A Study on the Effect of Electrical Stimulation as a User Stimuli for Motor Imagery Classification in Brain-Machine Interface

Saugat Bhattacharyya; Maureen  Clerc; Mitsuhiro Hayashibe

doi:10.4081/ejtm.2016.6041

A Study on the Effect of Electrical Stimulation as a User Stimuli for Motor Imagery Classification in Brain-Machine Interface

Saugat Bhattacharyya, Maureen Clerc, Mitsuhiro Hayashibe

School of Computing, Eng & Intel. Sys

Research output: Contribution to journal › Article › peer-review

Abstract

Functional Electrical Stimulation (FES) provides a neuroprosthetic interface to non-recovered muscle groups by stimulating the affected region of the human body. FES in combination with Brain-machine interfacing (BMI) has a wide scope in rehabilitation because this system directly links the cerebral motor intention of the users with its corresponding peripheral muscle activations. In this paper, we examine the effect of FES on the electroencephalography (EEG) during motor imagery (left- and right-hand movement) training of the users. Results suggest a significant improvement in the classification accuracy when the subject was induced with FES stimuli as compared to the standard visual one.

Original language	English
Pages (from-to)	165-168
Number of pages	4
Journal	European Journal of Translational Myology
Volume	26
Issue number	2
DOIs	https://doi.org/10.4081/ejtm.2016.6041
Publication status	Published (in print/issue) - 13 Jun 2016

Keywords

Electrical stimulation
Brain machine Interfacing
motor imagery (MI)
electroencephalography (EEG)

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10.4081/ejtm.2016.6041

20th conference of international functional electrical stimulation society
Saugat Bhattacharyya (Participant)
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Cite this

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title = "A Study on the Effect of Electrical Stimulation as a User Stimuli for Motor Imagery Classification in Brain-Machine Interface",

abstract = "Functional Electrical Stimulation (FES) provides a neuroprosthetic interface to non-recovered muscle groups by stimulating the affected region of the human body. FES in combination with Brain-machine interfacing (BMI) has a wide scope in rehabilitation because this system directly links the cerebral motor intention of the users with its corresponding peripheral muscle activations. In this paper, we examine the effect of FES on the electroencephalography (EEG) during motor imagery (left- and right-hand movement) training of the users. Results suggest a significant improvement in the classification accuracy when the subject was induced with FES stimuli as compared to the standard visual one.",

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AU - Hayashibe, Mitsuhiro

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AB - Functional Electrical Stimulation (FES) provides a neuroprosthetic interface to non-recovered muscle groups by stimulating the affected region of the human body. FES in combination with Brain-machine interfacing (BMI) has a wide scope in rehabilitation because this system directly links the cerebral motor intention of the users with its corresponding peripheral muscle activations. In this paper, we examine the effect of FES on the electroencephalography (EEG) during motor imagery (left- and right-hand movement) training of the users. Results suggest a significant improvement in the classification accuracy when the subject was induced with FES stimuli as compared to the standard visual one.

KW - Electrical stimulation

KW - Brain machine Interfacing

KW - motor imagery (MI)

KW - electroencephalography (EEG)

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JF - European Journal of Translational Myology

IS - 2

ER -

A Study on the Effect of Electrical Stimulation as a User Stimuli for Motor Imagery Classification in Brain-Machine Interface

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Keywords

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20th conference of international functional electrical stimulation society

Cite this