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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....
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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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. |
format | Online Article Text |
id | pubmed-6163968 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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