지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 대한전자공학회 IEIE Transactions on Smart Processing & Computing IEIE Transactions on Smart Processing & Computing Vol.10 No.3
- 발행연도
- 2021.6
- 수록면
- 183 - 188 (6page)
- DOI
- 10.5573/IEIESPC.2021.10.3.183
이용수
초록· 키워드
오류제보하기
Paralyzed people have difficulty communicating with the world for their daily basic needs, and their caretakers have difficulty understanding their needs. The development and implementation of a handheld device-based brain-computer interface system with machine learning will solve the above problem. On the other hand, a simple handheld device cannot satisfy the computation of hunger ML algorithms and will have more latency. This paper overcomes the limitations of the above by processing the data in the cloud. The handheld device reads and preprocesses the electroencephalogram (EEG) data and forwards it to the IoT-based Cloud server. The cloud server applies the machine-learning algorithm and classifies it in the text, representing the word thought by the user. This text information result is sent back to the handheld device and intimates the caretaker to know the patient"s needs. The evaluation result of the proposed system for ten words to deal with the basic needs highlights the feasibility of implementing it in practice.
목차
Abstract
1. Introduction
2. Related Work
3. Materials and Methods
4. Performance Analysis and Result Discussion
5. Opportunities and Challenges
6. Conclusion
References
참고문헌 (17)
참고문헌 신청
Joana Pereira, Andreea Ioana Sburlea, Gernot R Müller-putz, "EEG patterns of self-paced movement imaginations towards externally-cued and internallyselected targets," nature scientificreports, September 2018. Article (CrossRef Link)
Alborz Rezazadeh Sereshkeh, Robert Trott, Aurelien Bricout, Tom Chau, "EEG Classification of Covert Speech Using Regularized Neural Networks," IEEE/ACM Transactions on Audio Speech and Language Processing, vol.25, pp. 2292-2300, December 2017. Article (CrossRef Link)
Gregory Hickok, "Computational neuroanatomy of speech production," Nature reviews-Neuroscience, vol. 13, pp. 135-145, February 2012. Article (CrossRef Link)
K. A. A. Rahman1, B. S. K. K. Ibrahim1, A.M. Leman and M. M. A. Jamil, "Fundamental study on brain signal for BCI-FES system development," IEEE-EMBS Conference on Biomedical Engineering and Sciences, pp. 195-198, December 2012. Article (CrossRef Link)
Mariko Matsumotoa, Junichi Hori, "Classification of silent speech using support vector machine and relevance vector machine," Applied Soft Computing, vol. 20,pp. 95-102, November 2013. Article (CrossRef Link)
Alborz Rezazadeh Sereshkeh, Robert Trott, Aurelien Bricout, Tom Chau, "EEG Classification of Covert Speech Using Regularized Neural Networks," IEEE/ACM Transactions on Audio Speech and Language Processing, vol.25, pp. 2292-2300, December 2017. Article (CrossRef Link)
Gregory Hickok, "Computational neuroanatomy of speech production," Nature reviews-Neuroscience, vol. 13, pp. 135-145, February 2012. Article (CrossRef Link)
K. A. A. Rahman1, B. S. K. K. Ibrahim1, A.M. Leman and M. M. A. Jamil, "Fundamental study on brain signal for BCI-FES system development," IEEE-EMBS Conference on Biomedical Engineering and Sciences, pp. 195-198, December 2012. Article (CrossRef Link)
Mariko Matsumotoa, Junichi Hori, "Classification of silent speech using support vector machine and relevance vector machine," Applied Soft Computing, vol. 20,pp. 95-102, November 2013. Article (CrossRef Link)
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