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Development of a Low-Cost EEG-Controlled Hand Exoskeleton 3D Printed on Textiles

Stroke survivors can be affected by motor deficits in the hand. Robotic equipment associated with brain–machine interfaces (BMI) may aid the motor rehabilitation of these patients. BMIs involving orthotic control by motor imagery practices have been successful in restoring stroke patients' move...

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Autores principales: Araujo, Rommel S., Silva, Camille R., Netto, Severino P. N., Morya, Edgard, Brasil, Fabricio L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8267155/
https://www.ncbi.nlm.nih.gov/pubmed/34248478
http://dx.doi.org/10.3389/fnins.2021.661569
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author Araujo, Rommel S.
Silva, Camille R.
Netto, Severino P. N.
Morya, Edgard
Brasil, Fabricio L.
author_facet Araujo, Rommel S.
Silva, Camille R.
Netto, Severino P. N.
Morya, Edgard
Brasil, Fabricio L.
author_sort Araujo, Rommel S.
collection PubMed
description Stroke survivors can be affected by motor deficits in the hand. Robotic equipment associated with brain–machine interfaces (BMI) may aid the motor rehabilitation of these patients. BMIs involving orthotic control by motor imagery practices have been successful in restoring stroke patients' movements. However, there is still little acceptance of the robotic devices available, either by patients and clinicians, mainly because of the high costs involved. Motivated by this context, this work aims to design and construct the Hand Exoskeleton for Rehabilitation Objectives (HERO) to recover extension and flexion movements of the fingers. A three-dimensional (3D) printing technique in association with textiles was used to produce a lightweight and wearable device. 3D-printed actuators have also been designed to reduce equipment costs. The actuator transforms the torque of DC motors into linear force transmitted by Bowden cables to move the fingers passively. The exoskeleton was controlled by neuroelectric signal—electroencephalography (EEG). Concept tests were performed to evaluate control performance. A healthy volunteer was submitted to a training session with the exoskeleton, according to the Graz-BCI protocol. Ergonomy was evaluated with a two-dimensional (2D) tracking software and correlation analysis. HERO can be compared to ordinary clothing. The weight over the hand was around 102 g. The participant was able to control the exoskeleton with a classification accuracy of 91.5%. HERO project resulted in a lightweight, simple, portable, ergonomic, and low-cost device. Its use is not restricted to a clinical setting. Thus, users will be able to execute motor training with the HERO at hospitals, rehabilitation clinics, and at home, increasing the rehabilitation intervention time. This may support motor rehabilitation and improve stroke survivors life quality.
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spelling pubmed-82671552021-07-10 Development of a Low-Cost EEG-Controlled Hand Exoskeleton 3D Printed on Textiles Araujo, Rommel S. Silva, Camille R. Netto, Severino P. N. Morya, Edgard Brasil, Fabricio L. Front Neurosci Neuroscience Stroke survivors can be affected by motor deficits in the hand. Robotic equipment associated with brain–machine interfaces (BMI) may aid the motor rehabilitation of these patients. BMIs involving orthotic control by motor imagery practices have been successful in restoring stroke patients' movements. However, there is still little acceptance of the robotic devices available, either by patients and clinicians, mainly because of the high costs involved. Motivated by this context, this work aims to design and construct the Hand Exoskeleton for Rehabilitation Objectives (HERO) to recover extension and flexion movements of the fingers. A three-dimensional (3D) printing technique in association with textiles was used to produce a lightweight and wearable device. 3D-printed actuators have also been designed to reduce equipment costs. The actuator transforms the torque of DC motors into linear force transmitted by Bowden cables to move the fingers passively. The exoskeleton was controlled by neuroelectric signal—electroencephalography (EEG). Concept tests were performed to evaluate control performance. A healthy volunteer was submitted to a training session with the exoskeleton, according to the Graz-BCI protocol. Ergonomy was evaluated with a two-dimensional (2D) tracking software and correlation analysis. HERO can be compared to ordinary clothing. The weight over the hand was around 102 g. The participant was able to control the exoskeleton with a classification accuracy of 91.5%. HERO project resulted in a lightweight, simple, portable, ergonomic, and low-cost device. Its use is not restricted to a clinical setting. Thus, users will be able to execute motor training with the HERO at hospitals, rehabilitation clinics, and at home, increasing the rehabilitation intervention time. This may support motor rehabilitation and improve stroke survivors life quality. Frontiers Media S.A. 2021-06-25 /pmc/articles/PMC8267155/ /pubmed/34248478 http://dx.doi.org/10.3389/fnins.2021.661569 Text en Copyright © 2021 Araujo, Silva, Netto, Morya and Brasil. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Araujo, Rommel S.
Silva, Camille R.
Netto, Severino P. N.
Morya, Edgard
Brasil, Fabricio L.
Development of a Low-Cost EEG-Controlled Hand Exoskeleton 3D Printed on Textiles
title Development of a Low-Cost EEG-Controlled Hand Exoskeleton 3D Printed on Textiles
title_full Development of a Low-Cost EEG-Controlled Hand Exoskeleton 3D Printed on Textiles
title_fullStr Development of a Low-Cost EEG-Controlled Hand Exoskeleton 3D Printed on Textiles
title_full_unstemmed Development of a Low-Cost EEG-Controlled Hand Exoskeleton 3D Printed on Textiles
title_short Development of a Low-Cost EEG-Controlled Hand Exoskeleton 3D Printed on Textiles
title_sort development of a low-cost eeg-controlled hand exoskeleton 3d printed on textiles
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8267155/
https://www.ncbi.nlm.nih.gov/pubmed/34248478
http://dx.doi.org/10.3389/fnins.2021.661569
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