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Physical Extraction and Feature Fusion for Multi-Mode Signals in a Measurement System for Patients in Rehabilitation Exoskeleton
Measurement system of exoskeleton robots can reflect the state of the patient. In this study, we combined an inertial measurement unit and a visual measurement unit to obtain a repeatable fusion measurement system to compensate for the deficiencies of the single data acquisition mode used by exoskel...
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/PMC6111316/ https://www.ncbi.nlm.nih.gov/pubmed/30087290 http://dx.doi.org/10.3390/s18082588 |
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author | Yang, Canjun Wei, Qianxiao Wu, Xin Ma, Zhangyi Chen, Qiaoling Wang, Xin Wang, Hansong Fan, Wu |
author_facet | Yang, Canjun Wei, Qianxiao Wu, Xin Ma, Zhangyi Chen, Qiaoling Wang, Xin Wang, Hansong Fan, Wu |
author_sort | Yang, Canjun |
collection | PubMed |
description | Measurement system of exoskeleton robots can reflect the state of the patient. In this study, we combined an inertial measurement unit and a visual measurement unit to obtain a repeatable fusion measurement system to compensate for the deficiencies of the single data acquisition mode used by exoskeletons. Inertial measurement unit is comprised four distributed angle sensors. Triaxial acceleration and angular velocity information were transmitted to an upper computer by Bluetooth. The data sent to the control center were processed by a Kalman filter to eliminate any noise. Visual measurement unit uses camera to acquire real time images and related data information. The two data acquisition methods were fused and have its weight. Comparisons of the fusion results with individual measurement results demonstrated that the data fusion method could effectively improve the accuracy of system. It provides a set of accurate real-time measurements for patients in rehabilitation exoskeleton and data support for effective control of exoskeleton robot. |
format | Online Article Text |
id | pubmed-6111316 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-61113162018-08-30 Physical Extraction and Feature Fusion for Multi-Mode Signals in a Measurement System for Patients in Rehabilitation Exoskeleton Yang, Canjun Wei, Qianxiao Wu, Xin Ma, Zhangyi Chen, Qiaoling Wang, Xin Wang, Hansong Fan, Wu Sensors (Basel) Article Measurement system of exoskeleton robots can reflect the state of the patient. In this study, we combined an inertial measurement unit and a visual measurement unit to obtain a repeatable fusion measurement system to compensate for the deficiencies of the single data acquisition mode used by exoskeletons. Inertial measurement unit is comprised four distributed angle sensors. Triaxial acceleration and angular velocity information were transmitted to an upper computer by Bluetooth. The data sent to the control center were processed by a Kalman filter to eliminate any noise. Visual measurement unit uses camera to acquire real time images and related data information. The two data acquisition methods were fused and have its weight. Comparisons of the fusion results with individual measurement results demonstrated that the data fusion method could effectively improve the accuracy of system. It provides a set of accurate real-time measurements for patients in rehabilitation exoskeleton and data support for effective control of exoskeleton robot. MDPI 2018-08-07 /pmc/articles/PMC6111316/ /pubmed/30087290 http://dx.doi.org/10.3390/s18082588 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 Yang, Canjun Wei, Qianxiao Wu, Xin Ma, Zhangyi Chen, Qiaoling Wang, Xin Wang, Hansong Fan, Wu Physical Extraction and Feature Fusion for Multi-Mode Signals in a Measurement System for Patients in Rehabilitation Exoskeleton |
title | Physical Extraction and Feature Fusion for Multi-Mode Signals in a Measurement System for Patients in Rehabilitation Exoskeleton |
title_full | Physical Extraction and Feature Fusion for Multi-Mode Signals in a Measurement System for Patients in Rehabilitation Exoskeleton |
title_fullStr | Physical Extraction and Feature Fusion for Multi-Mode Signals in a Measurement System for Patients in Rehabilitation Exoskeleton |
title_full_unstemmed | Physical Extraction and Feature Fusion for Multi-Mode Signals in a Measurement System for Patients in Rehabilitation Exoskeleton |
title_short | Physical Extraction and Feature Fusion for Multi-Mode Signals in a Measurement System for Patients in Rehabilitation Exoskeleton |
title_sort | physical extraction and feature fusion for multi-mode signals in a measurement system for patients in rehabilitation exoskeleton |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6111316/ https://www.ncbi.nlm.nih.gov/pubmed/30087290 http://dx.doi.org/10.3390/s18082588 |
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