Halder, S and Käthner, I and Kübler, A (2016) Training leads to increased auditory brain–computer interface performance of end-users with motor impairments. Clinical Neurophysiology, 127 (2). pp. 1288-1296. DOI https://doi.org/10.1016/j.clinph.2015.08.007
Halder, S and Käthner, I and Kübler, A (2016) Training leads to increased auditory brain–computer interface performance of end-users with motor impairments. Clinical Neurophysiology, 127 (2). pp. 1288-1296. DOI https://doi.org/10.1016/j.clinph.2015.08.007
Halder, S and Käthner, I and Kübler, A (2016) Training leads to increased auditory brain–computer interface performance of end-users with motor impairments. Clinical Neurophysiology, 127 (2). pp. 1288-1296. DOI https://doi.org/10.1016/j.clinph.2015.08.007
Abstract
Objective Auditory brain–computer interfaces are an assistive technology that can restore communication for motor impaired end-users. Such non-visual brain–computer interface paradigms are of particular importance for end-users that may lose or have lost gaze control. We attempted to show that motor impaired end-users can learn to control an auditory speller on the basis of event-related potentials. Methods Five end-users with motor impairments, two of whom with additional visual impairments, participated in five sessions. We applied a newly developed auditory brain–computer interface paradigm with natural sounds and directional cues. Results Three of five end-users learned to select symbols using this method. Averaged over all five end-users the information transfer rate increased by more than 1800% from the first session (0.17 bits/min) to the last session (3.08 bits/min). The two best end-users achieved information transfer rates of 5.78 bits/min and accuracies of 92%. Conclusions Our results show that an auditory BCI with a combination of natural sounds and directional cues, can be controlled by end-users with motor impairment. Training improves the performance of end-users to the level of healthy controls. Significance To our knowledge, this is the first time end-users with motor impairments controlled an auditory brain–computer interface speller with such high accuracy and information transfer rates. Further, our results demonstrate that operating a BCI with event-related potentials benefits from training and specifically end-users may require more than one session to develop their full potential.
Item Type: | Article |
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Uncontrolled Keywords: | Assistive technology; Communication; Brain-computer interfaces; End-user evaluation |
Divisions: | Faculty of Science and Health Faculty of Science and Health > Computer Science and Electronic Engineering, School of |
SWORD Depositor: | Unnamed user with email elements@essex.ac.uk |
Depositing User: | Unnamed user with email elements@essex.ac.uk |
Date Deposited: | 17 Aug 2020 13:10 |
Last Modified: | 30 Oct 2024 17:25 |
URI: | http://repository.essex.ac.uk/id/eprint/24684 |