A study on the effect of electrical stimulation as a user stimuli for motor imagery classification in Brain-Machine Interface

Saugat Bhattacharyya 1 Maureen Clerc 2 Mitsuhiro Hayashibe 1
1 CAMIN - Control of Artificial Movement and Intuitive Neuroprosthesis
LIRMM - Laboratoire d'Informatique de Robotique et de Microélectronique de Montpellier, CRISAM - Inria Sophia Antipolis - Méditerranée
2 ATHENA - Computational Imaging of the Central Nervous System
CRISAM - Inria Sophia Antipolis - Méditerranée
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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Submitted on : Thursday, November 24, 2016 - 6:00:46 PM
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Saugat Bhattacharyya, Maureen Clerc, Mitsuhiro Hayashibe. A study on the effect of electrical stimulation as a user stimuli for motor imagery classification in Brain-Machine Interface. European Journal of Translational Myology, PAGEPress®, 2016, 26 (2), pp.165-168. ⟨10.4081/ejtm.2016.6041⟩. ⟨lirmm-01402537⟩

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