Alpha Frequency Intervention by Electrical Stimulation to Improve Performance in Mu-Based BCI
| Autor: | Yaqiu Guo, Xiangzi Zhang, BoYu Gao, Jinyi Long |
|---|---|
| Rok vydání: | 2020 |
| Předmět: |
medicine.medical_specialty
Movement 0206 medical engineering Biomedical Engineering Alpha (ethology) Stimulation 02 engineering and technology Electroencephalography 03 medical and health sciences 0302 clinical medicine Motor imagery Physical medicine and rehabilitation Intervention (counseling) Internal Medicine medicine Humans Functional illiteracy Brain–computer interface medicine.diagnostic_test business.industry General Neuroscience Rehabilitation Sham Intervention 020601 biomedical engineering Electric Stimulation Brain-Computer Interfaces Imagination business 030217 neurology & neurosurgery |
| Zdroj: | IEEE Transactions on Neural Systems and Rehabilitation Engineering. 28:1262-1270 |
| ISSN: | 1558-0210 1534-4320 |
| DOI: | 10.1109/tnsre.2020.2987529 |
| Popis: | The accuracy of brain-computer interfaces (BCIs) is important for effective communication and control. The mu-based BCI is one of the most widely used systems, of which the related methods to improve users' accuracy are still poorly studied, especially for the BCI illiteracy. Here, we examined a way to enhance mu-based BCI performance by electrically stimulating the ulnar nerve of the contralateral wrist at the alpha frequency (10 Hz) during left- and right-hand motor imagination in two BCI groups (literate and illiterate). We demonstrate that this alpha frequency intervention enhances the classification accuracy between left- and right-hand motor imagery from 66.41% to 81.57% immediately after intervention and to 75.28% two days after intervention in the BCI illiteracy group, while classification accuracy improves from 82.12% to 91.84% immediately after intervention and to 89.03% two days after intervention in the BCI literacy group. However, the classification accuracy did not change before and after the sham intervention (no electrical stimulation). Furthermore, the ERD on the primary sensorimotor cortex during left- or right-hand motor imagery tasks was more visible at the mu-rhythm (8-13 Hz) after alpha frequency intervention. Alpha frequency intervention increases the mu-rhythm power difference between left- and right-hand motor imagery tasks. These results provide evidence that alpha frequency intervention is an effective way to improve BCI performance by regulating the mu-rhythm which might provide a way to reduce BCI illiteracy. |
| Databáze: | OpenAIRE |
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