EEG-based mobile robot control through an adaptive brain–robot interface
Article
Gandhi, V., Prasad, G., Coyle, D., Behera, L. and McGinnity, T. 2014. EEG-based mobile robot control through an adaptive brain–robot interface. IEEE Transactions on Systems Man and Cybernetics: Systems. 44 (9), pp. 1278-1285. https://doi.org/10.1109/TSMC.2014.2313317
Type | Article |
---|---|
Title | EEG-based mobile robot control through an adaptive brain–robot interface |
Authors | Gandhi, V., Prasad, G., Coyle, D., Behera, L. and McGinnity, T. |
Abstract | A major challenge in two-class brain–computer interface (BCI) systems is the low bandwidth of the communication channel, especially while communicating and controlling assistive devices, such as a smart wheelchair or a telepresence mobile robot, which requires multiple motion command options in the form of forward, left, right, backward, and start/stop. To address this, an adaptive user-centric graphical user interface referred to as the intelligent adaptive user interface (iAUI) based on an adaptive shared control mechanism is proposed. The iAUI offers multiple degrees-of-freedom control of a robotic device by providing a continuously updated prioritized list of all the options for selection to the BCI user, thereby improving the information transfer rate. Results have been verified with multiple participants controlling a simulated as well as physical pioneer robot. |
Keywords | Brain–computer interface (BCI); graphical user interface; motor imagery; wheelchair/robot |
Publisher | Institute of Electrical and Electronics Engineers (IEEE) |
Journal | IEEE Transactions on Systems Man and Cybernetics: Systems |
ISSN | 2168-2216 |
Publication dates | |
Online | 11 Apr 2014 |
14 Aug 2014 | |
Publication process dates | |
Deposited | 16 Jul 2014 |
Accepted | 10 Dec 2013 |
Output status | Published |
Digital Object Identifier (DOI) | https://doi.org/10.1109/TSMC.2014.2313317 |
Language | English |
https://repository.mdx.ac.uk/item/84wz5
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