A BCI based Smart Home System Combined with Event-related Potentials and Speech Imagery Task
| dc.contributor.author | Kim, Hyeong Jin | |
| dc.contributor.author | Lee, Min Ho | |
| dc.contributor.author | Lee, Minji | |
| dc.contributor.institution | School of Engineering and Digital Sciences | |
| dc.date.accessioned | 2025-12-17T21:42:30Z | |
| dc.date.issued | 2020-02 | |
| dc.description | Publisher Copyright: © 2020 IEEE. | |
| dc.description.abstract | Recently, smart home systems based on braincomputer interface (BCI) has attracted a wide range of interests in both industry and academia. However, the current BCI system has several shortcomings as it produces a comparatively lower accuracy for real-time implementations as well as the intuitive paradigm for the users cannot be well established here. Therefore, in this study, we proposed a highly intuitive BCI paradigm that combines event-related potential (ERP) with the speech-imagery task for the individual target objects. The decoding accuracy of the proposed paradigm was 88.1% (± 5.90) which is a much significant higher performance than a conventional ERP system. Furthermore, the amplitude of N700 components was significantly enhanced over frontal regions which are priory evoked by the speech-imagery task. Our results could be utilized to develop a smart home system so that it could be more user-friendly and convenient by means of delivering user's intentions both, intuitively and accurately. | en |
| dc.format.extent | 3044901 | |
| dc.identifier.citation | Kim, H J, Lee, M H & Lee, M 2020, A BCI based Smart Home System Combined with Event-related Potentials and Speech Imagery Task. in 8th International Winter Conference on Brain-Computer Interface, BCI 2020., 9061634, 8th International Winter Conference on Brain-Computer Interface, BCI 2020, Institute of Electrical and Electronics Engineers Inc., 8th International Winter Conference on Brain-Computer Interface, BCI 2020, Gangwon, Korea, Republic of, 2/26/20. https://doi.org/10.1109/BCI48061.2020.9061634 | |
| dc.identifier.citation | conference | |
| dc.identifier.doi | 10.1109/BCI48061.2020.9061634 | |
| dc.identifier.isbn | 9781728147079 | |
| dc.identifier.uri | https://nur.nu.edu.kz/handle/123456789/17677 | |
| dc.identifier.url | https://www.scopus.com/pages/publications/85084037332 | |
| dc.identifier.url | https://www.scopus.com/pages/publications/85084037332#tab=citedBy | |
| dc.language.iso | eng | |
| dc.publisher | Institute of Electrical and Electronics Engineers Inc. | |
| dc.relation.ispartof | 8th International Winter Conference on Brain-Computer Interface, BCI 2020 | |
| dc.relation.ispartofseries | 8th International Winter Conference on Brain-Computer Interface, BCI 2020 | |
| dc.rights | info:eu-repo/semantics/openAccess | |
| dc.subject | electroencephalography | |
| dc.subject | event-related potential | |
| dc.subject | imagined speech | |
| dc.subject | smart home control system | |
| dc.subject | Behavioral Neuroscience | |
| dc.subject | Cognitive Neuroscience | |
| dc.subject | Artificial Intelligence | |
| dc.subject | Human-Computer Interaction | |
| dc.title | A BCI based Smart Home System Combined with Event-related Potentials and Speech Imagery Task | en |
| dc.type | /dk/atira/pure/researchoutput/researchoutputtypes/contributiontobookanthology/conference |