A BCI based Smart Home System Combined with Event-related Potentials and Speech Imagery Task

dc.contributor.authorKim, Hyeong Jin
dc.contributor.authorLee, Min Ho
dc.contributor.authorLee, Minji
dc.contributor.institutionSchool of Engineering and Digital Sciences
dc.date.accessioned2025-12-17T21:42:30Z
dc.date.issued2020-02
dc.descriptionPublisher Copyright: © 2020 IEEE.
dc.description.abstractRecently, 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.extent3044901
dc.identifier.citationKim, 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.citationconference
dc.identifier.doi10.1109/BCI48061.2020.9061634
dc.identifier.isbn9781728147079
dc.identifier.urihttps://nur.nu.edu.kz/handle/123456789/17677
dc.identifier.urlhttps://www.scopus.com/pages/publications/85084037332
dc.identifier.urlhttps://www.scopus.com/pages/publications/85084037332#tab=citedBy
dc.language.isoeng
dc.publisherInstitute of Electrical and Electronics Engineers Inc.
dc.relation.ispartof8th International Winter Conference on Brain-Computer Interface, BCI 2020
dc.relation.ispartofseries8th International Winter Conference on Brain-Computer Interface, BCI 2020
dc.rightsinfo:eu-repo/semantics/openAccess
dc.subjectelectroencephalography
dc.subjectevent-related potential
dc.subjectimagined speech
dc.subjectsmart home control system
dc.subjectBehavioral Neuroscience
dc.subjectCognitive Neuroscience
dc.subjectArtificial Intelligence
dc.subjectHuman-Computer Interaction
dc.titleA BCI based Smart Home System Combined with Event-related Potentials and Speech Imagery Tasken
dc.type/dk/atira/pure/researchoutput/researchoutputtypes/contributiontobookanthology/conference

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