Bibliográficos
Autores principales: Xu, Wenxia, Huang, Jian, Cheng, Lei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6163968/
https://www.ncbi.nlm.nih.gov/pubmed/30135385
http://dx.doi.org/10.3390/s18092761
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author Xu, Wenxia
Huang, Jian
Cheng, Lei
author_facet Xu, Wenxia
Huang, Jian
Cheng, Lei
author_sort Xu, Wenxia
collection PubMed
description Human locomotion is a coordinated motion between the upper and lower limbs, which should be considered in terms of both the user’s normal walking state and abnormal walking state for a walking-aid robot system. Therefore, a novel coordinated motion fusion-based walking-aid robot system was proposed. To develop the accurate human motion intention (HMI) of such robots when the user is in normal walking state, force-sensing resistor (FSR) sensors and a laser range finder (LRF) are used to detect the two HMIs expressed by the user’s upper and lower limbs. Then, a fuzzy logic control (FLC)-Kalman filter (LF)-based coordinated motion fusion algorithm is proposed to synthesize these two segmental HMIs to obtain an accurate HMI. A support vector machine (SVM)-based fall detection algorithm is used to detect whether the user is going to fall and to distinguish the user’s falling mode when he/she is in an abnormal walking state. The experimental results verify the effectiveness of the proposed algorithms.
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spelling pubmed-61639682018-10-10 A Novel Coordinated Motion Fusion-Based Walking-Aid Robot System Xu, Wenxia Huang, Jian Cheng, Lei Sensors (Basel) Article Human locomotion is a coordinated motion between the upper and lower limbs, which should be considered in terms of both the user’s normal walking state and abnormal walking state for a walking-aid robot system. Therefore, a novel coordinated motion fusion-based walking-aid robot system was proposed. To develop the accurate human motion intention (HMI) of such robots when the user is in normal walking state, force-sensing resistor (FSR) sensors and a laser range finder (LRF) are used to detect the two HMIs expressed by the user’s upper and lower limbs. Then, a fuzzy logic control (FLC)-Kalman filter (LF)-based coordinated motion fusion algorithm is proposed to synthesize these two segmental HMIs to obtain an accurate HMI. A support vector machine (SVM)-based fall detection algorithm is used to detect whether the user is going to fall and to distinguish the user’s falling mode when he/she is in an abnormal walking state. The experimental results verify the effectiveness of the proposed algorithms. MDPI 2018-08-22 /pmc/articles/PMC6163968/ /pubmed/30135385 http://dx.doi.org/10.3390/s18092761 Text en © 2018 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Xu, Wenxia
Huang, Jian
Cheng, Lei
A Novel Coordinated Motion Fusion-Based Walking-Aid Robot System
title A Novel Coordinated Motion Fusion-Based Walking-Aid Robot System
title_full A Novel Coordinated Motion Fusion-Based Walking-Aid Robot System
title_fullStr A Novel Coordinated Motion Fusion-Based Walking-Aid Robot System
title_full_unstemmed A Novel Coordinated Motion Fusion-Based Walking-Aid Robot System
title_short A Novel Coordinated Motion Fusion-Based Walking-Aid Robot System
title_sort novel coordinated motion fusion-based walking-aid robot system
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6163968/
https://www.ncbi.nlm.nih.gov/pubmed/30135385
http://dx.doi.org/10.3390/s18092761
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