ASSR/P300-Hybrid auditory brain-computer interface for improved performance성능 향상을 위한 ASSR/P300-하이브리드 청각 뇌-컴퓨터 인터페이스

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Brain-computer interfaces (BCI) is a technology that provides a new communication way by translating brain activity in to digital command. Due to the incapability of using the visual-stimuli based BCI for patients in completely lock-in state (CLS) or users who has eye problem, auditory stimuli have been used to substitute the conventional visual stimuli. This paper proposed an auditory hybrid BCI that utilize and combine both auditory steady state response (ASSR) and spatial-auditory P300 BCI to improve the performance for the auditory BCI system. The proposed ASSR/P300-hybrid auditory BCI system achieves 85.33% accuracy with 9.11 bits/min information transfer rate (ITR) outperforming the spatial-auditory P300 BCI system that achieves 74.58% accuracy with 4.18 bits/min ITR and ASSR system that achieves 66.68% accuracy with 2.01 bits/min ITR in the single-trial. This shows that the proposed hybrid system is a feasible and promising system that could be used to improve the overall performance for auditory based BCI.
Advisors
Jo, Sunghoresearcher조성호researcher
Description
한국과학기술원 :전산학부,
Publisher
한국과학기술원
Issue Date
2016
Identifier
325007
Language
eng
Description

학위논문(석사) - 한국과학기술원 : 전산학부, 2016.8 ,[iii, 22 p. :]

Keywords

Brain Computer Interface; ASSR; Auditory P300; EEG; Hybrid system; BCI; P300; 하이브리드 시스템; 뇌파

URI
http://hdl.handle.net/10203/221899
Link
http://library.kaist.ac.kr/search/detail/view.do?bibCtrlNo=663474&flag=dissertation
Appears in Collection
CS-Theses_Master(석사논문)
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