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Brain-Computer Interface: Advancement and Challenges
Brain-Computer Interface (BCI) is an advanced and multidisciplinary active research domain based on neuroscience, signal processing, biomedical sensors, hardware, etc. Since the last decades, several groundbreaking research has been conducted in this domain. Still, no comprehensive review that cover...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8433803/ https://www.ncbi.nlm.nih.gov/pubmed/34502636 http://dx.doi.org/10.3390/s21175746 |
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author | Mridha, M. F. Das, Sujoy Chandra Kabir, Muhammad Mohsin Lima, Aklima Akter Islam, Md. Rashedul Watanobe, Yutaka |
author_facet | Mridha, M. F. Das, Sujoy Chandra Kabir, Muhammad Mohsin Lima, Aklima Akter Islam, Md. Rashedul Watanobe, Yutaka |
author_sort | Mridha, M. F. |
collection | PubMed |
description | Brain-Computer Interface (BCI) is an advanced and multidisciplinary active research domain based on neuroscience, signal processing, biomedical sensors, hardware, etc. Since the last decades, several groundbreaking research has been conducted in this domain. Still, no comprehensive review that covers the BCI domain completely has been conducted yet. Hence, a comprehensive overview of the BCI domain is presented in this study. This study covers several applications of BCI and upholds the significance of this domain. Then, each element of BCI systems, including techniques, datasets, feature extraction methods, evaluation measurement matrices, existing BCI algorithms, and classifiers, are explained concisely. In addition, a brief overview of the technologies or hardware, mostly sensors used in BCI, is appended. Finally, the paper investigates several unsolved challenges of the BCI and explains them with possible solutions. |
format | Online Article Text |
id | pubmed-8433803 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-84338032021-09-12 Brain-Computer Interface: Advancement and Challenges Mridha, M. F. Das, Sujoy Chandra Kabir, Muhammad Mohsin Lima, Aklima Akter Islam, Md. Rashedul Watanobe, Yutaka Sensors (Basel) Review Brain-Computer Interface (BCI) is an advanced and multidisciplinary active research domain based on neuroscience, signal processing, biomedical sensors, hardware, etc. Since the last decades, several groundbreaking research has been conducted in this domain. Still, no comprehensive review that covers the BCI domain completely has been conducted yet. Hence, a comprehensive overview of the BCI domain is presented in this study. This study covers several applications of BCI and upholds the significance of this domain. Then, each element of BCI systems, including techniques, datasets, feature extraction methods, evaluation measurement matrices, existing BCI algorithms, and classifiers, are explained concisely. In addition, a brief overview of the technologies or hardware, mostly sensors used in BCI, is appended. Finally, the paper investigates several unsolved challenges of the BCI and explains them with possible solutions. MDPI 2021-08-26 /pmc/articles/PMC8433803/ /pubmed/34502636 http://dx.doi.org/10.3390/s21175746 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Review Mridha, M. F. Das, Sujoy Chandra Kabir, Muhammad Mohsin Lima, Aklima Akter Islam, Md. Rashedul Watanobe, Yutaka Brain-Computer Interface: Advancement and Challenges |
title | Brain-Computer Interface: Advancement and Challenges |
title_full | Brain-Computer Interface: Advancement and Challenges |
title_fullStr | Brain-Computer Interface: Advancement and Challenges |
title_full_unstemmed | Brain-Computer Interface: Advancement and Challenges |
title_short | Brain-Computer Interface: Advancement and Challenges |
title_sort | brain-computer interface: advancement and challenges |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8433803/ https://www.ncbi.nlm.nih.gov/pubmed/34502636 http://dx.doi.org/10.3390/s21175746 |
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