[PDF] Brain-Computer Interface: Advancement and Challenges | Semantic Scholar (2024)

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Topics

Brain-computer Interfaces (opens in a new tab)Hardware (opens in a new tab)Classifier (opens in a new tab)

81 Citations

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An up-to-date assessment of the state-of-the-art in BCI technology is presented, providing valuable insight into where this field is heading in terms of progress and innovation.

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An in-depth examination of the advances and future possibilities of BCI technologies emphasizes the transformative influence of BCIs on human-computer interaction and their potential to alter healthcare, gaming, and other industries.

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Recent Trends in EEG-Based Motor Imagery Signal Analysis and Recognition: A Comprehensive Review
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This study begins by introducing BCIs and proceed by explaining the principles of BCI-based neurorehabilitation, and goes through four specific types of NDs, including amyotrophic lateral sclerosis, Parkinson’s disease, Alzheimer's disease, and spinal muscular atrophy, to review some of the applications of BCIs in the neural rehabilitation of these diseases.

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A BCI system based on Arduino circuit has been built based on the utilization of EEG signals to translate brainwave patterns into actionable commands to enhance communication capabilities for individuals afflicted with neurological disorders.

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This work presents an exhaustive study on the feasibility of adopting BCI techniques for industrial applications, particularly Electroencephalography (EEG), and identifies the potential use cases of EEG-based BCI systems in industries in the current traction while accounting for their pros and cons.

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The brain-computer interface and computer-brain interface technologies as components of BBI systems are reviewed, the development of BBI systems, applications of this technology, arising ethical issues and expectations for future use are reviewed.

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A comprehensive examination of the Brain-Computer Interface and the more scientific discoveries that have resulted from it is provided, and significant challenges remain for user advancement.

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365 References

Current Status, Challenges, and Possible Solutions of EEG-Based Brain-Computer Interface: A Comprehensive Review
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  • 2020

This article provides a comprehensive review of the state-of-the-art of a complete BCI system and a considerable number of popular BCI applications are reviewed in terms of electrophysiological control signals, feature extraction, classification algorithms, and performance evaluation metrics.

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Brain Computer Interfaces, a Review
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The state-of-the-art of BCIs are reviewed, looking at the different steps that form a standard BCI: signal acquisition, preprocessing or signal enhancement, feature extraction, classification and the control interface.

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Brain computer interface: control signals review
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    Neurocomputing

  • 2017
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A comprehensive review of EEG-based brain–computer interface paradigms
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    Journal of neural engineering

  • 2019

The current review evaluates EEG-based BCI paradigms regarding their advantages and disadvantages from a variety of perspectives, and various EEG decoding algorithms and classification methods are evaluated.

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Brain computer interface advancement in neurosciences: Applications and issues
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    Interdisciplinary Neurosurgery

  • 2020
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A survey of signal processing algorithms in brain–computer interfaces based on electrical brain signals
    A. BashashatiMehrdad FatourechiR. WardG. Birch

    Computer Science, Engineering

    Journal of neural engineering

  • 2007

This work presents the first such comprehensive survey of all BCI designs using electrical signal recordings published prior to January 2006, and asks what are the key signal processing components of a BCI and what signal processing algorithms have been used in BCIs.

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Sensor Modalities for Brain-Computer Interface Technology: A Comprehensive Literature Review.
    Michael L. MartiniE. OermannN. OpieFedor PanovT. OxleyK. Yaeger

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    Neurosurgery

  • 2019

Brain-computer interface (BCI) technology is rapidly developing and changing the paradigm of neurorestoration by linking cortical activity with control of an external effector to provide patients

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EEG-Based Brain-Computer Interfaces Using Motor-Imagery: Techniques and Challenges
    Natasha M. J. PadfieldJ. ZabalzaHuimin ZhaoValentin Masero VargasJ. Ren

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  • 2019

Electroencephalography (EEG)-based brain-computer interfaces (BCIs), particularly those using motor-imagery (MI) data, have the potential to become groundbreaking technologies in both clinical and

A review of recent trends in EEG based Brain-Computer Interface
    P. LahaneJay JagtapAditya InamdarNihal KarneRitwik Dev

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A detailed survey of various applications of BCI using different feature extraction and classification techniques is done and all the current issues which hinder the efficiency ofBCI systems are compiled.

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An embedded implementation based on adaptive filter bank for brain–computer interface systems
    Kais BelwafiO. RomainSofien GannouniFakhreddine GhaffariR. DjemalB. Ouni

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