Brain Computer Interfaces, a Review
Identifieur interne : 000593 ( Main/Exploration ); précédent : 000592; suivant : 000594Brain Computer Interfaces, a Review
Auteurs : Luis Fernando Nicolas-Alonso ; Jaime Gomez-GilSource :
- Sensors (Basel, Switzerland) [ 1424-8220 ] ; 2012.
Descripteurs français
- KwdFr :
- MESH :
- physiologie : Encéphale.
- instrumentation : Algorithmes, Humains, Interface utilisateur, Reconnaissance automatique des formes, Systèmes homme-machine, Traitement du signal assisté par ordinateur, Transducteurs, Électroencéphalographie.
English descriptors
- KwdEn :
- MESH :
- instrumentation : Electroencephalography, Signal Processing, Computer-Assisted.
- methods : Pattern Recognition, Automated.
- physiology : Brain.
- Algorithms, Humans, Man-Machine Systems, Transducers, User-Computer Interface.
Abstract
A brain-computer interface (BCI) is a hardware and software communications system that permits cerebral activity alone to control computers or external devices. The immediate goal of BCI research is to provide communications capabilities to severely disabled people who are totally paralyzed or ‘locked in’ by neurological neuromuscular disorders, such as amyotrophic lateral sclerosis, brain stem stroke, or spinal cord injury. Here, we review the state-of-the-art of BCIs, looking at the different steps that form a standard BCI: signal acquisition, preprocessing or signal enhancement, feature extraction, classification and the control interface. We discuss their advantages, drawbacks, and latest advances, and we survey the numerous technologies reported in the scientific literature to design each step of a BCI. First, the review examines the neuroimaging modalities used in the signal acquisition step, each of which monitors a different functional brain activity such as electrical, magnetic or metabolic activity. Second, the review discusses different electrophysiological control signals that determine user intentions, which can be detected in brain activity. Third, the review includes some techniques used in the signal enhancement step to deal with the artifacts in the control signals and improve the performance. Fourth, the review studies some mathematic algorithms used in the feature extraction and classification steps which translate the information in the control signals into commands that operate a computer or other device. Finally, the review provides an overview of various BCI applications that control a range of devices.
Url:
DOI: 10.3390/s120201211
PubMed: 22438708
PubMed Central: 3304110
Affiliations:
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Le document en format XML
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<front><div type="abstract" xml:lang="en"><p>A brain-computer interface (BCI) is a hardware and software communications system that permits cerebral activity alone to control computers or external devices. The immediate goal of BCI research is to provide communications capabilities to severely disabled people who are totally paralyzed or ‘locked in’ by neurological neuromuscular disorders, such as amyotrophic lateral sclerosis, brain stem stroke, or spinal cord injury. Here, we review the state-of-the-art of BCIs, looking at the different steps that form a standard BCI: signal acquisition, preprocessing or signal enhancement, feature extraction, classification and the control interface. We discuss their advantages, drawbacks, and latest advances, and we survey the numerous technologies reported in the scientific literature to design each step of a BCI. First, the review examines the neuroimaging modalities used in the signal acquisition step, each of which monitors a different functional brain activity such as electrical, magnetic or metabolic activity. Second, the review discusses different electrophysiological control signals that determine user intentions, which can be detected in brain activity. Third, the review includes some techniques used in the signal enhancement step to deal with the artifacts in the control signals and improve the performance. Fourth, the review studies some mathematic algorithms used in the feature extraction and classification steps which translate the information in the control signals into commands that operate a computer or other device. Finally, the review provides an overview of various BCI applications that control a range of devices.</p>
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</back>
</TEI>
<affiliations><list></list>
<tree><noCountry><name sortKey="Gomez Gil, Jaime" sort="Gomez Gil, Jaime" uniqKey="Gomez Gil J" first="Jaime" last="Gomez-Gil">Jaime Gomez-Gil</name>
<name sortKey="Nicolas Alonso, Luis Fernando" sort="Nicolas Alonso, Luis Fernando" uniqKey="Nicolas Alonso L" first="Luis Fernando" last="Nicolas-Alonso">Luis Fernando Nicolas-Alonso</name>
</noCountry>
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</record>
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